id
stringlengths 36
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listlengths 4
4
| images
images listlengths 1
1
| CheXFound
dict | torchxrayvision
dict | UniChest
dict |
|---|---|---|---|---|---|
505fbc42-c0de-44c6-8513-4bb11fc291ec
|
[
{
"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: no\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 cardiomegaly according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.005695204716175795,
"Atelectasis": 0.6589279770851135,
"Azygos Lobe": 5.913960308134847e-7,
"Calcification of the Aorta": 0.03747399151325226,
"Cardiomegaly": 0.495281457901001,
"Clavicle Fracture": 2.551082332047372e-7,
"Consolidation": 0.19264158606529236,
"Edema": 0.4054858088493347,
"Emphysema": 0.0016059094341471791,
"Enlarged Cardiomediastinum": 0.0962841659784317,
"Fibrosis": 4.924429504171712e-7,
"Fissure": 0.0010344224283471704,
"Fracture": 0.003594210371375084,
"Granuloma": 0.0007847007364034653,
"Hernia": 0.0018635810120031238,
"Hydropneumothorax": 0.0007858448079787195,
"Infarction": 0.0012136936420574784,
"Infiltration": 0.051788125187158585,
"Kyphosis": 1.1106594399734604e-7,
"Lobar Atelectasis": 0.001164236105978489,
"Lung Lesion": 0.3065226972103119,
"Lung Opacity": 0.3403169512748718,
"Mass": 0.02692864090204239,
"Nodule": 0.11098996549844742,
"Normal": 0.04069868475198746,
"Pleural Effusion": 0.9545257687568665,
"Pleural Other": 0.00009932865941664204,
"Pleural Thickening": 0.00012399742263369262,
"Pneumomediastinum": 0.00007535555778304115,
"Pneumonia": 0.19588488340377808,
"Pneumoperitoneum": 0.0002518959518056363,
"Pneumothorax": 0.012377767823636532,
"Pulmonary Embolism": 0.010611937381327152,
"Pulmonary Hypertension": 0.0003107621450908482,
"Rib Fracture": 0.0010194421047344804,
"Round(ed) Atelectasis": 0.0000010138689958694158,
"Subcutaneous Emphysema": 4.427046746968699e-7,
"Support Devices": 0.8041815161705017,
"Tortuous Aorta": 0.0005986633477732539,
"Tuberculosis": 0.000610548653639853
}
|
{
"Atelectasis": 0.7790497541427612,
"Cardiomegaly": 0.668556272983551,
"Consolidation": 0.7707156538963318,
"Edema": 0.6397333145141602,
"Effusion": 0.8582139015197754,
"Emphysema": 0.5063354969024658,
"Enlarged Cardiomediastinum": 0.673783540725708,
"Fibrosis": 0.537877082824707,
"Fracture": 0.5641984939575195,
"Hernia": 0.03971704840660095,
"Infiltration": 0.5807064175605774,
"Lung Lesion": 0.5736895799636841,
"Lung Opacity": 0.8898059129714966,
"Mass": 0.6226590871810913,
"Nodule": 0.5286599397659302,
"Pleural_Thickening": 0.5299039483070374,
"Pneumonia": 0.5570532083511353,
"Pneumothorax": 0.5531767010688782
}
|
{
"Atelectasis": 0.7673383355140686,
"Cardiomegaly": 0.7251832485198975,
"Consolidation": 0.6965172290802002,
"Edema": 0.6646024584770203,
"Enlarged Cardiomediastinum": 0.6821357011795044,
"Fracture": 0.4671558141708374,
"Lung Lesion": 0.5037974715232849,
"Lung Opacity": 0.7514483332633972,
"No Finding": 0.461239218711853,
"Pleural Effusion": 0.9785455465316772,
"Pleural Other": 0.4172587990760803,
"Pneumonia": 0.5056174993515015,
"Pneumothorax": 0.41656091809272766,
"Support Devices": 0.8166279792785645
}
|
|
d61505aa-7e3b-4985-86cc-0ed3cebad296
