id
stringlengths 36
36
| conversations
listlengths 4
4
| images
images listlengths 1
1
| CheXFound
dict | torchxrayvision
dict | UniChest
dict |
|---|---|---|---|---|---|
2374330d-58f1-459f-b118-b52149d8c868
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there fracture according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: yes\ninfiltration: yes\nedema: no\nemphysema: yes\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: yes\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there fracture according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.00107088265940547,
"Atelectasis": 0.4975552260875702,
"Azygos Lobe": 0.000013887198292650282,
"Calcification of the Aorta": 0.0004256195679772645,
"Cardiomegaly": 0.24065613746643066,
"Clavicle Fracture": 0.000048234382120426744,
"Consolidation": 0.4396687150001526,
"Edema": 0.14471089839935303,
"Emphysema": 0.007824701257050037,
"Enlarged Cardiomediastinum": 0.08115839213132858,
"Fibrosis": 0.0012687951093539596,
"Fissure": 0.0123143894597888,
"Fracture": 0.2566780745983124,
"Granuloma": 0.027143193408846855,
"Hernia": 0.000189952552318573,
"Hydropneumothorax": 0.0015738544752821326,
"Infarction": 0.011530594900250435,
"Infiltration": 0.08793946355581284,
"Kyphosis": 1.93409846360737e-7,
"Lobar Atelectasis": 0.001978817395865917,
"Lung Lesion": 0.028020257130265236,
"Lung Opacity": 0.7289862632751465,
"Mass": 0.022130083292722702,
"Nodule": 0.00912030041217804,
"Normal": 0.060426753014326096,
"Pleural Effusion": 0.6517154574394226,
"Pleural Other": 0.0012519235024228692,
"Pleural Thickening": 0.020157845690846443,
"Pneumomediastinum": 0.0024991279933601618,
"Pneumonia": 0.3694041669368744,
"Pneumoperitoneum": 0.0012242385419085622,
"Pneumothorax": 0.05298507586121559,
"Pulmonary Embolism": 0.010818974114954472,
"Pulmonary Hypertension": 0.00008431559399468824,
"Rib Fracture": 0.01383822038769722,
"Round(ed) Atelectasis": 0.000014553369510394987,
"Subcutaneous Emphysema": 0.00004732201705337502,
"Support Devices": 0.8933596611022949,
"Tortuous Aorta": 0.000012826777492591646,
"Tuberculosis": 0.012075255624949932
}
|
{
"Atelectasis": 0.6668534278869629,
"Cardiomegaly": 0.6012793779373169,
"Consolidation": 0.7255421280860901,
"Edema": 0.562577486038208,
"Effusion": 0.7704212665557861,
"Emphysema": 0.5037916898727417,
"Enlarged Cardiomediastinum": 0.5297855734825134,
"Fibrosis": 0.5374789237976074,
"Fracture": 0.5403410196304321,
"Hernia": 0.0691472738981247,
"Infiltration": 0.6440086364746094,
"Lung Lesion": 0.6414539813995361,
"Lung Opacity": 0.8455168008804321,
"Mass": 0.6006671190261841,
"Nodule": 0.6405370831489563,
"Pleural_Thickening": 0.5281381607055664,
"Pneumonia": 0.562357485294342,
"Pneumothorax": 0.5483307838439941
}
|
{
"Atelectasis": 0.7283065319061279,
"Cardiomegaly": 0.6138675808906555,
"Consolidation": 0.7395966053009033,
"Edema": 0.5721454620361328,
"Enlarged Cardiomediastinum": 0.555823028087616,
"Fracture": 0.6172041893005371,
"Lung Lesion": 0.635396420955658,
"Lung Opacity": 0.8119670152664185,
"No Finding": 0.48149630427360535,
"Pleural Effusion": 0.8205296993255615,
"Pleural Other": 0.7152698040008545,
"Pneumonia": 0.6799290776252747,
"Pneumothorax": 0.446266233921051,
"Support Devices": 0.911413848400116
}
|
|
8bf5880a-8c3c-41aa-999a-48f4e7874e7f
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there pneumonia according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there pneumonia according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.0009789561154320836,
"Atelectasis": 0.5475427508354187,
"Azygos Lobe": 2.2446867831149575e-7,
"Calcification of the Aorta": 0.000005818232693854952,
"Cardiomegaly": 0.05879472941160202,
"Clavicle Fracture": 0.0010838963789865375,
"Consolidation": 0.018505247309803963,
"Edema": 0.027263803407549858,
"Emphysema": 0.02798527479171753,
"Enlarged Cardiomediastinum": 0.25572413206100464,
"Fibrosis": 0.000010778469004435465,
"Fissure": 0.0006839513662271202,
"Fracture": 0.5842531323432922,
"Granuloma": 0.0006871739751659334,
"Hernia": 0.015812024474143982,
"Hydropneumothorax": 0.0016686692833900452,
"Infarction": 0.00020866093109361827,
"Infiltration": 0.002289022784680128,
"Kyphosis": 9.669876135376398e-7,
"Lobar Atelectasis": 0.0006067001959308982,
"Lung Lesion": 0.005033258814364672,
"Lung Opacity": 0.2783024311065674,
"Mass": 0.030927646905183792,
"Nodule": 0.00609398540109396,
"Normal": 0.0695512443780899,
"Pleural Effusion": 0.05723593756556511,
"Pleural Other": 0.0002742072392720729,
"Pleural Thickening": 0.0002012521290453151,
"Pneumomediastinum": 0.03625229001045227,
"Pneumonia": 0.02284383401274681,
"Pneumoperitoneum": 0.049171291291713715,
"Pneumothorax": 0.6793906092643738,
"Pulmonary Embolism": 0.00045654934365302324,
"Pulmonary Hypertension": 0.000002885356025217334,
"Rib Fracture": 0.6551641821861267,
"Round(ed) Atelectasis": 0.0000013223340147305862,
"Subcutaneous Emphysema": 0.5871760845184326,
"Support Devices": 0.8996991515159607,
"Tortuous Aorta": 0.0008309686090797186,
"Tuberculosis": 0.0033045809250324965
}
|
{
"Atelectasis": 0.743725061416626,
"Cardiomegaly": 0.5647282600402832,
"Consolidation": 0.5933442115783691,
"Edema": 0.5263826847076416,
"Effusion": 0.7128227353096008,
"Emphysema": 0.5043343901634216,
"Enlarged Cardiomediastinum": 0.5039958953857422,
"Fibrosis": 0.5234416127204895,
"Fracture": 0.5389274954795837,
"Hernia": 0.5050176978111267,
"Infiltration": 0.5970951318740845,
"Lung Lesion": 0.5112080574035645,
"Lung Opacity": 0.7149538397789001,
"Mass": 0.5555737018585205,
"Nodule": 0.5167151689529419,
"Pleural_Thickening": 0.5018498301506042,
"Pneumonia": 0.5381613969802856,
"Pneumothorax": 0.5381947755813599
}
|
{
"Atelectasis": 0.8096590042114258,
"Cardiomegaly": 0.36560705304145813,
"Consolidation": 0.5722159147262573,
"Edema": 0.4242015779018402,
"Enlarged Cardiomediastinum": 0.4926697611808777,
"Fracture": 0.6523697376251221,
"Lung Lesion": 0.5105165839195251,
"Lung Opacity": 0.563341498374939,
"No Finding": 0.8147578835487366,
"Pleural Effusion": 0.5005881786346436,
"Pleural Other": 0.4025428295135498,
"Pneumonia": 0.4238514006137848,
"Pneumothorax": 0.7144820094108582,
"Support Devices": 0.9618476033210754
}
|
|
f43f8dba-f55c-4820-b7c9-73f2ec10baaf
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there pneumothorax according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: yes\ninfiltration: yes\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there pneumothorax according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.002740708412602544,
"Atelectasis": 0.11877552419900894,
"Azygos Lobe": 0.000001595069193172094,
"Calcification of the Aorta": 3.20640253903548e-7,
"Cardiomegaly": 0.25540611147880554,
"Clavicle Fracture": 7.0142101016301694e-9,
"Consolidation": 0.4582088887691498,
"Edema": 0.21087314188480377,
"Emphysema": 0.0010829432867467403,
"Enlarged Cardiomediastinum": 0.03967780992388725,
"Fibrosis": 0.0002631201350595802,
"Fissure": 0.0006707314169034362,
"Fracture": 0.0004391198162920773,
"Granuloma": 0.000017900327293318696,
"Hernia": 0.00005572038935497403,
"Hydropneumothorax": 5.0352650049489966e-8,
"Infarction": 0.0023735372815281153,
"Infiltration": 0.39847785234451294,
"Kyphosis": 4.443197365588958e-9,
"Lobar Atelectasis": 0.0010235733352601528,
"Lung Lesion": 0.002292758785188198,
"Lung Opacity": 0.6559385657310486,
"Mass": 0.011295036412775517,
"Nodule": 0.0174994058907032,
"Normal": 0.1370871514081955,
"Pleural Effusion": 0.771693229675293,
"Pleural Other": 0.000005604264970315853,
"Pleural Thickening": 0.0022105216048657894,
"Pneumomediastinum": 0.00010793833644129336,
"Pneumonia": 0.3424377143383026,
"Pneumoperitoneum": 0.0000057431757340964396,
"Pneumothorax": 0.005466598551720381,
"Pulmonary Embolism": 0.010987476445734501,
"Pulmonary Hypertension": 0.000003852452209684998,
"Rib Fracture": 0.00008846702257869765,
"Round(ed) Atelectasis": 1.5759894722577883e-8,
"Subcutaneous Emphysema": 1.900052737369151e-8,
"Support Devices": 0.05880575627088547,
"Tortuous Aorta": 0.000001630760039006418,
"Tuberculosis": 0.049581896513700485
}
|
{
"Atelectasis": 0.386007696390152,
"Cardiomegaly": 0.2747693657875061,
"Consolidation": 0.6761430501937866,
"Edema": 0.5131007432937622,
"Effusion": 0.5254299640655518,
"Emphysema": 0.494978129863739,
"Enlarged Cardiomediastinum": 0.5701366662979126,
"Fibrosis": 0.5386989712715149,
"Fracture": 0.30995485186576843,
"Hernia": 0.0022876367438584566,
"Infiltration": 0.612638533115387,
"Lung Lesion": 0.56351637840271,
"Lung Opacity": 0.9420679807662964,
"Mass": 0.708861231803894,
"Nodule": 0.5922567248344421,
"Pleural_Thickening": 0.5007332563400269,
"Pneumonia": 0.5477883815765381,
"Pneumothorax": 0.5098350048065186
}
|
{
"Atelectasis": 0.6808609366416931,
"Cardiomegaly": 0.6607756614685059,
"Consolidation": 0.77113938331604,
"Edema": 0.6137014031410217,
"Enlarged Cardiomediastinum": 0.621738076210022,
"Fracture": 0.4444272220134735,
"Lung Lesion": 0.5657933354377747,
"Lung Opacity": 0.7778725624084473,
"No Finding": 0.44953006505966187,
"Pleural Effusion": 0.8597531318664551,
"Pleural Other": 0.6301443576812744,
"Pneumonia": 0.6629047989845276,
"Pneumothorax": 0.44107457995414734,
"Support Devices": 0.8883936405181885
}
|
|
9e3e3aa8-6114-4b87-bea0-768790a445ca
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there support devices according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: yes\ninfiltration: yes\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there support devices according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.0024478959385305643,
"Atelectasis": 0.11307179927825928,
"Azygos Lobe": 3.2916156555984344e-7,
"Calcification of the Aorta": 0.000008077797247096896,
"Cardiomegaly": 0.5043048858642578,
"Clavicle Fracture": 0.0000010410000186311663,
"Consolidation": 0.11394122242927551,
"Edema": 0.6492801308631897,
"Emphysema": 0.00481642410159111,
"Enlarged Cardiomediastinum": 0.06170884892344475,
"Fibrosis": 0.034150004386901855,
"Fissure": 0.005417325533926487,
"Fracture": 0.0015191084239631891,
"Granuloma": 0.0006136224837973714,
"Hernia": 0.00005659780799760483,
"Hydropneumothorax": 0.0000332299096044153,
"Infarction": 0.002884011249989271,
"Infiltration": 0.21548360586166382,
"Kyphosis": 4.085887894689222e-8,
"Lobar Atelectasis": 0.0007317285635508597,
"Lung Lesion": 0.0030116031412035227,
"Lung Opacity": 0.4307417571544647,
"Mass": 0.00164950976613909,
"Nodule": 0.008808011189103127,
"Normal": 0.10412611067295074,
"Pleural Effusion": 0.7418847680091858,
"Pleural Other": 0.03143434599041939,
"Pleural Thickening": 0.26407185196876526,
"Pneumomediastinum": 0.00008406447159359232,
"Pneumonia": 0.19789230823516846,
"Pneumoperitoneum": 0.000005148152467882028,
"Pneumothorax": 0.014496546238660812,
"Pulmonary Embolism": 0.0013302667066454887,
"Pulmonary Hypertension": 0.00003225526961614378,
"Rib Fracture": 0.00010923992522293702,
"Round(ed) Atelectasis": 0.0002024407294811681,
"Subcutaneous Emphysema": 0.00003832288712146692,
"Support Devices": 0.9112224578857422,
"Tortuous Aorta": 0.000005965046057099244,
"Tuberculosis": 0.0030332794412970543
}
|
{
"Atelectasis": 0.8160051703453064,
"Cardiomegaly": 0.7883151769638062,
"Consolidation": 0.8597778677940369,
"Edema": 0.8735776543617249,
"Effusion": 0.9146628975868225,
"Emphysema": 0.5142884254455566,
"Enlarged Cardiomediastinum": 0.7985559701919556,
"Fibrosis": 0.5165970325469971,
"Fracture": 0.59787917137146,
"Hernia": 0.03558002784848213,
"Infiltration": 0.6229300498962402,
"Lung Lesion": 0.7736804485321045,
"Lung Opacity": 0.9368315935134888,
"Mass": 0.6290842294692993,
"Nodule": 0.5634013414382935,
"Pleural_Thickening": 0.5104578733444214,
"Pneumonia": 0.8068069815635681,
"Pneumothorax": 0.5360809564590454
}
|
{
"Atelectasis": 0.6304850578308105,
"Cardiomegaly": 0.81446373462677,
"Consolidation": 0.6480730772018433,
"Edema": 0.7960423827171326,
"Enlarged Cardiomediastinum": 0.7022442817687988,
"Fracture": 0.5195378065109253,
"Lung Lesion": 0.6192936301231384,
"Lung Opacity": 0.7413351535797119,
"No Finding": 0.4812908470630646,
"Pleural Effusion": 0.81783527135849,
"Pleural Other": 0.7202094793319702,
"Pneumonia": 0.5764486789703369,
"Pneumothorax": 0.4556865394115448,
"Support Devices": 0.9086062908172607
}
|
|
3837c6a3-9ad0-4416-ab47-0cbc69659ba4
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there lung lesion according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: no\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: no\nenlarged cardiomediastinum: no\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there lung lesion according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.058007799088954926,
"Atelectasis": 0.047994911670684814,
"Azygos Lobe": 0.000022717738829669543,
"Calcification of the Aorta": 0.005449042189866304,
"Cardiomegaly": 0.23781239986419678,
"Clavicle Fracture": 0.000021741516320616938,
"Consolidation": 0.03227328881621361,
"Edema": 0.06752564013004303,
"Emphysema": 0.0008771748398430645,
"Enlarged Cardiomediastinum": 0.19652500748634338,
"Fibrosis": 0.0024238277692347765,
"Fissure": 0.0011140280403196812,
"Fracture": 0.015367910265922546,
"Granuloma": 0.058291710913181305,
"Hernia": 0.002161147305741906,
"Hydropneumothorax": 7.005482416388986e-7,
"Infarction": 0.00026375759625807405,
"Infiltration": 0.1043681725859642,
"Kyphosis": 0.0022138666827231646,
"Lobar Atelectasis": 0.00001525691186543554,
"Lung Lesion": 0.029548749327659607,
"Lung Opacity": 0.13640496134757996,
"Mass": 0.19738857448101044,
"Nodule": 0.06677551567554474,
"Normal": 0.3022160828113556,
"Pleural Effusion": 0.009188782423734665,
"Pleural Other": 0.0031413810793310404,
"Pleural Thickening": 0.004542804788798094,
"Pneumomediastinum": 0.0007229128386825323,
"Pneumonia": 0.38223177194595337,
"Pneumoperitoneum": 0.0000500003807246685,
"Pneumothorax": 0.005445402581244707,
"Pulmonary Embolism": 0.01137615367770195,
"Pulmonary Hypertension": 0.0020870354492217302,
"Rib Fracture": 0.0218482855707407,
"Round(ed) Atelectasis": 0.00000855553662404418,
"Subcutaneous Emphysema": 0.0000451550840807613,
"Support Devices": 0.02383764088153839,
"Tortuous Aorta": 0.009876102209091187,
"Tuberculosis": 0.006061243824660778
}
|
{
"Atelectasis": 0.5192034244537354,
"Cardiomegaly": 0.30765974521636963,
"Consolidation": 0.23658986389636993,
"Edema": 0.11138485372066498,
"Effusion": 0.21376575529575348,
"Emphysema": 0.5004640817642212,
"Enlarged Cardiomediastinum": 0.19305111467838287,
"Fibrosis": 0.5153570175170898,
"Fracture": 0.29263073205947876,
"Hernia": 0.02077423967421055,
"Infiltration": 0.5263086557388306,
"Lung Lesion": 0.1857146918773651,
"Lung Opacity": 0.23539616167545319,
"Mass": 0.30348268151283264,
"Nodule": 0.4893156588077545,
"Pleural_Thickening": 0.4533202350139618,
"Pneumonia": 0.14683052897453308,
"Pneumothorax": 0.26206687092781067
}
|
{
"Atelectasis": 0.561504602432251,
"Cardiomegaly": 0.4295947849750519,
"Consolidation": 0.4360232651233673,
"Edema": 0.35925623774528503,
"Enlarged Cardiomediastinum": 0.5830232501029968,
"Fracture": 0.594511866569519,
"Lung Lesion": 0.47177159786224365,
"Lung Opacity": 0.5174793004989624,
"No Finding": 0.9997289776802063,
"Pleural Effusion": 0.4965272843837738,
"Pleural Other": 0.5774985551834106,
"Pneumonia": 0.4243019223213196,
"Pneumothorax": 0.4053595960140228,
"Support Devices": 0.5706706643104553
}
|
|
2bdb9080-6d35-42ca-97bb-2a8562db02f8
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there support devices according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: no\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: no\nfracture: no\nlung opacity: no\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there support devices according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.003571579698473215,
"Atelectasis": 0.11684714257717133,
"Azygos Lobe": 0.000006982969807722839,
"Calcification of the Aorta": 0.08711112290620804,
"Cardiomegaly": 0.29815128445625305,
"Clavicle Fracture": 0.009108565747737885,
"Consolidation": 0.02332349494099617,
"Edema": 0.03780912235379219,
"Emphysema": 0.0007863658247515559,
"Enlarged Cardiomediastinum": 0.3551144301891327,
"Fibrosis": 0.0010157881770282984,
"Fissure": 0.0005163601017557085,
"Fracture": 0.019722415134310722,
"Granuloma": 0.00531731965020299,
"Hernia": 0.0015454551903530955,
"Hydropneumothorax": 0.00000112825250653259,
"Infarction": 0.000748083577491343,
"Infiltration": 0.020192865282297134,
"Kyphosis": 0.000002047110683633946,
"Lobar Atelectasis": 0.00004414606519276276,
"Lung Lesion": 0.0007225839653983712,
"Lung Opacity": 0.034790024161338806,
"Mass": 0.010455075651407242,
"Nodule": 0.00609398540109396,
"Normal": 0.5829422473907471,
"Pleural Effusion": 0.055881161242723465,
"Pleural Other": 0.00025360548170283437,
"Pleural Thickening": 0.0028036306612193584,
"Pneumomediastinum": 0.00015102638280950487,
"Pneumonia": 0.03481163829565048,
"Pneumoperitoneum": 0.0004524842952378094,
"Pneumothorax": 0.02323075570166111,
"Pulmonary Embolism": 0.0005681214388459921,
"Pulmonary Hypertension": 0.0002401553647359833,
"Rib Fracture": 0.006979373283684254,
"Round(ed) Atelectasis": 0.000001291702233174874,
"Subcutaneous Emphysema": 0.000053622537961928174,
"Support Devices": 0.9749773740768433,
"Tortuous Aorta": 0.2275899350643158,
"Tuberculosis": 0.0010503582889214158
}
|
{
"Atelectasis": 0.22970953583717346,
"Cardiomegaly": 0.2846997082233429,
"Consolidation": 0.2372453659772873,
"Edema": 0.23925238847732544,
"Effusion": 0.17967046797275543,
"Emphysema": 0.5024541020393372,
"Enlarged Cardiomediastinum": 0.3683019280433655,
"Fibrosis": 0.5097705721855164,
"Fracture": 0.47516578435897827,
"Hernia": 0.010647169314324856,
"Infiltration": 0.5522114634513855,
"Lung Lesion": 0.08892129361629486,
"Lung Opacity": 0.26723432540893555,
"Mass": 0.5021228790283203,
"Nodule": 0.501745343208313,
"Pleural_Thickening": 0.193133145570755,
"Pneumonia": 0.39186814427375793,
"Pneumothorax": 0.44607388973236084
}
|
{
"Atelectasis": 0.5824547410011292,
"Cardiomegaly": 0.7649375796318054,
"Consolidation": 0.5239171385765076,
"Edema": 0.47354644536972046,
"Enlarged Cardiomediastinum": 0.8243907690048218,
"Fracture": 0.5242695808410645,
"Lung Lesion": 0.5055526494979858,
"Lung Opacity": 0.5796815156936646,
"No Finding": 0.705155074596405,
"Pleural Effusion": 0.5702913403511047,
"Pleural Other": 0.6140052080154419,
"Pneumonia": 0.4252758026123047,
"Pneumothorax": 0.40852323174476624,
"Support Devices": 0.9974904656410217
}
|
|
904ca5a6-e0ee-47c5-b641-b79af59d1c22
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there pneumothorax according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: yes\ninfiltration: yes\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there pneumothorax according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.0006009933422319591,
"Atelectasis": 0.19757217168807983,
"Azygos Lobe": 2.1418954077034869e-7,
"Calcification of the Aorta": 0.000022832091417512856,
"Cardiomegaly": 0.1851114183664322,
"Clavicle Fracture": 8.67962199890826e-8,
"Consolidation": 0.30252978205680847,
"Edema": 0.26145491003990173,
"Emphysema": 0.005105584394186735,
"Enlarged Cardiomediastinum": 0.02884484827518463,
"Fibrosis": 0.0029796978924423456,
"Fissure": 0.0009567587403580546,
"Fracture": 0.0021661340724676847,
"Granuloma": 0.00023027959105093032,
"Hernia": 0.00004044928209623322,
"Hydropneumothorax": 0.0000023150209926825482,
"Infarction": 0.0017107307212427258,
"Infiltration": 0.2805779278278351,
"Kyphosis": 2.1197308797127334e-8,
"Lobar Atelectasis": 0.002766677178442478,
"Lung Lesion": 0.0327279306948185,
"Lung Opacity": 0.39227455854415894,
"Mass": 0.013384836725890636,
"Nodule": 0.023630710318684578,
"Normal": 0.3119821548461914,
"Pleural Effusion": 0.6323044896125793,
"Pleural Other": 0.00007919330528238788,
"Pleural Thickening": 0.022737249732017517,
"Pneumomediastinum": 0.0002320750936632976,
"Pneumonia": 0.21254104375839233,
"Pneumoperitoneum": 0.00035519353696145117,
"Pneumothorax": 0.06593462079763412,
"Pulmonary Embolism": 0.0019268292235210538,
"Pulmonary Hypertension": 0.0000715586356818676,
"Rib Fracture": 0.0002276485611218959,
"Round(ed) Atelectasis": 0.000010731023394328076,
"Subcutaneous Emphysema": 0.0000015695225101808319,
"Support Devices": 0.5971475839614868,
"Tortuous Aorta": 0.000007779873158142436,
"Tuberculosis": 0.001527532353065908
}
|
{
"Atelectasis": 0.9203258752822876,
"Cardiomegaly": 0.8773722052574158,
"Consolidation": 0.9303960800170898,
"Edema": 0.9042910933494568,
"Effusion": 0.9713927507400513,
"Emphysema": 0.5104196071624756,
"Enlarged Cardiomediastinum": 0.8100960850715637,
"Fibrosis": 0.5202904939651489,
"Fracture": 0.6429013013839722,
"Hernia": 0.016430459916591644,
"Infiltration": 0.6412686109542847,
"Lung Lesion": 0.873859167098999,
"Lung Opacity": 0.9466902017593384,
"Mass": 0.6404855847358704,
"Nodule": 0.5566354990005493,
"Pleural_Thickening": 0.5136349201202393,
"Pneumonia": 0.8040932416915894,
"Pneumothorax": 0.577045202255249
}
|
{
"Atelectasis": 0.6688539385795593,
"Cardiomegaly": 0.5652244687080383,
"Consolidation": 0.756493866443634,
"Edema": 0.6376398801803589,
"Enlarged Cardiomediastinum": 0.6091849207878113,
"Fracture": 0.4447968602180481,
"Lung Lesion": 0.6453896760940552,
"Lung Opacity": 0.7564916610717773,
"No Finding": 0.5145201086997986,
"Pleural Effusion": 0.8155219554901123,
"Pleural Other": 0.5896090269088745,
"Pneumonia": 0.6495593786239624,
"Pneumothorax": 0.4445946216583252,
"Support Devices": 0.9389904737472534
}
|
|
6d65b62a-7d05-42c9-830b-70b3d3c0917d
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there support devices according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: yes\ninfiltration: yes\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there support devices according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.001162325730547309,
"Atelectasis": 0.049351390451192856,
"Azygos Lobe": 0.00000565498794458108,
"Calcification of the Aorta": 0.0000011279211094006314,
"Cardiomegaly": 0.028499135747551918,
"Clavicle Fracture": 3.365455025772235e-9,
"Consolidation": 0.5832444429397583,
"Edema": 0.10834524780511856,
"Emphysema": 0.002021303866058588,
"Enlarged Cardiomediastinum": 0.021554449573159218,
"Fibrosis": 5.45084617442626e-7,
"Fissure": 0.0017929545138031244,
"Fracture": 0.0001007311002467759,
"Granuloma": 0.0000022405240542866522,
"Hernia": 0.00004841106419917196,
"Hydropneumothorax": 1.975987942159918e-7,
"Infarction": 0.0014186605112627149,
"Infiltration": 0.1868068277835846,
"Kyphosis": 1.739981048132222e-9,
"Lobar Atelectasis": 0.010163429193198681,
"Lung Lesion": 0.004079962614923716,
"Lung Opacity": 0.38300248980522156,
"Mass": 0.05524123087525368,
"Nodule": 0.048921138048172,
"Normal": 0.09402269124984741,
"Pleural Effusion": 0.16107286512851715,
"Pleural Other": 0.0000031932213460095227,
"Pleural Thickening": 0.00012112537660868838,
"Pneumomediastinum": 0.0001261903962586075,
"Pneumonia": 0.3790660798549652,
"Pneumoperitoneum": 1.0437183561862184e-7,
"Pneumothorax": 0.04874427244067192,
"Pulmonary Embolism": 0.007969203405082226,
"Pulmonary Hypertension": 3.0174842891028675e-7,
"Rib Fracture": 0.0000030274336495494936,
"Round(ed) Atelectasis": 1.9613505486404392e-8,
"Subcutaneous Emphysema": 6.230033022802672e-8,
"Support Devices": 0.607265055179596,
"Tortuous Aorta": 0.000014763500985282008,
"Tuberculosis": 0.016686581075191498
}
|
{
"Atelectasis": 0.700398325920105,
"Cardiomegaly": 0.6158020496368408,
"Consolidation": 0.8993799686431885,
"Edema": 0.6929678916931152,
"Effusion": 0.7472795248031616,
"Emphysema": 0.5040483474731445,
"Enlarged Cardiomediastinum": 0.7370938062667847,
"Fibrosis": 0.5425715446472168,
"Fracture": 0.5064587593078613,
"Hernia": 0.002383769489824772,
"Infiltration": 0.7187603712081909,
"Lung Lesion": 0.8746780157089233,
"Lung Opacity": 0.9559997916221619,
"Mass": 0.720714807510376,
"Nodule": 0.5948731899261475,
"Pleural_Thickening": 0.3732247054576874,
"Pneumonia": 0.7975893616676331,
"Pneumothorax": 0.5242973566055298
}
|
{
"Atelectasis": 0.5568132400512695,
"Cardiomegaly": 0.3887617588043213,
"Consolidation": 0.8837763071060181,
"Edema": 0.6171168088912964,
"Enlarged Cardiomediastinum": 0.509080171585083,
"Fracture": 0.33908140659332275,
"Lung Lesion": 0.6074097752571106,
"Lung Opacity": 0.7465811371803284,
"No Finding": 0.4789358377456665,
"Pleural Effusion": 0.676268458366394,
"Pleural Other": 0.3827819526195526,
"Pneumonia": 0.7131468653678894,
"Pneumothorax": 0.4194779396057129,
"Support Devices": 0.9562177658081055
}
|
|
1a3dd125-ba7e-4295-8c58-570184647cf7
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there lung opacity according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: no\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there lung opacity according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.025606174021959305,
"Atelectasis": 0.15441744029521942,
"Azygos Lobe": 0.000031051207770360634,
"Calcification of the Aorta": 0.04209497570991516,
"Cardiomegaly": 0.6957178115844727,
"Clavicle Fracture": 0.000032893494790187106,
"Consolidation": 0.026497891172766685,
"Edema": 0.32405516505241394,
"Emphysema": 0.000012328906450420618,
"Enlarged Cardiomediastinum": 0.12984871864318848,
"Fibrosis": 0.0004090637667104602,
"Fissure": 0.007954729720950127,
"Fracture": 0.02320147678256035,
"Granuloma": 0.016704946756362915,
"Hernia": 0.002709197113290429,
"Hydropneumothorax": 0.0000013398326927926973,
"Infarction": 0.005271177738904953,
"Infiltration": 0.05008869245648384,
"Kyphosis": 0.0000016449004078822327,
"Lobar Atelectasis": 0.0001190586481243372,
"Lung Lesion": 0.0011318884789943695,
"Lung Opacity": 0.2290576547384262,
"Mass": 0.011164914816617966,
"Nodule": 0.09976761788129807,
"Normal": 0.0776679515838623,
"Pleural Effusion": 0.6256958246231079,
"Pleural Other": 0.0007221158011816442,
"Pleural Thickening": 0.02050798572599888,
"Pneumomediastinum": 0.00013432788546197116,
"Pneumonia": 0.22049206495285034,
"Pneumoperitoneum": 0.000023252956452779472,
"Pneumothorax": 0.0042295148596167564,
"Pulmonary Embolism": 0.016340916976332664,
"Pulmonary Hypertension": 0.012455657124519348,
"Rib Fracture": 0.0017601319123059511,
"Round(ed) Atelectasis": 0.00002916940866271034,
"Subcutaneous Emphysema": 0.0000069250213527993765,
"Support Devices": 0.882482647895813,
"Tortuous Aorta": 0.015932438895106316,
"Tuberculosis": 0.006108492612838745
}
|
{
"Atelectasis": 0.6034424304962158,
"Cardiomegaly": 0.6426513195037842,
"Consolidation": 0.5137813091278076,
"Edema": 0.523011326789856,
"Effusion": 0.5465877056121826,
"Emphysema": 0.5027146339416504,
"Enlarged Cardiomediastinum": 0.5202405452728271,
"Fibrosis": 0.5211760401725769,
"Fracture": 0.5022809505462646,
"Hernia": 0.0028629519511014223,
"Infiltration": 0.5546092987060547,
"Lung Lesion": 0.505106508731842,
"Lung Opacity": 0.5637685060501099,
"Mass": 0.5055315494537354,
"Nodule": 0.5118740200996399,
"Pleural_Thickening": 0.3468482494354248,
"Pneumonia": 0.5110077857971191,
"Pneumothorax": 0.3563506603240967
}
|
{
"Atelectasis": 0.6455654501914978,
"Cardiomegaly": 0.7628926038742065,
"Consolidation": 0.5295652151107788,
"Edema": 0.7187210321426392,
"Enlarged Cardiomediastinum": 0.7326335906982422,
"Fracture": 0.700362503528595,
"Lung Lesion": 0.5312643647193909,
"Lung Opacity": 0.617461085319519,
"No Finding": 0.4600054621696472,
"Pleural Effusion": 0.8607735633850098,
"Pleural Other": 0.6049377918243408,
"Pneumonia": 0.45238789916038513,
"Pneumothorax": 0.4209221601486206,
"Support Devices": 0.9347312450408936
}
|
|
71984bf3-094e-4ce2-8154-70330b8bd8b4
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there cardiomegaly according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: no\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: yes\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there cardiomegaly according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.004140738397836685,
"Atelectasis": 0.6112834215164185,
"Azygos Lobe": 0.000006458194093283964,