|
[
{
"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: 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": 0.03383389115333557,
"Atelectasis": 0.03286255896091461,
"Azygos Lobe": 0.0000308095732179936,
"Calcification of the Aorta": 0.0029127004090696573,
"Cardiomegaly": 0.04761755093932152,
"Clavicle Fracture": 0.00014740154438186437,
"Consolidation": 0.030666308477520943,
"Edema": 0.05438212305307388,
"Emphysema": 0.015031554736196995,
"Enlarged Cardiomediastinum": 0.19345924258232117,
"Fibrosis": 0.00325888697989285,
"Fissure": 0.006327698472887278,
"Fracture": 0.03198482468724251,
"Granuloma": 0.01295777503401041,
"Hernia": 0.0033044633455574512,
"Hydropneumothorax": 6.737106446053076e-7,
"Infarction": 0.0015762114198878407,
"Infiltration": 0.11564123630523682,
"Kyphosis": 7.769965577608673e-7,
"Lobar Atelectasis": 0.000023082788175088353,
"Lung Lesion": 0.007028671447187662,
"Lung Opacity": 0.24045923352241516,
"Mass": 0.0242986511439085,
"Nodule": 0.052008699625730515,
"Normal": 0.350121408700943,
"Pleural Effusion": 0.04899986833333969,
"Pleural Other": 0.009356438182294369,
"Pleural Thickening": 0.039750177413225174,
"Pneumomediastinum": 0.0006582621717825532,
"Pneumonia": 0.3186741769313812,
"Pneumoperitoneum": 0.0002171554515371099,
"Pneumothorax": 0.012094504199922085,
"Pulmonary Embolism": 0.004264843184500933,
"Pulmonary Hypertension": 0.0005223552579991519,
"Rib Fracture": 0.02740824781358242,
"Round(ed) Atelectasis": 0.000005270930159895215,
"Subcutaneous Emphysema": 0.000014546072634402663,
"Support Devices": 0.03509654104709625,
"Tortuous Aorta": 0.0427902489900589,
"Tuberculosis": 0.053002189844846725
}
|
{
"Atelectasis": 0.035569604486227036,
"Cardiomegaly": 0.04807090759277344,
"Consolidation": 0.11341234296560287,
"Edema": 0.03655025362968445,
"Effusion": 0.051069628447294235,
"Emphysema": 0.5007888078689575,
"Enlarged Cardiomediastinum": 0.1042594462633133,
"Fibrosis": 0.5351592302322388,
"Fracture": 0.10776985436677933,
"Hernia": 0.004696439020335674,
"Infiltration": 0.5576983690261841,
"Lung Lesion": 0.0885511264204979,
"Lung Opacity": 0.11142181605100632,
"Mass": 0.28875932097435,
"Nodule": 0.503076434135437,
"Pleural_Thickening": 0.5018967986106873,
"Pneumonia": 0.04562701657414436,
"Pneumothorax": 0.28738507628440857
}
|
{
"Atelectasis": 0.5355542302131653,
"Cardiomegaly": 0.4141732454299927,
"Consolidation": 0.5454639196395874,
"Edema": 0.39925312995910645,
"Enlarged Cardiomediastinum": 0.7595617771148682,
"Fracture": 0.5659639835357666,
"Lung Lesion": 0.5439457893371582,
"Lung Opacity": 0.6583706736564636,
"No Finding": 0.8328862190246582,
"Pleural Effusion": 0.5840651988983154,
"Pleural Other": 0.6462841033935547,
"Pneumonia": 0.518466055393219,
"Pneumothorax": 0.6182835102081299,
"Support Devices": 0.6159186959266663
}
|
|
96ff192d-fe79-4068-8d09-69b9ab78b7c0
|
[
{
"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: 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 support devices according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.0002053592324955389,
"Atelectasis": 0.1407875120639801,
"Azygos Lobe": 0.0014090414624661207,