"Calcification of the Aorta": 0.014506148174405098,
"Cardiomegaly": 0.5867800712585449,
"Clavicle Fracture": 0.000036695208109449595,
"Consolidation": 0.5276325345039368,
"Edema": 0.2403566837310791,
"Emphysema": 0.05960110202431679,
"Enlarged Cardiomediastinum": 0.19012904167175293,
"Fibrosis": 0.0006408899207599461,
"Fissure": 0.0013806563802063465,
"Fracture": 0.022417942062020302,
"Granuloma": 0.0012054025428369641,
"Hernia": 0.0005894483765587211,
"Hydropneumothorax": 0.0020517108496278524,
"Infarction": 0.0010838473681360483,
"Infiltration": 0.1752280741930008,
"Kyphosis": 0.0000011755578270822298,
"Lobar Atelectasis": 0.0012440740829333663,
"Lung Lesion": 0.014877858571708202,
"Lung Opacity": 0.6169894933700562,
"Mass": 0.08185957372188568,
"Nodule": 0.023630710318684578,
"Normal": 0.014816028997302055,
"Pleural Effusion": 0.8279848694801331,
"Pleural Other": 0.011351627297699451,
"Pleural Thickening": 0.1382279098033905,
"Pneumomediastinum": 0.0002910702023655176,
"Pneumonia": 0.39202064275741577,
"Pneumoperitoneum": 0.0000343652609444689,
"Pneumothorax": 0.02450457215309143,
"Pulmonary Embolism": 0.007636588998138905,
"Pulmonary Hypertension": 0.0006525409989990294,
"Rib Fracture": 0.011063829995691776,
"Round(ed) Atelectasis": 0.0004284703463781625,
"Subcutaneous Emphysema": 0.00041025091195479035,
"Support Devices": 0.06684523075819016,
"Tortuous Aorta": 0.08091510832309723,
"Tuberculosis": 0.012453792616724968
}
|
{
"Atelectasis": 0.7691571116447449,
"Cardiomegaly": 0.829403817653656,
"Consolidation": 0.674473762512207,
"Edema": 0.6047121286392212,
"Effusion": 0.8355163335800171,
"Emphysema": 0.5330528020858765,
"Enlarged Cardiomediastinum": 0.754762589931488,
"Fibrosis": 0.5218371152877808,
"Fracture": 0.5812227725982666,
"Hernia": 0.07627732306718826,
"Infiltration": 0.5432665348052979,
"Lung Lesion": 0.7181398272514343,
"Lung Opacity": 0.7958476543426514,
"Mass": 0.527468204498291,
"Nodule": 0.5180795192718506,
"Pleural_Thickening": 0.5300290584564209,
"Pneumonia": 0.5937198400497437,
"Pneumothorax": 0.5279972553253174
}
|
{
"Atelectasis": 0.7541627883911133,
"Cardiomegaly": 0.7915759086608887,
"Consolidation": 0.7246195077896118,
"Edema": 0.5296708941459656,
"Enlarged Cardiomediastinum": 0.7409523725509644,
"Fracture": 0.4511428475379944,
"Lung Lesion": 0.6127641201019287,
"Lung Opacity": 0.799259603023529,
"No Finding": 0.4823216497898102,
"Pleural Effusion": 0.9106665849685669,
"Pleural Other": 0.6661977767944336,
"Pneumonia": 0.5953543782234192,
"Pneumothorax": 0.4447087347507477,
"Support Devices": 0.5789705514907837
}
|
|
1200faed-b653-468b-9c39-964833541198
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there lung opacity according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: no\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there lung opacity according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.4013199508190155,
"Atelectasis": 0.15621106326580048,
"Azygos Lobe": 0.00004809223173651844,
"Calcification of the Aorta": 0.0017412961460649967,
"Cardiomegaly": 0.11341612786054611,
"Clavicle Fracture": 0.00021613523131236434,
"Consolidation": 0.12175604701042175,
"Edema": 0.06463328003883362,
"Emphysema": 0.053658775985240936,
"Enlarged Cardiomediastinum": 0.19931547343730927,
"Fibrosis": 0.10298295319080353,
"Fissure": 0.10449323058128357,
"Fracture": 0.11577803641557693,
"Granuloma": 0.05151000991463661,
"Hernia": 0.0016513922018930316,
"Hydropneumothorax": 0.000010873027349589393,
"Infarction": 0.006253497209399939,
"Infiltration": 0.1130698174238205,
"Kyphosis": 0.00002915575350925792,
"Lobar Atelectasis": 0.0002040966646745801,
"Lung Lesion": 0.021832814440131187,
"Lung Opacity": 0.7234526872634888,
"Mass": 0.2724383473396301,
"Nodule": 0.5809810757637024,
"Normal": 0.021993378177285194,
"Pleural Effusion": 0.05395529419183731,
"Pleural Other": 0.004030017647892237,
"Pleural Thickening": 0.061705637723207474,
"Pneumomediastinum": 0.0007089403225108981,
"Pneumonia": 0.49060192704200745,
"Pneumoperitoneum": 0.000027830019462271594,
"Pneumothorax": 0.0314248688519001,
"Pulmonary Embolism": 0.028222328051924706,
"Pulmonary Hypertension": 0.011846241541206837,
"Rib Fracture": 0.10458891093730927,
"Round(ed) Atelectasis": 0.00011007528519257903,
"Subcutaneous Emphysema": 0.0000031458446301257936,
"Support Devices": 0.03496449440717697,
"Tortuous Aorta": 0.0057844845578074455,
"Tuberculosis": 0.04176782816648483
}
|
{
"Atelectasis": 0.510526180267334,
"Cardiomegaly": 0.38212382793426514,
"Consolidation": 0.5513076782226562,
"Edema": 0.5148813724517822,
"Effusion": 0.24910280108451843,
"Emphysema": 0.5018628239631653,
"Enlarged Cardiomediastinum": 0.5560674071311951,
"Fibrosis": 0.5530261397361755,
"Fracture": 0.5023884773254395,
"Hernia": 0.0046919058077037334,
"Infiltration": 0.6544711589813232,
"Lung Lesion": 0.574745774269104,
"Lung Opacity": 0.7665467858314514,
"Mass": 0.5314435958862305,
"Nodule": 0.5738391876220703,
"Pleural_Thickening": 0.5003889799118042,
"Pneumonia": 0.5763970017433167,
"Pneumothorax": 0.5016807317733765
}
|
{
"Atelectasis": 0.6491104960441589,
"Cardiomegaly": 0.42745164036750793,
"Consolidation": 0.6017184853553772,
"Edema": 0.4237801134586334,
"Enlarged Cardiomediastinum": 0.647645115852356,
"Fracture": 0.5070589184761047,
"Lung Lesion": 0.8669053316116333,
"Lung Opacity": 0.9203444719314575,
"No Finding": 0.5985515117645264,
"Pleural Effusion": 0.5674684047698975,
"Pleural Other": 0.717854380607605,
"Pneumonia": 0.5588136911392212,
"Pneumothorax": 0.4918273687362671,
"Support Devices": 0.722610354423523
}
|
|
b2aabf42-e9de-4e4b-93b9-0d177db8fbfb
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there atelectasis according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: yes\ninfiltration: yes\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there atelectasis according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.004545861389487982,
"Atelectasis": 0.552980363368988,
"Azygos Lobe": 0.000012351548321021255,
"Calcification of the Aorta": 0.01445041224360466,
"Cardiomegaly": 0.869419515132904,
"Clavicle Fracture": 0.000023508144295192324,
"Consolidation": 0.09465033560991287,
"Edema": 0.6076998710632324,
"Emphysema": 0.00003709508018800989,
"Enlarged Cardiomediastinum": 0.2637981176376343,
"Fibrosis": 0.00007658661343157291,
"Fissure": 0.010034637525677681,
"Fracture": 0.007262090221047401,
"Granuloma": 0.0004969846340827644,
"Hernia": 0.0010260151466354728,
"Hydropneumothorax": 6.775690053473227e-8,
"Infarction": 0.0019305290188640356,
"Infiltration": 0.04141591116786003,
"Kyphosis": 0.00009862578735919669,
"Lobar Atelectasis": 0.00011272318079136312,
"Lung Lesion": 0.00011174915562151,
"Lung Opacity": 0.5933696031570435,
"Mass": 0.002192604588344693,
"Nodule": 0.002910464769229293,
"Normal": 0.01669147238135338,
"Pleural Effusion": 0.11627410352230072,
"Pleural Other": 0.0006373190553858876,
"Pleural Thickening": 0.00363931548781693,
"Pneumomediastinum": 0.00027343997498974204,
"Pneumonia": 0.2601810395717621,
"Pneumoperitoneum": 0.000012841634998039808,
"Pneumothorax": 0.006142087280750275,
"Pulmonary Embolism": 0.002935095690190792,
"Pulmonary Hypertension": 0.0072187562473118305,
"Rib Fracture": 0.0038966655265539885,
"Round(ed) Atelectasis": 0.000005148830041434849,
"Subcutaneous Emphysema": 0.00000917414126888616,
"Support Devices": 0.08483636379241943,
"Tortuous Aorta": 0.0035995610523968935,
"Tuberculosis": 0.0005473269266076386
}
|
{
"Atelectasis": 0.6775952577590942,
"Cardiomegaly": 0.6846574544906616,
"Consolidation": 0.5471572875976562,
"Edema": 0.5460466146469116,
"Effusion": 0.5978239178657532,
"Emphysema": 0.500786542892456,
"Enlarged Cardiomediastinum": 0.5503911972045898,
"Fibrosis": 0.5136857032775879,
"Fracture": 0.2836785912513733,
"Hernia": 0.2137075811624527,
"Infiltration": 0.5216092467308044,
"Lung Lesion": 0.39579588174819946,
"Lung Opacity": 0.6124134063720703,
"Mass": 0.5480278730392456,
"Nodule": 0.48346972465515137,
"Pleural_Thickening": 0.1333318054676056,
"Pneumonia": 0.5054685473442078,
"Pneumothorax": 0.3673301637172699
}
|
{
"Atelectasis": 0.8289016485214233,
"Cardiomegaly": 0.901727557182312,
"Consolidation": 0.5385206937789917,
"Edema": 0.7124112844467163,
"Enlarged Cardiomediastinum": 0.6687927842140198,
"Fracture": 0.5421766042709351,
"Lung Lesion": 0.47869929671287537,
"Lung Opacity": 0.6757141351699829,
"No Finding": 0.45190998911857605,
"Pleural Effusion": 0.6515309810638428,
"Pleural Other": 0.5173589587211609,
"Pneumonia": 0.49836331605911255,
"Pneumothorax": 0.40558090806007385,
"Support Devices": 0.6500986218452454
}
|
|
d433131b-376b-4615-baf1-ceca069b5324
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there consolidation according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: yes\ninfiltration: yes\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there consolidation according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.02314639650285244,
"Atelectasis": 0.4463620185852051,
"Azygos Lobe": 0.000028717739041894674,
"Calcification of the Aorta": 1.6765066845891852e-7,
"Cardiomegaly": 0.27189621329307556,
"Clavicle Fracture": 0.0013697812100872397,
"Consolidation": 0.5389646291732788,
"Edema": 0.2515847384929657,
"Emphysema": 0.0006444166647270322,
"Enlarged Cardiomediastinum": 0.23092806339263916,
"Fibrosis": 0.00000233102718993905,
"Fissure": 0.043049853295087814,
"Fracture": 0.7554880380630493,
"Granuloma": 0.0008925662841647863,
"Hernia": 0.013608080334961414,
"Hydropneumothorax": 0.0016686692833900452,
"Infarction": 0.03210127726197243,
"Infiltration": 0.04275435581803322,
"Kyphosis": 0.00003985076182289049,
"Lobar Atelectasis": 0.007341315038502216,
"Lung Lesion": 0.001685009221546352,
"Lung Opacity": 0.7396543025970459,
"Mass": 0.01514002587646246,
"Nodule": 0.012520630843937397,
"Normal": 0.013717861846089363,
"Pleural Effusion": 0.5793114900588989,
"Pleural Other": 0.0026673234533518553,
"Pleural Thickening": 0.016672896221280098,
"Pneumomediastinum": 0.02015696093440056,
"Pneumonia": 0.41647422313690186,
"Pneumoperitoneum": 0.0018582828342914581,
"Pneumothorax": 0.4093969762325287,
"Pulmonary Embolism": 0.02581085078418255,
"Pulmonary Hypertension": 0.00006120797479525208,
"Rib Fracture": 0.8595719337463379,
"Round(ed) Atelectasis": 0.00001839711330831051,
"Subcutaneous Emphysema": 0.0028741713613271713,
"Support Devices": 0.10956662893295288,
"Tortuous Aorta": 0.0004051543364766985,
"Tuberculosis": 0.016432130709290504
}
|
{
"Atelectasis": 0.7479844093322754,
"Cardiomegaly": 0.5517627000808716,
"Consolidation": 0.776775598526001,
"Edema": 0.6448414325714111,
"Effusion": 0.8105140328407288,
"Emphysema": 0.5011663436889648,
"Enlarged Cardiomediastinum": 0.5953208804130554,
"Fibrosis": 0.504153847694397,
"Fracture": 0.5264092683792114,
"Hernia": 0.0267539881169796,
"Infiltration": 0.6279836893081665,
"Lung Lesion": 0.5865882635116577,
"Lung Opacity": 0.8905751705169678,
"Mass": 0.5947915315628052,
"Nodule": 0.5250693559646606,
"Pleural_Thickening": 0.5078179836273193,
"Pneumonia": 0.5547119379043579,
"Pneumothorax": 0.5738667249679565
}
|
{
"Atelectasis": 0.7115374803543091,
"Cardiomegaly": 0.434420645236969,
"Consolidation": 0.7870272397994995,
"Edema": 0.5209150910377502,
"Enlarged Cardiomediastinum": 0.6541212797164917,
"Fracture": 0.5264126062393188,
"Lung Lesion": 0.5183748006820679,
"Lung Opacity": 0.8063621520996094,
"No Finding": 0.47640976309776306,
"Pleural Effusion": 0.7339817881584167,
"Pleural Other": 0.4140874743461609,
"Pneumonia": 0.5505034327507019,
"Pneumothorax": 0.8429293632507324,
"Support Devices": 0.6816985607147217
}
|
|
8cf0a7c1-a6b8-44eb-b9a8-41f70d5bdc41
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there fracture according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: no\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: no\nenlarged cardiomediastinum: no\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there fracture according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.01515523437410593,
"Atelectasis": 0.09226367622613907,
"Azygos Lobe": 0.00004447820538189262,
"Calcification of the Aorta": 0.017378734424710274,
"Cardiomegaly": 0.1851114183664322,
"Clavicle Fracture": 0.0000043148111217305996,
"Consolidation": 0.020055528730154037,
"Edema": 0.03580164909362793,
"Emphysema": 0.01925569213926792,
"Enlarged Cardiomediastinum": 0.26152852177619934,
"Fibrosis": 0.001283732010051608,
"Fissure": 0.010592713952064514,
"Fracture": 0.0657351016998291,
"Granuloma": 0.027143193408846855,
"Hernia": 0.004222579766064882,
"Hydropneumothorax": 6.03910336849367e-7,
"Infarction": 0.0010103312088176608,
"Infiltration": 0.1043681725859642,
"Kyphosis": 0.00006318429223028943,
"Lobar Atelectasis": 0.000008969132068159524,
"Lung Lesion": 0.005033258814364672,
"Lung Opacity": 0.3759888708591461,
"Mass": 0.016476279124617577,
"Nodule": 0.11751087754964828,
"Normal": 0.19700385630130768,
"Pleural Effusion": 0.03231765329837799,
"Pleural Other": 0.018052130937576294,
"Pleural Thickening": 0.061479851603507996,
"Pneumomediastinum": 0.000031660631066188216,
"Pneumonia": 0.43443527817726135,
"Pneumoperitoneum": 0.000017145759557024576,
"Pneumothorax": 0.008183915168046951,
"Pulmonary Embolism": 0.005642184056341648,
"Pulmonary Hypertension": 0.001885859644971788,
"Rib Fracture": 0.056507550179958344,
"Round(ed) Atelectasis": 0.000014553369510394987,
"Subcutaneous Emphysema": 6.441313757932221e-7,
"Support Devices": 0.024953089654445648,
"Tortuous Aorta": 0.06129482761025429,
"Tuberculosis": 0.005586546845734119
}
|
{
"Atelectasis": 0.11714102327823639,
"Cardiomegaly": 0.14983057975769043,
"Consolidation": 0.12316077202558517,
"Edema": 0.11747577041387558,
"Effusion": 0.07238977402448654,
"Emphysema": 0.5025986433029175,
"Enlarged Cardiomediastinum": 0.10987766832113266,
"Fibrosis": 0.5163668394088745,
"Fracture": 0.1512424349784851,
"Hernia": 0.007075000088661909,
"Infiltration": 0.5512816905975342,
"Lung Lesion": 0.13306844234466553,
"Lung Opacity": 0.13259287178516388,
"Mass": 0.15455971658229828,
"Nodule": 0.49063345789909363,
"Pleural_Thickening": 0.30674970149993896,
"Pneumonia": 0.10855692625045776,
"Pneumothorax": 0.207356259226799
}
|
{
"Atelectasis": 0.524179995059967,
"Cardiomegaly": 0.6094717979431152,
"Consolidation": 0.4541895389556885,
"Edema": 0.3843233287334442,
"Enlarged Cardiomediastinum": 0.5894286036491394,
"Fracture": 0.5573577284812927,
"Lung Lesion": 0.4028478264808655,
"Lung Opacity": 0.537200927734375,
"No Finding": 0.9750025272369385,
"Pleural Effusion": 0.5896155834197998,
"Pleural Other": 0.6250362396240234,
"Pneumonia": 0.43997660279273987,
"Pneumothorax": 0.3962932527065277,
"Support Devices": 0.5735411643981934
}
|
|
45ca89be-43e1-49fd-a60f-d6731e00afa4
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there enlarged cardiomediastinum according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: no\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: no\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there enlarged cardiomediastinum according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.002354338997974992,
"Atelectasis": 0.4755018651485443,
"Azygos Lobe": 0.00001478283138567349,
"Calcification of the Aorta": 0.00001764336229825858,
"Cardiomegaly": 0.3641749918460846,
"Clavicle Fracture": 0.0007307999767363071,
"Consolidation": 0.026750970631837845,
"Edema": 0.019637325778603554,
"Emphysema": 0.0007621904369443655,
"Enlarged Cardiomediastinum": 0.21371304988861084,
"Fibrosis": 0.0020102569833397865,
"Fissure": 0.026510512456297874,
"Fracture": 0.16028891503810883,
"Granuloma": 0.0033996643032878637,
"Hernia": 0.0012470411602407694,
"Hydropneumothorax": 0.00001222485752805369,
"Infarction": 0.020765112712979317,
"Infiltration": 0.05334436520934105,
"Kyphosis": 0.00003544416176737286,
"Lobar Atelectasis": 0.00003603125878726132,
"Lung Lesion": 0.00141377211548388,
"Lung Opacity": 0.5709254145622253,
"Mass": 0.007730316370725632,
"Nodule": 0.04507414624094963,
"Normal": 0.11087007075548172,
"Pleural Effusion": 0.14942294359207153,
"Pleural Other": 0.036693964153528214,
"Pleural Thickening": 0.2003997266292572,
"Pneumomediastinum": 0.0019322737352922559,
"Pneumonia": 0.26968929171562195,
"Pneumoperitoneum": 0.0004892341676168144,
"Pneumothorax": 0.04749191924929619,
"Pulmonary Embolism": 0.008813595399260521,
"Pulmonary Hypertension": 0.00016898241301532835,
"Rib Fracture": 0.18672019243240356,
"Round(ed) Atelectasis": 0.007748197764158249,
"Subcutaneous Emphysema": 0.0010267161997035146,
"Support Devices": 0.25842708349227905,
"Tortuous Aorta": 0.00009854484960669652,
"Tuberculosis": 0.06790710985660553
}
|
{
"Atelectasis": 0.5668085217475891,
"Cardiomegaly": 0.6002556085586548,
"Consolidation": 0.43675678968429565,
"Edema": 0.42972704768180847,
"Effusion": 0.5405129194259644,
"Emphysema": 0.48470640182495117,
"Enlarged Cardiomediastinum": 0.4244542419910431,
"Fibrosis": 0.5148286819458008,
"Fracture": 0.3100844919681549,
"Hernia": 0.014013669453561306,
"Infiltration": 0.5612708330154419,
"Lung Lesion": 0.17937514185905457,
"Lung Opacity": 0.44530099630355835,
"Mass": 0.3368831276893616,
"Nodule": 0.40894821286201477,
"Pleural_Thickening": 0.37949249148368835,
"Pneumonia": 0.1915024071931839,
"Pneumothorax": 0.5003441572189331
}
|
{
"Atelectasis": 0.7726689577102661,
"Cardiomegaly": 0.679237425327301,
"Consolidation": 0.5386590361595154,
"Edema": 0.38128596544265747,
"Enlarged Cardiomediastinum": 0.7273567914962769,
"Fracture": 0.48126062750816345,
"Lung Lesion": 0.5533205270767212,
"Lung Opacity": 0.7597675323486328,
"No Finding": 0.635582685470581,
"Pleural Effusion": 0.6420331001281738,
"Pleural Other": 0.6955146789550781,
"Pneumonia": 0.45082807540893555,
"Pneumothorax": 0.526028037071228,
"Support Devices": 0.6761083602905273
}
|
|
dd90e88f-f696-4edd-8ba1-903216397034
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there cardiomegaly according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: yes\ninfiltration: yes\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there cardiomegaly according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.006782269570976496,
"Atelectasis": 0.1512564718723297,
"Azygos Lobe": 0.00000479933032693225,
"Calcification of the Aorta": 0.000002387806034676032,
"Cardiomegaly": 0.1726367175579071,
"Clavicle Fracture": 5.1828390468244834e-8,
"Consolidation": 0.6555947661399841,
"Edema": 0.42433032393455505,
"Emphysema": 0.00033573113614693284,
"Enlarged Cardiomediastinum": 0.04284409061074257,
"Fibrosis": 0.00023040323867462575,
"Fissure": 0.0020232959650456905,
"Fracture": 0.0035386846866458654,
"Granuloma": 0.0004352011310402304,
"Hernia": 0.0005003029946237803,
"Hydropneumothorax": 0.00000425796679337509,
"Infarction": 0.006253497209399939,
"Infiltration": 0.2534552216529846,
"Kyphosis": 1.7573185573382943e-8,
"Lobar Atelectasis": 0.005726721603423357,
"Lung Lesion": 0.027808263897895813,
"Lung Opacity": 0.6739931106567383,
"Mass": 0.06305631250143051,
"Nodule": 0.029743047431111336,
"Normal": 0.06478060036897659,
"Pleural Effusion": 0.6362687349319458,
"Pleural Other": 0.00009331120236311108,
"Pleural Thickening": 0.008994048461318016,
"Pneumomediastinum": 0.00026710741803981364,
"Pneumonia": 0.450363427400589,
"Pneumoperitoneum": 0.000043441366869956255,
"Pneumothorax": 0.02028370462357998,
"Pulmonary Embolism": 0.0037218905054032803,
"Pulmonary Hypertension": 0.00033864009310491383,
"Rib Fracture": 0.0001977904321392998,
"Round(ed) Atelectasis": 0.0000027559765385376522,
"Subcutaneous Emphysema": 9.821827688938356e-7,
"Support Devices": 0.8876475095748901,
"Tortuous Aorta": 0.000024340666641364805,
"Tuberculosis": 0.02615176886320114
}
|
{
"Atelectasis": 0.6834801435470581,
"Cardiomegaly": 0.6072922945022583,
"Consolidation": 0.7726445198059082,
"Edema": 0.7129008173942566,
"Effusion": 0.7894712686538696,
"Emphysema": 0.502643883228302,
"Enlarged Cardiomediastinum": 0.6196780204772949,
"Fibrosis": 0.5206726789474487,
"Fracture": 0.5378776788711548,
"Hernia": 0.009438239969313145,
"Infiltration": 0.6631003618240356,
"Lung Lesion": 0.6988894939422607,
"Lung Opacity": 0.906493067741394,
"Mass": 0.6713814735412598,
"Nodule": 0.6387189626693726,
"Pleural_Thickening": 0.501387357711792,
"Pneumonia": 0.5562077760696411,
"Pneumothorax": 0.5237469673156738
}
|
{
"Atelectasis": 0.6350620985031128,
"Cardiomegaly": 0.4531485140323639,
"Consolidation": 0.8170245289802551,
"Edema": 0.6531422734260559,
"Enlarged Cardiomediastinum": 0.5395235419273376,
"Fracture": 0.4171808362007141,
"Lung Lesion": 0.6657359600067139,
"Lung Opacity": 0.7972863912582397,
"No Finding": 0.5127323269844055,
"Pleural Effusion": 0.8080531358718872,
"Pleural Other": 0.5280229449272156,
"Pneumonia": 0.6228652000427246,
"Pneumothorax": 0.44868505001068115,
"Support Devices": 0.8962130546569824
}
|
|
7c434b04-01dc-42bf-a669-aab683be10f3
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there enlarged cardiomediastinum according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: yes\ninfiltration: yes\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there enlarged cardiomediastinum according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.005717367399483919,
"Atelectasis": 0.6763688325881958,
"Azygos Lobe": 0.000006019701686454937,
"Calcification of the Aorta": 0.00003563993232091889,
"Cardiomegaly": 0.2630947530269623,
"Clavicle Fracture": 0.0000027858557132276474,
"Consolidation": 0.1453181803226471,
"Edema": 0.06889105588197708,
"Emphysema": 0.00008967968460638076,
"Enlarged Cardiomediastinum": 0.08874506503343582,
"Fibrosis": 0.000017909940652316436,
"Fissure": 0.008562332950532436,
"Fracture": 0.0017549117328599095,
"Granuloma": 0.000160772236995399,
"Hernia": 0.0013377583818510175,
"Hydropneumothorax": 0.00008823095413390547,
"Infarction": 0.0008088219910860062,
"Infiltration": 0.11209416389465332,
"Kyphosis": 0.0000062077606344246306,
"Lobar Atelectasis": 0.005196679383516312,
"Lung Lesion": 0.06539437174797058,
"Lung Opacity": 0.32632139325141907,
"Mass": 0.013078832998871803,
"Nodule": 0.003170816460624337,
"Normal": 0.09270012378692627,
"Pleural Effusion": 0.8602666258811951,
"Pleural Other": 0.002111203270033002,
"Pleural Thickening": 0.007128272671252489,
"Pneumomediastinum": 0.000040652685129316524,
"Pneumonia": 0.12293238192796707,
"Pneumoperitoneum": 0.00001755235280143097,
"Pneumothorax": 0.050027914345264435,
"Pulmonary Embolism": 0.00602724589407444,
"Pulmonary Hypertension": 0.0002658209123183042,
"Rib Fracture": 0.00011537963291630149,
"Round(ed) Atelectasis": 0.00006942643813090399,
"Subcutaneous Emphysema": 7.356210289799492e-7,
"Support Devices": 0.6707248091697693,
"Tortuous Aorta": 0.00020060686802025884,
"Tuberculosis": 0.027268661186099052
}
|
{
"Atelectasis": 0.8310314416885376,
"Cardiomegaly": 0.6125584840774536,
"Consolidation": 0.7309210300445557,
"Edema": 0.7920970320701599,
"Effusion": 0.8444254994392395,
"Emphysema": 0.06061212345957756,
"Enlarged Cardiomediastinum": 0.5617212057113647,
"Fibrosis": 0.4164305627346039,
"Fracture": 0.5113028287887573,
"Hernia": 0.06066431477665901,
"Infiltration": 0.6999039649963379,
"Lung Lesion": 0.5225380659103394,
"Lung Opacity": 0.9042248129844666,
"Mass": 0.5108572244644165,
"Nodule": 0.4105091094970703,
"Pleural_Thickening": 0.15333569049835205,
"Pneumonia": 0.8064305782318115,
"Pneumothorax": 0.21717751026153564
}
|
{
"Atelectasis": 0.7489118576049805,
"Cardiomegaly": 0.4524889290332794,
"Consolidation": 0.7010151147842407,
"Edema": 0.4475063979625702,
"Enlarged Cardiomediastinum": 0.4814826250076294,
"Fracture": 0.38831907510757446,
"Lung Lesion": 0.49668771028518677,
"Lung Opacity": 0.7954843044281006,
"No Finding": 0.4517001807689667,
"Pleural Effusion": 0.874943196773529,
"Pleural Other": 0.5265970230102539,
"Pneumonia": 0.4410325586795807,
"Pneumothorax": 0.4392506182193756,
"Support Devices": 0.9595028162002563
}
|
|
49a86924-0189-4e16-bd67-f8c8fa5e2226
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there consolidation according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: yes\ninfiltration: yes\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there consolidation according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.0302054975181818,
"Atelectasis": 0.5000659823417664,
"Azygos Lobe": 0.000002756029289230355,
"Calcification of the Aorta": 0.0000034203708310087677,
"Cardiomegaly": 0.210496187210083,
"Clavicle Fracture": 0.000007455301783920731,
"Consolidation": 0.34304964542388916,
"Edema": 0.1717071235179901,
"Emphysema": 0.0018916820408776402,
"Enlarged Cardiomediastinum": 0.10348086059093475,
"Fibrosis": 0.016713760793209076,
"Fissure": 0.02860308438539505,
"Fracture": 0.0030758902430534363,
"Granuloma": 0.0006608661497011781,
"Hernia": 0.00011343452206347138,
"Hydropneumothorax": 0.0003151877026539296,
"Infarction": 0.010072004050016403,
"Infiltration": 0.2567956745624542,
"Kyphosis": 0.000004910748884867644,
"Lobar Atelectasis": 0.0023952515330165625,
"Lung Lesion": 0.21559490263462067,
"Lung Opacity": 0.7153708338737488,
"Mass": 0.030290182679891586,
"Nodule": 0.2482416331768036,
"Normal": 0.04638470336794853,
"Pleural Effusion": 0.8819331526756287,
"Pleural Other": 0.0009829108603298664,
"Pleural Thickening": 0.013184532523155212,
"Pneumomediastinum": 0.0003122661146335304,
"Pneumonia": 0.3740796744823456,
"Pneumoperitoneum": 0.00015042921586427838,
"Pneumothorax": 0.3484225869178772,
"Pulmonary Embolism": 0.0037218905054032803,
"Pulmonary Hypertension": 0.000057052344345720485,
"Rib Fracture": 0.0002945793967228383,
"Round(ed) Atelectasis": 0.000594773271586746,
"Subcutaneous Emphysema": 3.698936268392572e-7,
"Support Devices": 0.5565297603607178,
"Tortuous Aorta": 0.0004829781537409872,
"Tuberculosis": 0.032523464411497116
}
|
{
"Atelectasis": 0.6092008352279663,
"Cardiomegaly": 0.5834876298904419,
"Consolidation": 0.7858443260192871,
"Edema": 0.5651418566703796,
"Effusion": 0.7473499774932861,
"Emphysema": 0.24547770619392395,
"Enlarged Cardiomediastinum": 0.5823103189468384,
"Fibrosis": 0.5089048147201538,
"Fracture": 0.5138247013092041,
"Hernia": 0.003126907628029585,
"Infiltration": 0.6080434322357178,
"Lung Lesion": 0.7245131731033325,
"Lung Opacity": 0.9242786765098572,
"Mass": 0.6421691179275513,
"Nodule": 0.6530460119247437,
"Pleural_Thickening": 0.45327794551849365,
"Pneumonia": 0.45938244462013245,
"Pneumothorax": 0.5378458499908447
}
|
{
"Atelectasis": 0.6680452227592468,
"Cardiomegaly": 0.42667895555496216,
"Consolidation": 0.6913611888885498,
"Edema": 0.48827236890792847,
"Enlarged Cardiomediastinum": 0.5370430946350098,
"Fracture": 0.3777039349079132,
"Lung Lesion": 0.7451199293136597,
"Lung Opacity": 0.8222500681877136,
"No Finding": 0.48338237404823303,
"Pleural Effusion": 0.8291539549827576,
"Pleural Other": 0.6382445096969604,
"Pneumonia": 0.5007498264312744,
"Pneumothorax": 0.8720707893371582,
"Support Devices": 0.8849028944969177
}
|
|
52c3f33c-8fa7-4307-bf2a-e4e05afee4d8
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there pleural other according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there pleural other according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.01161621231585741,
"Atelectasis": 0.7095879912376404,
"Azygos Lobe": 0.0005167978815734386,
"Calcification of the Aorta": 0.027485497295856476,
"Cardiomegaly": 0.15705102682113647,
"Clavicle Fracture": 0.00010371446842327714,
"Consolidation": 0.019675249233841896,
"Edema": 0.0217740498483181,
"Emphysema": 0.0016059094341471791,
"Enlarged Cardiomediastinum": 0.2804287374019623,
"Fibrosis": 0.0022773100063204765,
"Fissure": 0.002337178448215127,
"Fracture": 0.05501412972807884,
"Granuloma": 0.8229005336761475,
"Hernia": 0.011572855524718761,
"Hydropneumothorax": 1.6002037739326624e-7,
"Infarction": 0.0029868974816054106,
"Infiltration": 0.06908846646547318,
"Kyphosis": 0.03151554614305496,
"Lobar Atelectasis": 0.00006731315079377964,
"Lung Lesion": 0.04266149178147316,
"Lung Opacity": 0.6041029691696167,
"Mass": 0.04079366475343704,
"Nodule": 0.41730597615242004,
"Normal": 0.024613454937934875,
"Pleural Effusion": 0.058299001306295395,
"Pleural Other": 0.00040361969149671495,
"Pleural Thickening": 0.035644665360450745,
"Pneumomediastinum": 0.0001223083963850513,
"Pneumonia": 0.39260268211364746,
"Pneumoperitoneum": 0.0005415045307017863,
"Pneumothorax": 0.0027031023055315018,
"Pulmonary Embolism": 0.007403375115245581,
"Pulmonary Hypertension": 0.0006349509349092841,
"Rib Fracture": 0.08175556361675262,
"Round(ed) Atelectasis": 0.00012768732267431915,
"Subcutaneous Emphysema": 3.9683791897004994e-7,
"Support Devices": 0.037557072937488556,
"Tortuous Aorta": 0.038095977157354355,
"Tuberculosis": 0.004599926993250847
}
|
{
"Atelectasis": 0.6297371983528137,
"Cardiomegaly": 0.44535860419273376,
"Consolidation": 0.46957582235336304,
"Edema": 0.08322673290967941,
"Effusion": 0.5060338973999023,
"Emphysema": 0.5088671445846558,
"Enlarged Cardiomediastinum": 0.4327324330806732,
"Fibrosis": 0.520997166633606,
"Fracture": 0.5124397277832031,
"Hernia": 0.005810349248349667,
"Infiltration": 0.5377413034439087,
"Lung Lesion": 0.2690654695034027,
"Lung Opacity": 0.5094833374023438,
"Mass": 0.46312415599823,
"Nodule": 0.4642769694328308,
"Pleural_Thickening": 0.2684359848499298,
"Pneumonia": 0.231406107544899,
"Pneumothorax": 0.32380029559135437
}
|
{
"Atelectasis": 0.8771895170211792,
"Cardiomegaly": 0.4065684378147125,
"Consolidation": 0.5353230237960815,
"Edema": 0.4008979797363281,
"Enlarged Cardiomediastinum": 0.6243504285812378,
"Fracture": 0.6258242130279541,
"Lung Lesion": 0.5768341422080994,
"Lung Opacity": 0.8124836683273315,
"No Finding": 0.5278065204620361,
"Pleural Effusion": 0.5648492574691772,
"Pleural Other": 0.5516854524612427,
"Pneumonia": 0.5168495178222656,
"Pneumothorax": 0.4244847595691681,
"Support Devices": 0.6425905227661133
}
|
|
1a8664be-8eff-43b9-9a22-64e7a3af8e88
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there consolidation according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: no\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there consolidation according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.014032282866537571,
"Atelectasis": 0.8211624622344971,
"Azygos Lobe": 4.641921691472817e-7,
"Calcification of the Aorta": 0.00006206161924637854,
"Cardiomegaly": 0.4328031539916992,
"Clavicle Fracture": 0.0000021193686734477524,
"Consolidation": 0.21978484094142914,
"Edema": 0.141359344124794,
"Emphysema": 0.00018983286281581968,
"Enlarged Cardiomediastinum": 0.6599637866020203,
"Fibrosis": 0.00005826509004691616,
"Fissure": 0.004240542184561491,
"Fracture": 0.002652708673849702,
"Granuloma": 0.0001441177009837702,
"Hernia": 0.005521623883396387,
"Hydropneumothorax": 0.00010980282968375832,
"Infarction": 0.0011763961520045996,
"Infiltration": 0.13681642711162567,
"Kyphosis": 0.0000017238405689568026,
"Lobar Atelectasis": 0.013947196304798126,
"Lung Lesion": 0.00495561258867383,
"Lung Opacity": 0.4754336178302765,
"Mass": 0.022172389551997185,
"Nodule": 0.0023399621713906527,
"Normal": 0.0312072541564703,
"Pleural Effusion": 0.4143955707550049,
"Pleural Other": 0.000005023633093514945,
"Pleural Thickening": 0.00100538763217628,
"Pneumomediastinum": 0.0021804743446409702,
"Pneumonia": 0.06108103320002556,
"Pneumoperitoneum": 0.0007116731139831245,
"Pneumothorax": 0.021770689636468887,
"Pulmonary Embolism": 0.0059343562461435795,
"Pulmonary Hypertension": 0.00039127730997279286,
"Rib Fracture": 0.00019934138981625438,
"Round(ed) Atelectasis": 0.000031294144719140604,
"Subcutaneous Emphysema": 0.00001536370109533891,
"Support Devices": 0.8822799324989319,
"Tortuous Aorta": 0.0002535774256102741,
"Tuberculosis": 0.003395876381546259
}
|
{
"Atelectasis": 0.8325435519218445,
"Cardiomegaly": 0.8374817371368408,
"Consolidation": 0.6374857425689697,
"Edema": 0.6011394262313843,
"Effusion": 0.8588846325874329,
"Emphysema": 0.5020462274551392,
"Enlarged Cardiomediastinum": 0.6370315551757812,
"Fibrosis": 0.5159199237823486,
"Fracture": 0.5276503562927246,
"Hernia": 0.2866266071796417,
"Infiltration": 0.5342515707015991,
"Lung Lesion": 0.5261828899383545,
"Lung Opacity": 0.7421067953109741,
"Mass": 0.5598753094673157,
"Nodule": 0.5053719282150269,
"Pleural_Thickening": 0.5001971125602722,
"Pneumonia": 0.5137563347816467,
"Pneumothorax": 0.5291768312454224
}
|
{
"Atelectasis": 0.8413701057434082,
"Cardiomegaly": 0.5626317262649536,
"Consolidation": 0.7177073955535889,
"Edema": 0.5484462976455688,
"Enlarged Cardiomediastinum": 0.7949800491333008,
"Fracture": 0.4187837541103363,
"Lung Lesion": 0.45485472679138184,
"Lung Opacity": 0.7636011838912964,
"No Finding": 0.49417081475257874,
"Pleural Effusion": 0.7671463489532471,
"Pleural Other": 0.3472299873828888,
"Pneumonia": 0.42791908979415894,
"Pneumothorax": 0.5463318824768066,
"Support Devices": 0.9627974033355713
}
|
|
cb184c19-51fb-4c37-b575-e33426bd0d3d
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there enlarged cardiomediastinum according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: yes\ninfiltration: no\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there enlarged cardiomediastinum according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.00024770002346485853,
"Atelectasis": 0.5877242684364319,
"Azygos Lobe": 1.2789843140126322e-7,
"Calcification of the Aorta": 0.00011237342550884932,
"Cardiomegaly": 0.547061562538147,
"Clavicle Fracture": 6.773919380975713e-7,
"Consolidation": 0.20003730058670044,
"Edema": 0.36798712611198425,
"Emphysema": 0.0003701589012052864,
"Enlarged Cardiomediastinum": 0.13569504022598267,
"Fibrosis": 0.00003143250069115311,
"Fissure": 0.0002711083507165313,
"Fracture": 0.01461811549961567,
"Granuloma": 0.0005167720373719931,
"Hernia": 0.0029173113871365786,
"Hydropneumothorax": 0.00004071383227710612,
"Infarction": 0.002917907666414976,
"Infiltration": 0.04844217747449875,
"Kyphosis": 1.6672971980824514e-7,
"Lobar Atelectasis": 0.0015061178710311651,
"Lung Lesion": 0.00038993454654701054,
"Lung Opacity": 0.3356192409992218,
"Mass": 0.0013053194852545857,
"Nodule": 0.00039028358878567815,
"Normal": 0.12274916470050812,
"Pleural Effusion": 0.7663158178329468,
"Pleural Other": 0.00014007014397066087,
"Pleural Thickening": 0.0004940825747326016,
"Pneumomediastinum": 0.0012880027061328292,
"Pneumonia": 0.13351592421531677,
"Pneumoperitoneum": 0.00002871341166610364,
"Pneumothorax": 0.07500657439231873,
"Pulmonary Embolism": 0.007786034140735865,
"Pulmonary Hypertension": 0.015573570504784584,
"Rib Fracture": 0.0002276485611218959,
"Round(ed) Atelectasis": 0.000012159825018898118,
"Subcutaneous Emphysema": 0.0002459712268318981,
"Support Devices": 0.9512573480606079,
"Tortuous Aorta": 0.00037035392597317696,
"Tuberculosis": 0.0007930562715046108
}
|
{
"Atelectasis": 0.9074457883834839,
"Cardiomegaly": 0.8636027574539185,
"Consolidation": 0.7519484162330627,
"Edema": 0.7145140171051025,
"Effusion": 0.9448056817054749,
"Emphysema": 0.36870077252388,
"Enlarged Cardiomediastinum": 0.7019177675247192,
"Fibrosis": 0.507779598236084,
"Fracture": 0.5525836944580078,
"Hernia": 0.3250654935836792,
"Infiltration": 0.5845999717712402,
"Lung Lesion": 0.5994621515274048,
"Lung Opacity": 0.8613468408584595,
"Mass": 0.5553114414215088,
"Nodule": 0.5162675380706787,
"Pleural_Thickening": 0.5017078518867493,
"Pneumonia": 0.6038395166397095,
"Pneumothorax": 0.5137550234794617
}
|
{
"Atelectasis": 0.7649108171463013,
"Cardiomegaly": 0.7867658138275146,
"Consolidation": 0.644561231136322,
"Edema": 0.7184827923774719,
"Enlarged Cardiomediastinum": 0.7733920812606812,
"Fracture": 0.4231993854045868,
"Lung Lesion": 0.5685797929763794,
"Lung Opacity": 0.7329071760177612,
"No Finding": 0.463420033454895,
"Pleural Effusion": 0.8806518316268921,
"Pleural Other": 0.39545968174934387,
"Pneumonia": 0.45164045691490173,
"Pneumothorax": 0.4177178740501404,
"Support Devices": 0.9997550249099731
}
|
|
4c5dcf19-a4c6-47e6-95b8-38d70ade0d03
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there cardiomegaly according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: no\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: no\nfracture: no\nlung opacity: no\nenlarged cardiomediastinum: no\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there cardiomegaly according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.0020066211000084877,
"Atelectasis": 0.017760364338755608,
"Azygos Lobe": 0.0000267679279204458,
"Calcification of the Aorta": 8.697602993379405e-8,
"Cardiomegaly": 0.5681968927383423,
"Clavicle Fracture": 0.000041257342672906816,
"Consolidation": 0.008574772626161575,
"Edema": 0.011089899577200413,
"Emphysema": 0.00009696615597931668,
"Enlarged Cardiomediastinum": 0.15948531031608582,
"Fibrosis": 0.000007293103408301249,
"Fissure": 0.0012186227831989527,
"Fracture": 0.03861723840236664,
"Granuloma": 0.002744202269241214,
"Hernia": 0.00024967300123535097,
"Hydropneumothorax": 2.440019386540371e-7,
"Infarction": 0.001075421809218824,
"Infiltration": 0.06871256977319717,
"Kyphosis": 0.000016742947991588153,
"Lobar Atelectasis": 0.00001225931009685155,
"Lung Lesion": 0.0006895172409713268,
"Lung Opacity": 0.06786925345659256,
"Mass": 0.0019582356326282024,
"Nodule": 0.006046848837286234,
"Normal": 0.3274855613708496,
"Pleural Effusion": 0.06025933101773262,
"Pleural Other": 0.00005885266364202835,
"Pleural Thickening": 0.0000832513251225464,
"Pneumomediastinum": 0.012515196576714516,
"Pneumonia": 0.13005229830741882,
"Pneumoperitoneum": 0.0010847666999325156,
"Pneumothorax": 0.19597791135311127,
"Pulmonary Embolism": 0.001216101343743503,
"Pulmonary Hypertension": 0.00000490814591103117,
"Rib Fracture": 0.0421358123421669,
"Round(ed) Atelectasis": 1.0276741591042082e-7,
"Subcutaneous Emphysema": 0.000719789823051542,
"Support Devices": 0.028721796348690987,
"Tortuous Aorta": 0.0000011120822591692558,
"Tuberculosis": 0.004745251499116421
}
|
{
"Atelectasis": 0.559454083442688,
"Cardiomegaly": 0.5723392963409424,
"Consolidation": 0.5014826059341431,
"Edema": 0.23172658681869507,
"Effusion": 0.4888054430484772,
"Emphysema": 0.13383010029792786,
"Enlarged Cardiomediastinum": 0.39462438225746155,
"Fibrosis": 0.5011246204376221,
"Fracture": 0.4740079939365387,
"Hernia": 0.765714168548584,
"Infiltration": 0.545529842376709,
"Lung Lesion": 0.281610369682312,
"Lung Opacity": 0.5756880044937134,
"Mass": 0.5719728469848633,
"Nodule": 0.5074663162231445,
"Pleural_Thickening": 0.35794904828071594,
"Pneumonia": 0.42126092314720154,
"Pneumothorax": 0.5137534141540527
}
|
{
"Atelectasis": 0.5090178847312927,
"Cardiomegaly": 0.6752737164497375,
"Consolidation": 0.45662450790405273,
"Edema": 0.26737335324287415,
"Enlarged Cardiomediastinum": 0.7080637216567993,
"Fracture": 0.45488327741622925,
"Lung Lesion": 0.37293341755867004,
"Lung Opacity": 0.4819627106189728,
"No Finding": 0.7818967700004578,
"Pleural Effusion": 0.5530040264129639,
"Pleural Other": 0.37950125336647034,
"Pneumonia": 0.395747572183609,
"Pneumothorax": 0.7346748113632202,
"Support Devices": 0.6034401059150696
}
|
|
98ebd210-55ed-4f34-8e93-c23b189c0560
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there pneumothorax according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: no\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there pneumothorax according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.0005472400807775557,
"Atelectasis": 0.24056491255760193,
"Azygos Lobe": 5.599225119112816e-7,
"Calcification of the Aorta": 0.00020346345263533294,
"Cardiomegaly": 0.14600640535354614,
"Clavicle Fracture": 3.711802207817527e-7,
"Consolidation": 0.20003730058670044,
"Edema": 0.14507387578487396,
"Emphysema": 0.00048650807002559304,
"Enlarged Cardiomediastinum": 0.06998841464519501,
"Fibrosis": 0.004607511684298515,
"Fissure": 0.0011183832539245486,
"Fracture": 0.007404261734336615,
"Granuloma": 0.00024322055105585605,
"Hernia": 0.00002652765397215262,
"Hydropneumothorax": 0.03335206210613251,
"Infarction": 0.0018712441669777036,
"Infiltration": 0.0370752215385437,
"Kyphosis": 7.253319611599807e-10,
"Lobar Atelectasis": 0.0005996361724101007,
"Lung Lesion": 0.018167853355407715,
"Lung Opacity": 0.5350334644317627,
"Mass": 0.008516567759215832,
"Nodule": 0.03579280152916908,
"Normal": 0.1618693470954895,
"Pleural Effusion": 0.19823896884918213,
"Pleural Other": 0.0006524227792397141,
"Pleural Thickening": 0.0003924211487174034,
"Pneumomediastinum": 0.0030962347518652678,
"Pneumonia": 0.19696389138698578,
"Pneumoperitoneum": 0.19237051904201508,
"Pneumothorax": 0.805708110332489,
"Pulmonary Embolism": 0.0026835710741579533,
"Pulmonary Hypertension": 0.0002497196546755731,
"Rib Fracture": 0.0002682246849872172,
"Round(ed) Atelectasis": 0.000038642821891698986,
"Subcutaneous Emphysema": 0.0014873530017212033,
"Support Devices": 0.9279230237007141,
"Tortuous Aorta": 0.0009090114035643637,
"Tuberculosis": 0.010266897268593311
}
|
{
"Atelectasis": 0.7239811420440674,
"Cardiomegaly": 0.6231766939163208,
"Consolidation": 0.5912747383117676,
"Edema": 0.6348890066146851,
"Effusion": 0.6922001838684082,
"Emphysema": 0.5145943760871887,
"Enlarged Cardiomediastinum": 0.5680252313613892,
"Fibrosis": 0.5635788440704346,
"Fracture": 0.5540991425514221,
"Hernia": 0.012936001643538475,
"Infiltration": 0.5784395933151245,
"Lung Lesion": 0.643612265586853,
"Lung Opacity": 0.7139803171157837,
"Mass": 0.607278048992157,
"Nodule": 0.5491083860397339,
"Pleural_Thickening": 0.5432460308074951,
"Pneumonia": 0.6016286611557007,
"Pneumothorax": 0.5328499674797058
}
|
{
"Atelectasis": 0.6903231143951416,
"Cardiomegaly": 0.3764994442462921,
"Consolidation": 0.5917057991027832,
"Edema": 0.4794676899909973,
"Enlarged Cardiomediastinum": 0.47752273082733154,
"Fracture": 0.4201327860355377,
"Lung Lesion": 0.5642905235290527,
"Lung Opacity": 0.6312440037727356,
"No Finding": 0.5542839169502258,
"Pleural Effusion": 0.6401477456092834,
"Pleural Other": 0.418773889541626,
"Pneumonia": 0.4442674517631531,
"Pneumothorax": 0.7803225517272949,
"Support Devices": 0.9780126214027405
}
|
|
d7a2de31-3185-4cd8-9a6a-3e0740c562b2
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there atelectasis according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: yes\ninfiltration: no\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there atelectasis according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.000667798041831702,
"Atelectasis": 0.6817956566810608,
"Azygos Lobe": 0.0000029567870569735533,
"Calcification of the Aorta": 0.00004505267133936286,
"Cardiomegaly": 0.35506710410118103,
"Clavicle Fracture": 1.262877447061328e-7,
"Consolidation": 0.1258876472711563,
"Edema": 0.1960027515888214,
"Emphysema": 0.0010173978516831994,
"Enlarged Cardiomediastinum": 0.048905353993177414,
"Fibrosis": 0.00011407114652683958,
"Fissure": 0.003436867380514741,
"Fracture": 0.00147819344419986,
"Granuloma": 0.0002650409587658942,
"Hernia": 0.0008709029061719775,
"Hydropneumothorax": 0.00007725845352979377,
"Infarction": 0.0002291644923388958,
"Infiltration": 0.10455089062452316,
"Kyphosis": 0.000013558895261667203,
"Lobar Atelectasis": 0.0012152900453656912,
"Lung Lesion": 0.06432820111513138,
"Lung Opacity": 0.3107430636882782,
"Mass": 0.07742264866828918,
"Nodule": 0.003195605706423521,
"Normal": 0.15936784446239471,
"Pleural Effusion": 0.7694488167762756,
"Pleural Other": 0.00014910254685673863,
"Pleural Thickening": 0.0034597436897456646,
"Pneumomediastinum": 0.00008406447159359232,
"Pneumonia": 0.10931451618671417,
"Pneumoperitoneum": 0.0007428960525430739,
"Pneumothorax": 0.02497580647468567,
"Pulmonary Embolism": 0.0024535483680665493,
"Pulmonary Hypertension": 0.00045920873526483774,
"Rib Fracture": 0.0005743491346947849,
"Round(ed) Atelectasis": 8.947362744038401e-7,
"Subcutaneous Emphysema": 0.000008159659046214074,
"Support Devices": 0.9477952718734741,
"Tortuous Aorta": 0.00005838823562953621,
"Tuberculosis": 0.001380214118398726
}
|
{
"Atelectasis": 0.7343819737434387,
"Cardiomegaly": 0.670329213142395,
"Consolidation": 0.6715259552001953,
"Edema": 0.7395795583724976,
"Effusion": 0.833586573600769,
"Emphysema": 0.5013899803161621,
"Enlarged Cardiomediastinum": 0.6114835143089294,
"Fibrosis": 0.5479536056518555,
"Fracture": 0.5559636354446411,
"Hernia": 0.506027102470398,
"Infiltration": 0.6908771991729736,
"Lung Lesion": 0.5974920988082886,
"Lung Opacity": 0.8047765493392944,
"Mass": 0.5936404466629028,
"Nodule": 0.5328359007835388,
"Pleural_Thickening": 0.5277516841888428,
"Pneumonia": 0.6725583672523499,
"Pneumothorax": 0.5055213570594788
}
|
{
"Atelectasis": 0.8244098424911499,
"Cardiomegaly": 0.5182542204856873,
"Consolidation": 0.6686779260635376,
"Edema": 0.48621347546577454,
"Enlarged Cardiomediastinum": 0.5655404329299927,
"Fracture": 0.49249738454818726,
"Lung Lesion": 0.6458076238632202,
"Lung Opacity": 0.7527326941490173,
"No Finding": 0.5498167872428894,
"Pleural Effusion": 0.8892370462417603,
"Pleural Other": 0.4163392186164856,
"Pneumonia": 0.4782474935054779,
"Pneumothorax": 0.4408509135246277,
"Support Devices": 0.9130794405937195
}
|
|
6eaa9555-2e5c-4dd5-8777-3f9a1a1ea932
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there pleural effusion according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: yes\ninfiltration: no\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: no\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: yes\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there pleural effusion according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.0012714492622762918,
"Atelectasis": 0.7653873562812805,
"Azygos Lobe": 0.00005985104507999495,
"Calcification of the Aorta": 0.025716092437505722,
"Cardiomegaly": 0.5242938995361328,
"Clavicle Fracture": 0.000017065189240383916,
"Consolidation": 0.13394372165203094,
"Edema": 0.1896197497844696,
"Emphysema": 0.0070197079330682755,
"Enlarged Cardiomediastinum": 0.263418972492218,
"Fibrosis": 0.00039959154673852026,
"Fissure": 0.0005163601017557085,
"Fracture": 0.17612877488136292,
"Granuloma": 0.0022408829536288977,
"Hernia": 0.08786145597696304,
"Hydropneumothorax": 0.00010155185009352863,
"Infarction": 0.006602689158171415,
"Infiltration": 0.10657942295074463,
"Kyphosis": 0.0000011393897239031503,
"Lobar Atelectasis": 0.0003430876531638205,
"Lung Lesion": 0.003451297292485833,
"Lung Opacity": 0.5567870140075684,
"Mass": 0.013078832998871803,
"Nodule": 0.005508699454367161,
"Normal": 0.014988057315349579,
"Pleural Effusion": 0.6359296441078186,
"Pleural Other": 0.0003646541736088693,
"Pleural Thickening": 0.003078337525948882,
"Pneumomediastinum": 0.0005394248873926699,
"Pneumonia": 0.30175110697746277,
"Pneumoperitoneum": 0.0002766467514447868,
"Pneumothorax": 0.039843663573265076,
"Pulmonary Embolism": 0.009671462699770927,
"Pulmonary Hypertension": 0.002536048414185643,
"Rib Fracture": 0.07417909055948257,
"Round(ed) Atelectasis": 0.00041045687976293266,
"Subcutaneous Emphysema": 0.00007621126133017242,
"Support Devices": 0.6662883758544922,
"Tortuous Aorta": 0.056324657052755356,
"Tuberculosis": 0.0012325746938586235
}
|
{
"Atelectasis": 0.7610258460044861,
"Cardiomegaly": 0.7575266361236572,
"Consolidation": 0.5766823887825012,
"Edema": 0.5724517107009888,
"Effusion": 0.7257349491119385,
"Emphysema": 0.5212199687957764,
"Enlarged Cardiomediastinum": 0.6318131685256958,
"Fibrosis": 0.5262755751609802,
"Fracture": 0.5445103645324707,
"Hernia": 0.17655332386493683,
"Infiltration": 0.5447443723678589,
"Lung Lesion": 0.5599378347396851,
"Lung Opacity": 0.709585428237915,
"Mass": 0.5446135997772217,
"Nodule": 0.5161795616149902,
"Pleural_Thickening": 0.5042952299118042,
"Pneumonia": 0.5052049160003662,
"Pneumothorax": 0.5197421908378601
}
|
{
"Atelectasis": 0.8400169610977173,
"Cardiomegaly": 0.7264114618301392,
"Consolidation": 0.6327243447303772,
"Edema": 0.618241548538208,
"Enlarged Cardiomediastinum": 0.7563629150390625,
"Fracture": 0.5491644144058228,
"Lung Lesion": 0.5013624429702759,
"Lung Opacity": 0.8087224364280701,
"No Finding": 0.5158771872520447,
"Pleural Effusion": 0.7639049887657166,
"Pleural Other": 0.49667924642562866,
"Pneumonia": 0.5433178544044495,
"Pneumothorax": 0.4075562059879303,
"Support Devices": 0.7842299938201904
}
|
|
da78da6d-d981-4bba-8975-f3221ebd22cf
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there pneumonia according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: yes\ninfiltration: no\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: yes\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there pneumonia according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.0009196986793540418,
"Atelectasis": 0.6001473665237427,
"Azygos Lobe": 0.00001561376848258078,
"Calcification of the Aorta": 0.007608029525727034,
"Cardiomegaly": 0.8335057497024536,
"Clavicle Fracture": 0.0000696329734637402,
"Consolidation": 0.19754865765571594,
"Edema": 0.32096126675605774,
"Emphysema": 0.0004570455348584801,
"Enlarged Cardiomediastinum": 0.12263327091932297,
"Fibrosis": 0.0007912744185887277,
"Fissure": 0.014759451150894165,
"Fracture": 0.03204534947872162,
"Granuloma": 0.0037617182824760675,
"Hernia": 0.003906487487256527,
"Hydropneumothorax": 0.0005277275922708213,
"Infarction": 0.0008476052898913622,
"Infiltration": 0.14328418672084808,
"Kyphosis": 0.000021164976715226658,
"Lobar Atelectasis": 0.00008847958815749735,
"Lung Lesion": 0.0015225267270579934,
"Lung Opacity": 0.48932385444641113,
"Mass": 0.008887166157364845,
"Nodule": 0.03902613744139671,
"Normal": 0.011138119734823704,
"Pleural Effusion": 0.905750572681427,
"Pleural Other": 0.00006514355482067913,
"Pleural Thickening": 0.0013057676842436194,
"Pneumomediastinum": 0.00010139935329789296,
"Pneumonia": 0.2488793581724167,
"Pneumoperitoneum": 0.0001480973733123392,
"Pneumothorax": 0.042542681097984314,
"Pulmonary Embolism": 0.012821836397051811,
"Pulmonary Hypertension": 0.0008247469086199999,
"Rib Fracture": 0.025839611887931824,
"Round(ed) Atelectasis": 0.009367378428578377,
"Subcutaneous Emphysema": 0.00002654579839145299,
"Support Devices": 0.057310473173856735,
"Tortuous Aorta": 0.0004537292988970876,
"Tuberculosis": 0.0002720819611568004
}
|
{
"Atelectasis": 0.7395762205123901,
"Cardiomegaly": 0.6885190606117249,
"Consolidation": 0.7006546258926392,
"Edema": 0.53624027967453,
"Effusion": 0.8166084289550781,
"Emphysema": 0.5133850574493408,
"Enlarged Cardiomediastinum": 0.5995951890945435,
"Fibrosis": 0.5244207978248596,
"Fracture": 0.5340417623519897,
"Hernia": 0.049350932240486145,
"Infiltration": 0.57037353515625,
"Lung Lesion": 0.6619839668273926,
"Lung Opacity": 0.8196815848350525,
"Mass": 0.6239644289016724,
"Nodule": 0.5802758932113647,
"Pleural_Thickening": 0.5262600183486938,
"Pneumonia": 0.548768162727356,
"Pneumothorax": 0.5340157151222229
}
|
{
"Atelectasis": 0.8674306869506836,
"Cardiomegaly": 0.7276617884635925,
"Consolidation": 0.6860792636871338,
"Edema": 0.44907957315444946,
"Enlarged Cardiomediastinum": 0.8162631988525391,
"Fracture": 0.6201611161231995,
"Lung Lesion": 0.6223940849304199,
"Lung Opacity": 0.7946394085884094,
"No Finding": 0.45897161960601807,
"Pleural Effusion": 0.8788237571716309,
"Pleural Other": 0.46836793422698975,
"Pneumonia": 0.5548757910728455,
"Pneumothorax": 0.41100361943244934,
"Support Devices": 0.62177574634552
}
|
|
72543146-1a88-49e4-8446-e475b2125ce9
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there pleural effusion according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: yes\ninfiltration: yes\nedema: no\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: yes\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there pleural effusion according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.005761950742453337,
"Atelectasis": 0.43046459555625916,
"Azygos Lobe": 0.000008622801942692604,
"Calcification of the Aorta": 0.00006658209895249456,
"Cardiomegaly": 0.032971713691949844,
"Clavicle Fracture": 0.0000586374917475041,
"Consolidation": 0.15186527371406555,
"Edema": 0.0036844469141215086,
"Emphysema": 0.14831379055976868,
"Enlarged Cardiomediastinum": 0.09033729135990143,
"Fibrosis": 0.00035541984834708273,
"Fissure": 0.0010223833378404379,
"Fracture": 0.0008329746779054403,
"Granuloma": 0.00010300050053047016,
"Hernia": 0.00045555143151432276,
"Hydropneumothorax": 0.09864088892936707,
"Infarction": 0.00035350918187759817,
"Infiltration": 0.028783554211258888,
"Kyphosis": 8.873578281054506e-7,
"Lobar Atelectasis": 0.0015297995414584875,
"Lung Lesion": 0.025382881984114647,
"Lung Opacity": 0.3874545097351074,
"Mass": 0.06612388789653778,
"Nodule": 0.04652507230639458,
"Normal": 0.027018651366233826,
"Pleural Effusion": 0.7103524208068848,
"Pleural Other": 0.001533456495963037,
"Pleural Thickening": 0.022737249732017517,
"Pneumomediastinum": 0.007366830483078957,
"Pneumonia": 0.027951523661613464,
"Pneumoperitoneum": 0.0004578155931085348,
"Pneumothorax": 0.850902259349823,
"Pulmonary Embolism": 0.0008167781634256244,
"Pulmonary Hypertension": 0.004174369387328625,
"Rib Fracture": 0.0004761989403050393,
"Round(ed) Atelectasis": 0.0002460945979692042,
"Subcutaneous Emphysema": 0.44933441281318665,
"Support Devices": 0.8905363082885742,
"Tortuous Aorta": 0.00046087117516435683,
"Tuberculosis": 0.011308202520012856
}
|
{
"Atelectasis": 0.7399305105209351,
"Cardiomegaly": 0.5696924328804016,
"Consolidation": 0.6482146978378296,
"Edema": 0.503584623336792,
"Effusion": 0.7694594860076904,
"Emphysema": 0.5189014673233032,
"Enlarged Cardiomediastinum": 0.5661031603813171,
"Fibrosis": 0.5209773778915405,
"Fracture": 0.5438557863235474,
"Hernia": 0.05532209947705269,
"Infiltration": 0.5288361310958862,
"Lung Lesion": 0.6369005441665649,
"Lung Opacity": 0.7234492897987366,
"Mass": 0.548022985458374,
"Nodule": 0.5214275121688843,
"Pleural_Thickening": 0.5082439184188843,
"Pneumonia": 0.5978590250015259,
"Pneumothorax": 0.6017611622810364
}
|
{
"Atelectasis": 0.7651244401931763,
"Cardiomegaly": 0.349117636680603,
"Consolidation": 0.6264111399650574,
"Edema": 0.39009103178977966,
"Enlarged Cardiomediastinum": 0.5255784392356873,
"Fracture": 0.530643105506897,
"Lung Lesion": 0.47116124629974365,
"Lung Opacity": 0.7401728630065918,
"No Finding": 0.4726952016353607,
"Pleural Effusion": 0.7608214616775513,
"Pleural Other": 0.4321826994419098,
"Pneumonia": 0.4451526701450348,
"Pneumothorax": 0.9918490648269653,
"Support Devices": 0.9512000679969788
}
|
|
2855213c-3db9-4dd9-8ef0-3432fd5aed9a
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there pneumonia according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: yes\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: yes\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there pneumonia according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.00153925025369972,
"Atelectasis": 0.41160157322883606,
"Azygos Lobe": 8.19347363290035e-8,
"Calcification of the Aorta": 0.0019046720117330551,
"Cardiomegaly": 0.4659551978111267,
"Clavicle Fracture": 0.0003193941374775022,
"Consolidation": 0.30905985832214355,
"Edema": 0.30843132734298706,
"Emphysema": 0.000016983703972073272,
"Enlarged Cardiomediastinum": 0.243471160531044,
"Fibrosis": 0.0003248899301979691,
"Fissure": 0.10322078317403793,
"Fracture": 0.07069896161556244,
"Granuloma": 0.003910982050001621,
"Hernia": 0.00022206990979611874,
"Hydropneumothorax": 0.0008903858251869678,
"Infarction": 0.02701527252793312,
"Infiltration": 0.0851602628827095,
"Kyphosis": 0.0008921760017983615,
"Lobar Atelectasis": 0.00005537094330065884,
"Lung Lesion": 0.0025273640640079975,
"Lung Opacity": 0.8322684168815613,
"Mass": 0.0065683177672326565,
"Nodule": 0.09906813502311707,
"Normal": 0.005090661346912384,
"Pleural Effusion": 0.8747342824935913,
"Pleural Other": 0.00039427352021448314,
"Pleural Thickening": 0.0035003835801035166,
"Pneumomediastinum": 0.00019696648814715445,
"Pneumonia": 0.6147159337997437,
"Pneumoperitoneum": 0.00034968872205354273,
"Pneumothorax": 0.018644515424966812,
"Pulmonary Embolism": 0.017679201439023018,
"Pulmonary Hypertension": 0.00039899148396216333,
"Rib Fracture": 0.02389862760901451,
"Round(ed) Atelectasis": 0.0007635748479515314,
"Subcutaneous Emphysema": 0.000009102749572775792,
"Support Devices": 0.26313337683677673,
"Tortuous Aorta": 0.0002895840734709054,
"Tuberculosis": 0.0017104415455833077
}
|
{
"Atelectasis": 0.6042629480361938,
"Cardiomegaly": 0.623558521270752,
"Consolidation": 0.539355993270874,
"Edema": 0.5532947778701782,
"Effusion": 0.560443639755249,
"Emphysema": 0.5003829598426819,
"Enlarged Cardiomediastinum": 0.5016802549362183,
"Fibrosis": 0.5968247652053833,
"Fracture": 0.4676010012626648,
"Hernia": 0.5295940637588501,
"Infiltration": 0.6753313541412354,
"Lung Lesion": 0.5157465934753418,
"Lung Opacity": 0.6966131925582886,
"Mass": 0.5448392629623413,
"Nodule": 0.5482542514801025,
"Pleural_Thickening": 0.5120179653167725,
"Pneumonia": 0.562915563583374,
"Pneumothorax": 0.500651478767395
}
|
{
"Atelectasis": 0.6841506361961365,
"Cardiomegaly": 0.6327850222587585,
"Consolidation": 0.692538857460022,
"Edema": 0.5993690490722656,
"Enlarged Cardiomediastinum": 0.7022705078125,
"Fracture": 0.4619937539100647,
"Lung Lesion": 0.6213491559028625,
"Lung Opacity": 0.7732096910476685,
"No Finding": 0.4621535837650299,
"Pleural Effusion": 0.8307971358299255,
"Pleural Other": 0.43567079305648804,
"Pneumonia": 0.7653480768203735,
"Pneumothorax": 0.48067259788513184,
"Support Devices": 0.6916399002075195
}
|
|
374c3d1a-94f3-4bc2-803a-3d241b4d0994
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there pneumothorax according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: no\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there pneumothorax according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.00011166234617121518,
"Atelectasis": 0.5950984954833984,
"Azygos Lobe": 2.7876891905975754e-8,
"Calcification of the Aorta": 0.00033150389208458364,
"Cardiomegaly": 0.31107857823371887,
"Clavicle Fracture": 0.000006132572252681712,
"Consolidation": 0.07488315552473068,
"Edema": 0.07735424488782883,
"Emphysema": 0.00012547994265332818,
"Enlarged Cardiomediastinum": 0.13308227062225342,
"Fibrosis": 0.00002428932930342853,
"Fissure": 0.009542529471218586,
"Fracture": 0.0035802482161670923,
"Granuloma": 0.001007351209409535,
"Hernia": 0.00017295670113526285,
"Hydropneumothorax": 0.0005318644107319415,
"Infarction": 0.003203775966539979,
"Infiltration": 0.061356790363788605,
"Kyphosis": 9.97683173409314e-7,
"Lobar Atelectasis": 0.00016528893320355564,
"Lung Lesion": 0.010473687201738358,
"Lung Opacity": 0.363473504781723,
"Mass": 0.0030415402725338936,
"Nodule": 0.005018201656639576,
"Normal": 0.19074667990207672,
"Pleural Effusion": 0.384941428899765,
"Pleural Other": 0.00009478049469180405,
"Pleural Thickening": 0.0003587140527088195,
"Pneumomediastinum": 0.024962708353996277,
"Pneumonia": 0.035944655537605286,
"Pneumoperitoneum": 0.00035243036109022796,
"Pneumothorax": 0.6260089874267578,
"Pulmonary Embolism": 0.0005400069640018046,
"Pulmonary Hypertension": 0.00001097453696274897,
"Rib Fracture": 0.0009652407024987042,
"Round(ed) Atelectasis": 0.000027617083105724305,
"Subcutaneous Emphysema": 0.0000553246027266141,
"Support Devices": 0.8099594116210938,
"Tortuous Aorta": 0.00029185463790781796,
"Tuberculosis": 0.007503032218664885
}
|
{
"Atelectasis": 0.787437915802002,
"Cardiomegaly": 0.6847233772277832,
"Consolidation": 0.592078447341919,
"Edema": 0.5350288152694702,
"Effusion": 0.7109206914901733,
"Emphysema": 0.5032463073730469,
"Enlarged Cardiomediastinum": 0.5284996032714844,
"Fibrosis": 0.5384107828140259,
"Fracture": 0.5183354616165161,
"Hernia": 0.37656041979789734,
"Infiltration": 0.5579243898391724,
"Lung Lesion": 0.5122790932655334,
"Lung Opacity": 0.7368959188461304,
"Mass": 0.5480444431304932,
"Nodule": 0.5095360279083252,
"Pleural_Thickening": 0.41783589124679565,
"Pneumonia": 0.5344403982162476,
"Pneumothorax": 0.5235382318496704
}
|
{
"Atelectasis": 0.8053241968154907,
"Cardiomegaly": 0.5648897290229797,
"Consolidation": 0.5536325573921204,
"Edema": 0.46499088406562805,
"Enlarged Cardiomediastinum": 0.6084064245223999,
"Fracture": 0.40356284379959106,
"Lung Lesion": 0.5047654509544373,
"Lung Opacity": 0.5911673903465271,
"No Finding": 0.6450586915016174,
"Pleural Effusion": 0.6583964228630066,
"Pleural Other": 0.41344600915908813,
"Pneumonia": 0.40643489360809326,
"Pneumothorax": 0.7658737897872925,
"Support Devices": 0.7786925435066223
}
|
|
7620c933-5589-4246-826a-a28af2bd5d1e
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there pleural effusion according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: yes\ninfiltration: yes\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: yes\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there pleural effusion according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.013142566196620464,
"Atelectasis": 0.6607910990715027,
"Azygos Lobe": 0.00001410588447470218,
"Calcification of the Aorta": 0.00790870189666748,
"Cardiomegaly": 0.5913306474685669,
"Clavicle Fracture": 0.00002157232847821433,
"Consolidation": 0.255097359418869,
"Edema": 0.21911311149597168,
"Emphysema": 0.0009822858264669776,
"Enlarged Cardiomediastinum": 0.06663279980421066,
"Fibrosis": 0.00011318353790557012,
"Fissure": 0.004839935805648565,
"Fracture": 0.024755073711276054,
"Granuloma": 0.0028643421828746796,
"Hernia": 0.003891316708177328,
"Hydropneumothorax": 0.0002099823614116758,
"Infarction": 0.007135380525141954,
"Infiltration": 0.09441059827804565,
"Kyphosis": 0.000024744276743149385,
"Lobar Atelectasis": 0.002215644111856818,
"Lung Lesion": 0.011715252883732319,
"Lung Opacity": 0.5699083209037781,
"Mass": 0.1305776834487915,
"Nodule": 0.004679072182625532,
"Normal": 0.028602439910173416,
"Pleural Effusion": 0.7624464631080627,
"Pleural Other": 0.0002555940009187907,
"Pleural Thickening": 0.002280531218275428,
"Pneumomediastinum": 0.0016467887908220291,
"Pneumonia": 0.338053435087204,
"Pneumoperitoneum": 0.020233141258358955,
"Pneumothorax": 0.01252184621989727,
"Pulmonary Embolism": 0.028491394594311714,
"Pulmonary Hypertension": 0.010550086386501789,
"Rib Fracture": 0.0012783354613929987,
"Round(ed) Atelectasis": 0.0002660863974597305,
"Subcutaneous Emphysema": 0.00011711494153132662,
"Support Devices": 0.9134096503257751,
"Tortuous Aorta": 0.0008117348188534379,
"Tuberculosis": 0.002688266569748521
}
|
{
"Atelectasis": 0.8342547416687012,
"Cardiomegaly": 0.7949427366256714,
"Consolidation": 0.7155766487121582,
"Edema": 0.644769549369812,
"Effusion": 0.8969857096672058,
"Emphysema": 0.5168891549110413,
"Enlarged Cardiomediastinum": 0.6622797250747681,
"Fibrosis": 0.5665798187255859,
"Fracture": 0.5567977428436279,
"Hernia": 0.2615518271923065,
"Infiltration": 0.6008236408233643,
"Lung Lesion": 0.6561428308486938,
"Lung Opacity": 0.8379456996917725,
"Mass": 0.5899443626403809,
"Nodule": 0.5437164306640625,
"Pleural_Thickening": 0.5286742448806763,
"Pneumonia": 0.606336772441864,
"Pneumothorax": 0.5364879369735718
}
|
{
"Atelectasis": 0.7847083210945129,
"Cardiomegaly": 0.7088965177536011,
"Consolidation": 0.7076715230941772,
"Edema": 0.5667041540145874,
"Enlarged Cardiomediastinum": 0.7292530536651611,
"Fracture": 0.40910038352012634,
"Lung Lesion": 0.5535362958908081,
"Lung Opacity": 0.804340124130249,
"No Finding": 0.4618505835533142,
"Pleural Effusion": 0.8783426284790039,
"Pleural Other": 0.45744824409484863,
"Pneumonia": 0.5421382188796997,
"Pneumothorax": 0.40229088068008423,
"Support Devices": 0.8687967658042908
}
|
|
a0720774-ed5d-4121-86ae-ada8acd22607
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there lung lesion according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: no\nconsolidation: no\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: no\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there lung lesion according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.006179077550768852,
"Atelectasis": 0.21764084696769714,
"Azygos Lobe": 0.00005079538095742464,
"Calcification of the Aorta": 0.018372880294919014,
"Cardiomegaly": 0.16269059479236603,
"Clavicle Fracture": 0.000016283731383737177,
"Consolidation": 0.0431101992726326,
"Edema": 0.08356506377458572,
"Emphysema": 0.14059124886989594,
"Enlarged Cardiomediastinum": 0.248542919754982,
"Fibrosis": 0.0014263198245316744,
"Fissure": 0.0010840115137398243,
"Fracture": 0.05542169511318207,
"Granuloma": 0.013209967873990536,
"Hernia": 0.6848562955856323,
"Hydropneumothorax": 0.00001893410262709949,
"Infarction": 0.0022387614008039236,
"Infiltration": 0.09884258359670639,
"Kyphosis": 0.00028532990836538374,
"Lobar Atelectasis": 0.00017732700507622212,
"Lung Lesion": 0.006682984065264463,
"Lung Opacity": 0.47904250025749207,
"Mass": 0.01579425297677517,
"Nodule": 0.1600552499294281,
"Normal": 0.049320485442876816,
"Pleural Effusion": 0.10605254769325256,
"Pleural Other": 0.0008118237601593137,
"Pleural Thickening": 0.013441077433526516,
"Pneumomediastinum": 0.0009101141477003694,
"Pneumonia": 0.3033997118473053,
"Pneumoperitoneum": 0.0001391258556395769,
"Pneumothorax": 0.01595992222428322,
"Pulmonary Embolism": 0.0045034922659397125,
"Pulmonary Hypertension": 0.0007279071141965687,
"Rib Fracture": 0.05366164445877075,
"Round(ed) Atelectasis": 0.00016523347585462034,
"Subcutaneous Emphysema": 0.000010154839401366189,
"Support Devices": 0.030749650672078133,
"Tortuous Aorta": 0.08959013223648071,
"Tuberculosis": 0.0002720819611568004
}
|
{
"Atelectasis": 0.5788503885269165,
"Cardiomegaly": 0.36112087965011597,
"Consolidation": 0.5056532621383667,
"Edema": 0.09013989567756653,
"Effusion": 0.49420079588890076,
"Emphysema": 0.5314801931381226,
"Enlarged Cardiomediastinum": 0.41329479217529297,
"Fibrosis": 0.5933176279067993,
"Fracture": 0.5207252502441406,
"Hernia": 0.04698914289474487,
"Infiltration": 0.578415036201477,
"Lung Lesion": 0.5249361991882324,
"Lung Opacity": 0.5062239170074463,
"Mass": 0.5471326112747192,
"Nodule": 0.5705347657203674,
"Pleural_Thickening": 0.5151216983795166,
"Pneumonia": 0.21053427457809448,
"Pneumothorax": 0.5029134750366211
}
|
{
"Atelectasis": 0.6297260522842407,
"Cardiomegaly": 0.44473370909690857,
"Consolidation": 0.542478621006012,
"Edema": 0.49923744797706604,
"Enlarged Cardiomediastinum": 0.5849035382270813,
"Fracture": 0.707261323928833,
"Lung Lesion": 0.5705511569976807,
"Lung Opacity": 0.6550593376159668,
"No Finding": 0.8635727763175964,
"Pleural Effusion": 0.627515435218811,
"Pleural Other": 0.6528922319412231,
"Pneumonia": 0.529462456703186,
"Pneumothorax": 0.49196934700012207,
"Support Devices": 0.6188567876815796
}
|
|
571f3919-6f2c-463a-805b-d098ce6adf05
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there lung lesion according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: yes\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: yes\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: yes\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there lung lesion according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.019979078322649002,
"Atelectasis": 0.03336280584335327,
"Azygos Lobe": 0.00008116832032101229,
"Calcification of the Aorta": 0.00011237342550884932,
"Cardiomegaly": 0.12245353311300278,
"Clavicle Fracture": 0.00013739473070017993,
"Consolidation": 0.10049600154161453,
"Edema": 0.033515334129333496,
"Emphysema": 0.2985246777534485,
"Enlarged Cardiomediastinum": 0.10753564536571503,
"Fibrosis": 0.007903768680989742,
"Fissure": 0.0013914699666202068,
"Fracture": 0.03372207656502724,
"Granuloma": 0.09244093298912048,
"Hernia": 0.0010710143251344562,
"Hydropneumothorax": 0.0000017889105947688222,
"Infarction": 0.0012669137213379145,
"Infiltration": 0.13543835282325745,
"Kyphosis": 0.00004275350147509016,
"Lobar Atelectasis": 0.00009418549598194659,
"Lung Lesion": 0.08010373264551163,
"Lung Opacity": 0.7480271458625793,
"Mass": 0.02955322340130806,
"Nodule": 0.2412024438381195,
"Normal": 0.02727656625211239,
"Pleural Effusion": 0.07872214913368225,
"Pleural Other": 0.378991037607193,
"Pleural Thickening": 0.38150548934936523,
"Pneumomediastinum": 0.00021296813793014735,
"Pneumonia": 0.34100982546806335,
"Pneumoperitoneum": 0.000019889374016202055,
"Pneumothorax": 0.007285516709089279,
"Pulmonary Embolism": 0.003960981499403715,
"Pulmonary Hypertension": 0.0007194328354671597,
"Rib Fracture": 0.009589224122464657,
"Round(ed) Atelectasis": 0.00005364944081520662,
"Subcutaneous Emphysema": 0.000028037908123224042,
"Support Devices": 0.03951042518019676,
"Tortuous Aorta": 0.03520127385854721,
"Tuberculosis": 0.05479476600885391
}
|
{
"Atelectasis": 0.5085523128509521,
"Cardiomegaly": 0.514198899269104,
"Consolidation": 0.5064493417739868,
"Edema": 0.26102903485298157,
"Effusion": 0.50121009349823,
"Emphysema": 0.5747840404510498,
"Enlarged Cardiomediastinum": 0.24098682403564453,
"Fibrosis": 0.5684040784835815,
"Fracture": 0.5104007124900818,
"Hernia": 0.21080046892166138,
"Infiltration": 0.5453102588653564,
"Lung Lesion": 0.505756676197052,
"Lung Opacity": 0.5308419466018677,
"Mass": 0.5073336362838745,
"Nodule": 0.5369488000869751,
"Pleural_Thickening": 0.5148924589157104,
"Pneumonia": 0.49373921751976013,
"Pneumothorax": 0.5173274278640747
}
|
{
"Atelectasis": 0.49266317486763,
"Cardiomegaly": 0.44070500135421753,
"Consolidation": 0.513483464717865,
"Edema": 0.40239864587783813,
"Enlarged Cardiomediastinum": 0.5954393744468689,
"Fracture": 0.5890371799468994,
"Lung Lesion": 0.5813543200492859,
"Lung Opacity": 0.6599737405776978,
"No Finding": 0.6713372468948364,
"Pleural Effusion": 0.5879353284835815,
"Pleural Other": 0.8227459192276001,
"Pneumonia": 0.47255054116249084,
"Pneumothorax": 0.5389552116394043,
"Support Devices": 0.7058495283126831
}
|
|
9e1c1492-5c15-49ba-ad84-4b08949876ba
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there atelectasis according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: no\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there atelectasis according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.0019832896068692207,
"Atelectasis": 0.5729199647903442,
"Azygos Lobe": 4.3856502429662214e-8,
"Calcification of the Aorta": 0.0004077258345205337,
"Cardiomegaly": 0.5831645131111145,
"Clavicle Fracture": 6.072102110010746e-7,
"Consolidation": 0.07314307242631912,
"Edema": 0.4650309681892395,
"Emphysema": 0.0001399809552822262,
"Enlarged Cardiomediastinum": 0.18011358380317688,
"Fibrosis": 0.00006399131962098181,
"Fissure": 0.009653927758336067,
"Fracture": 0.025135111063718796,
"Granuloma": 0.0004525297845248133,
"Hernia": 0.0009091053507290781,
"Hydropneumothorax": 0.00007488163828384131,
"Infarction": 0.002657479140907526,
"Infiltration": 0.05140582472085953,
"Kyphosis": 0.00018568620726000518,
"Lobar Atelectasis": 0.0000473616601084359,
"Lung Lesion": 0.0010717149125412107,
"Lung Opacity": 0.3545968234539032,
"Mass": 0.00755259720608592,
"Nodule": 0.006873077247291803,
"Normal": 0.012602453120052814,
"Pleural Effusion": 0.9419286251068115,
"Pleural Other": 0.0034760248381644487,
"Pleural Thickening": 0.010787044651806355,
"Pneumomediastinum": 0.001535147544927895,
"Pneumonia": 0.09350334107875824,
"Pneumoperitoneum": 0.000025339582862216048,
"Pneumothorax": 0.06345311552286148,
"Pulmonary Embolism": 0.008678138256072998,
"Pulmonary Hypertension": 0.0059225596487522125,
"Rib Fracture": 0.0007146887364797294,
"Round(ed) Atelectasis": 0.0005855575436726213,
"Subcutaneous Emphysema": 0.00021371040202211589,
"Support Devices": 0.42019274830818176,
"Tortuous Aorta": 0.00023270059318747371,
"Tuberculosis": 0.0029747849330306053
}
|
{
"Atelectasis": 0.8052800297737122,
"Cardiomegaly": 0.7380723357200623,
"Consolidation": 0.6439023017883301,
"Edema": 0.5778954029083252,
"Effusion": 0.9011884331703186,
"Emphysema": 0.5010077953338623,
"Enlarged Cardiomediastinum": 0.5943934321403503,
"Fibrosis": 0.5149219036102295,
"Fracture": 0.5457345247268677,
"Hernia": 0.07983379811048508,
"Infiltration": 0.5397968292236328,
"Lung Lesion": 0.5434358716011047,
"Lung Opacity": 0.7319380044937134,
"Mass": 0.5039128065109253,
"Nodule": 0.5042334794998169,
"Pleural_Thickening": 0.5203510522842407,
"Pneumonia": 0.5391747951507568,
"Pneumothorax": 0.5748568177223206
}
|
{
"Atelectasis": 0.7594277858734131,
"Cardiomegaly": 0.7810057997703552,
"Consolidation": 0.5674805045127869,
"Edema": 0.7031024694442749,
"Enlarged Cardiomediastinum": 0.686314582824707,
"Fracture": 0.44973739981651306,
"Lung Lesion": 0.579415500164032,
"Lung Opacity": 0.6623206734657288,
"No Finding": 0.4844045042991638,
"Pleural Effusion": 0.9174442291259766,
"Pleural Other": 0.4703841805458069,
"Pneumonia": 0.4608514904975891,
"Pneumothorax": 0.4892021417617798,
"Support Devices": 0.8907153606414795
}
|
|
b8bb250a-8c3a-4ddc-b94c-9e0b6e4a38c1
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there cardiomegaly according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: no\nconsolidation: yes\ninfiltration: no\nedema: no\nemphysema: no\nfibrosis: no\neffusion: no\npneumonia: yes\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there cardiomegaly according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.006968970876187086,
"Atelectasis": 0.1349838823080063,
"Azygos Lobe": 0.00006079350714571774,
"Calcification of the Aorta": 0.00012833242362830788,
"Cardiomegaly": 0.3812394440174103,
"Clavicle Fracture": 0.000028135429602116346,
"Consolidation": 0.1415984332561493,
"Edema": 0.19677335023880005,
"Emphysema": 0.075255386531353,
"Enlarged Cardiomediastinum": 0.04430919140577316,
"Fibrosis": 0.5680660605430603,
"Fissure": 0.005210873205214739,
"Fracture": 0.008612217381596565,
"Granuloma": 0.020984109491109848,
"Hernia": 0.0006731148459948599,
"Hydropneumothorax": 0.0006490372470580041,
"Infarction": 0.0030219994951039553,
"Infiltration": 0.22014205157756805,
"Kyphosis": 0.0002618395665194839,
"Lobar Atelectasis": 0.0005677422741428018,
"Lung Lesion": 0.053131431341171265,
"Lung Opacity": 0.7558591961860657,
"Mass": 0.017453176900744438,
"Nodule": 0.04661178961396217,
"Normal": 0.028820306062698364,
"Pleural Effusion": 0.2881936728954315,
"Pleural Other": 0.0037282861303538084,
"Pleural Thickening": 0.07023946940898895,
"Pneumomediastinum": 0.00003504500273265876,
"Pneumonia": 0.1386822909116745,
"Pneumoperitoneum": 0.00018286946578882635,
"Pneumothorax": 0.9813016653060913,
"Pulmonary Embolism": 0.005957444664090872,
"Pulmonary Hypertension": 0.000013237788152764551,
"Rib Fracture": 0.007901323959231377,
"Round(ed) Atelectasis": 0.00010668899631127715,
"Subcutaneous Emphysema": 3.4748293842312705e-7,
"Support Devices": 0.6837447881698608,
"Tortuous Aorta": 0.0005387710407376289,
"Tuberculosis": 0.11745518445968628
}
|
{
"Atelectasis": 0.5317635536193848,
"Cardiomegaly": 0.3969833254814148,
"Consolidation": 0.5508390069007874,
"Edema": 0.20235580205917358,
"Effusion": 0.47770416736602783,
"Emphysema": 0.5010800361633301,
"Enlarged Cardiomediastinum": 0.5889750719070435,
"Fibrosis": 0.5064080953598022,
"Fracture": 0.5020164251327515,
"Hernia": 0.00270717591047287,
"Infiltration": 0.5203210115432739,
"Lung Lesion": 0.5107054710388184,
"Lung Opacity": 0.7602697014808655,
"Mass": 0.6505409479141235,
"Nodule": 0.5134145617485046,
"Pleural_Thickening": 0.2861030399799347,
"Pneumonia": 0.5387062430381775,
"Pneumothorax": 0.54478520154953
}
|
{
"Atelectasis": 0.6326980590820312,
"Cardiomegaly": 0.43563151359558105,
"Consolidation": 0.6402943134307861,
"Edema": 0.43032994866371155,
"Enlarged Cardiomediastinum": 0.7539133429527283,
"Fracture": 0.4512771964073181,
"Lung Lesion": 0.5102782249450684,
"Lung Opacity": 0.6524221301078796,
"No Finding": 0.4723823666572571,
"Pleural Effusion": 0.6657377481460571,
"Pleural Other": 0.6234934329986572,
"Pneumonia": 0.4744166135787964,
"Pneumothorax": 0.9999629855155945,
"Support Devices": 0.8910198211669922
}
|
|
c31c3b22-9d02-41ee-8a09-f176f7743f6b
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there atelectasis according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: yes\ninfiltration: no\nedema: yes\nemphysema: no\nfibrosis: no\neffusion: yes\npneumonia: no\npleural thickening: no\ncardiomegaly: yes\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there atelectasis according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.0005081151030026376,
"Atelectasis": 0.7503378987312317,
"Azygos Lobe": 0.000011971535968768876,
"Calcification of the Aorta": 0.00003735026257345453,
"Cardiomegaly": 0.5796589255332947,
"Clavicle Fracture": 1.6055688334404294e-8,
"Consolidation": 0.22146403789520264,
"Edema": 0.3775194585323334,
"Emphysema": 0.00030809271265752614,
"Enlarged Cardiomediastinum": 0.36739465594291687,
"Fibrosis": 0.0000020411162040545605,
"Fissure": 0.029317069798707962,
"Fracture": 0.0028233106713742018,
"Granuloma": 0.00020967624732293189,
"Hernia": 0.0012519158190116286,
"Hydropneumothorax": 0.00015125350910238922,
"Infarction": 0.0022300526034086943,
"Infiltration": 0.09832189977169037,
"Kyphosis": 5.6726928931993825e-8,
"Lobar Atelectasis": 0.007602001074701548,
"Lung Lesion": 0.0022572928573936224,
"Lung Opacity": 0.3749583959579468,
"Mass": 0.0033918910194188356,
"Nodule": 0.0009504524641670287,
"Normal": 0.09913396835327148,
"Pleural Effusion": 0.5352810621261597,
"Pleural Other": 0.000024920631403801963,
"Pleural Thickening": 0.0003044533368665725,
"Pneumomediastinum": 0.02291049249470234,
"Pneumonia": 0.02364189736545086,
"Pneumoperitoneum": 0.00019927657558582723,
"Pneumothorax": 0.25450828671455383,
"Pulmonary Embolism": 0.0001686609466560185,
"Pulmonary Hypertension": 0.00007737287523923442,
"Rib Fracture": 0.0008755140006542206,
"Round(ed) Atelectasis": 0.000014898489098413847,
"Subcutaneous Emphysema": 0.0027110453229397535,
"Support Devices": 0.9432713389396667,
"Tortuous Aorta": 0.0006447560735978186,
"Tuberculosis": 0.0026159449480473995
}
|
{
"Atelectasis": 0.8596147298812866,
"Cardiomegaly": 0.8446667790412903,
"Consolidation": 0.7572386860847473,
"Edema": 0.6560947895050049,
"Effusion": 0.9076360464096069,
"Emphysema": 0.5034475326538086,
"Enlarged Cardiomediastinum": 0.6950103044509888,
"Fibrosis": 0.5101782083511353,
"Fracture": 0.5418953895568848,
"Hernia": 0.07606961578130722,
"Infiltration": 0.530127763748169,
"Lung Lesion": 0.6511510610580444,
"Lung Opacity": 0.7905737161636353,
"Mass": 0.6132548451423645,
"Nodule": 0.5216118097305298,
"Pleural_Thickening": 0.44328776001930237,
"Pneumonia": 0.5733010172843933,
"Pneumothorax": 0.5441217422485352
}
|
{
"Atelectasis": 0.7337245345115662,
"Cardiomegaly": 0.755299985408783,
"Consolidation": 0.6701600551605225,
"Edema": 0.767623782157898,
"Enlarged Cardiomediastinum": 0.7714595794677734,
"Fracture": 0.3918202221393585,
"Lung Lesion": 0.44207850098609924,
"Lung Opacity": 0.6753278970718384,
"No Finding": 0.47819262742996216,
"Pleural Effusion": 0.7772061824798584,
"Pleural Other": 0.4158504903316498,
"Pneumonia": 0.4220332205295563,
"Pneumothorax": 0.5358485579490662,
"Support Devices": 0.949184775352478
}
|
|
6ef7ab12-c031-41a6-b583-575bd8eb83dd
|
[
{
"from": "human",
"value": "Here is a list of available expert models:\n<BRATS(args)> Modality: MRI, Task: segmentation, Overview: A pre-trained model for volumetric (3D) segmentation of brain tumor subregions from multimodal MRIs based on BraTS 2018 data, Accuracy: Tumor core (TC): 0.8559 - Whole tumor (WT): 0.9026 - Enhancing tumor (ET): 0.7905 - Average: 0.8518, Valid args are: None\n<VISTA3D(args)> Modality: CT, Task: segmentation, Overview: domain-specialized interactive foundation model developed for segmenting and annotating human anatomies with precision, Accuracy: 127 organs: 0.792 Dice on average, Valid args are: 'everything', 'hepatic tumor', 'pancreatic tumor', 'lung tumor', 'bone lesion', 'organs', 'cardiovascular', 'gastrointestinal', 'skeleton', or 'muscles'\n<VISTA2D(args)> Modality: cell imaging, Task: segmentation, Overview: model for cell segmentation, which was trained on a variety of cell imaging outputs, including brightfield, phase-contrast, fluorescence, confocal, or electron microscopy, Accuracy: Good accuracy across several cell imaging datasets, Valid args are: None\n<CXR(args)> Modality: chest x-ray (CXR), Task: classification, Overview: pre-trained model which are trained on large cohorts of data, Accuracy: Good accuracy across several diverse chest x-rays datasets, Valid args are: None\nGive the model <NAME(args)> when selecting a suitable expert model.\n<image>\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there lung opacity according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Based on the image provided, which is a chest X-ray (CXR), the most suitable expert model is <CXR(args)>."
},
{
"from": "human",
"value": "The resulting predictions are:\natelectasis: yes\nconsolidation: no\ninfiltration: yes\nedema: yes\nemphysema: no\nfibrosis: yes\neffusion: yes\npneumonia: yes\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: yes\nfracture: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: no\n. Analyze the image and take these predictions into account when responding to this prompt:\n\nThe following is a question about findings in chest X-ray in the frontal view. Please reply with yes or no.\nQuestion: is there lung opacity according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.040604691952466965,
"Atelectasis": 0.03893211856484413,
"Azygos Lobe": 0.00002184745426347945,
"Calcification of the Aorta": 0.00373688992112875,
"Cardiomegaly": 0.15371885895729065,
"Clavicle Fracture": 0.0037002796307206154,
"Consolidation": 0.07624747604131699,
"Edema": 0.14998619258403778,
"Emphysema": 0.22715424001216888,
"Enlarged Cardiomediastinum": 0.17148368060588837,
"Fibrosis": 0.25525832176208496,
"Fissure": 0.005251527763903141,
"Fracture": 0.1551007330417633,
"Granuloma": 0.05103497952222824,
"Hernia": 0.0011670130770653486,
"Hydropneumothorax": 0.000022136136976769194,
"Infarction": 0.002345949411392212,
"Infiltration": 0.09047839045524597,
"Kyphosis": 0.0000016578013628532062,
"Lobar Atelectasis": 0.00018729276780504733,
"Lung Lesion": 0.06022351607680321,
"Lung Opacity": 0.8569599390029907,
"Mass": 0.06685122102499008,
"Nodule": 0.5189473032951355,
"Normal": 0.035750873386859894,
"Pleural Effusion": 0.1658802628517151,
"Pleural Other": 0.03289329260587692,
"Pleural Thickening": 0.324661523103714,
"Pneumomediastinum": 0.0009426487958990037,
"Pneumonia": 0.35017502307891846,
"Pneumoperitoneum": 0.000011421603630878963,
"Pneumothorax": 0.014220145530998707,
"Pulmonary Embolism": 0.0059343562461435795,
"Pulmonary Hypertension": 0.006998212542384863,
"Rib Fracture": 0.1040414497256279,
"Round(ed) Atelectasis": 0.000047717083361931145,
"Subcutaneous Emphysema": 0.0000023196021174953785,
"Support Devices": 0.05235379934310913,
"Tortuous Aorta": 0.000562412547878921,
"Tuberculosis": 0.0472429096698761
}
|
{
"Atelectasis": 0.6117339134216309,
"Cardiomegaly": 0.564140796661377,
"Consolidation": 0.6466941833496094,
"Edema": 0.6058783531188965,
"Effusion": 0.7456507682800293,
"Emphysema": 0.5228627920150757,
"Enlarged Cardiomediastinum": 0.5460292100906372,
"Fibrosis": 0.6417108774185181,
"Fracture": 0.5357993841171265,
"Hernia": 0.03934778273105621,
"Infiltration": 0.708635151386261,
"Lung Lesion": 0.6321532726287842,
"Lung Opacity": 0.8064857721328735,
"Mass": 0.5345639586448669,
"Nodule": 0.606529176235199,
"Pleural_Thickening": 0.5670784711837769,
"Pneumonia": 0.6160007119178772,
"Pneumothorax": 0.5496251583099365
}
|
{
"Atelectasis": 0.5048764944076538,
"Cardiomegaly": 0.4200672209262848,
"Consolidation": 0.6044143438339233,
"Edema": 0.44744786620140076,
"Enlarged Cardiomediastinum": 0.5700610876083374,
"Fracture": 0.8018608093261719,
"Lung Lesion": 0.6477707624435425,
"Lung Opacity": 0.7857062816619873,
"No Finding": 0.5029786825180054,
"Pleural Effusion": 0.6011926531791687,
"Pleural Other": 0.8200570940971375,
"Pneumonia": 0.5336860418319702,
"Pneumothorax": 0.5909993648529053,
"Support Devices": 0.721899151802063
}
|
End of preview. Expand
in Data Studio
README.md exists but content is empty.
- Downloads last month
- 20