"Calcification of the Aorta": 0.000004495987468544627,
"Cardiomegaly": 0.3076359033584595,
"Clavicle Fracture": 0.00003906175334122963,
"Consolidation": 0.4114473760128021,
"Edema": 0.3405197262763977,
"Emphysema": 0.014353089965879917,
"Enlarged Cardiomediastinum": 0.13342063128948212,
"Fibrosis": 0.000001424929678250919,
"Fissure": 0.000975610688328743,
"Fracture": 0.25094473361968994,
"Granuloma": 0.0001475348399253562,
"Hernia": 0.0016839082818478346,
"Hydropneumothorax": 0.00017005568952299654,
"Infarction": 0.0003733726916834712,
"Infiltration": 0.010021368972957134,
"Kyphosis": 9.97683173409314e-7,
"Lobar Atelectasis": 0.0007608550949953496,
"Lung Lesion": 0.007566079962998629,
"Lung Opacity": 0.7366341948509216,
"Mass": 0.004072666633874178,
"Nodule": 0.010442524217069149,
"Normal": 0.04069868475198746,
"Pleural Effusion": 0.12422646582126617,
"Pleural Other": 0.000042060808482347056,
"Pleural Thickening": 0.0001920379145303741,
"Pneumomediastinum": 0.014157982543110847,
"Pneumonia": 0.09072675555944443,
"Pneumoperitoneum": 0.0006183700170367956,
"Pneumothorax": 0.8709813952445984,
"Pulmonary Embolism": 0.00032888195710256696,
"Pulmonary Hypertension": 0.00001699759013717994,
"Rib Fracture": 0.27918359637260437,
"Round(ed) Atelectasis": 0.000006611219305341365,
"Subcutaneous Emphysema": 0.3681805431842804,
"Support Devices": 0.9425353407859802,
"Tortuous Aorta": 0.0003106718068011105,
"Tuberculosis": 0.0035860752686858177
}
|
{
"Atelectasis": 0.5712308883666992,
"Cardiomegaly": 0.5391757488250732,
"Consolidation": 0.7696541547775269,
"Edema": 0.6073710918426514,
"Effusion": 0.6343516111373901,
"Emphysema": 0.19856484234333038,
"Enlarged Cardiomediastinum": 0.5730298161506653,
"Fibrosis": 0.5219135284423828,
"Fracture": 0.4467715322971344,
"Hernia": 0.004263471812009811,
"Infiltration": 0.7458022832870483,
"Lung Lesion": 0.5264978408813477,
"Lung Opacity": 0.936698853969574,
"Mass": 0.5844089984893799,
"Nodule": 0.5693154335021973,
"Pleural_Thickening": 0.2960105240345001,
"Pneumonia": 0.8019622564315796,
"Pneumothorax": 0.5247052311897278
}
|
{
"Atelectasis": 0.6501016616821289,
"Cardiomegaly": 0.43465715646743774,
"Consolidation": 0.6812998056411743,
"Edema": 0.6055998802185059,
"Enlarged Cardiomediastinum": 0.6153929233551025,
"Fracture": 0.7810646891593933,
"Lung Lesion": 0.41003817319869995,
"Lung Opacity": 0.5683225393295288,
"No Finding": 0.6384236216545105,
"Pleural Effusion": 0.56303870677948,
"Pleural Other": 0.4129842221736908,
"Pneumonia": 0.5374006032943726,
"Pneumothorax": 0.8005586266517639,
"Support Devices": 0.9770739078521729
}
|
|
17626fe8-905d-4789-88a4-d4fec94c98c5
|
[
{
"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: 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": "No"
}
] |
{
"Adenopathy": 0.0070505402982234955,
"Atelectasis": 0.16209135949611664,
"Azygos Lobe": 0.000048849535232875496,
"Calcification of the Aorta": 0.03942319378256798,
"Cardiomegaly": 0.8228073120117188,
"Clavicle Fracture": 0.00008204667392419651,
"Consolidation": 0.01818866655230522,
"Edema": 0.050128329545259476,
"Emphysema": 0.0018551612738519907,
"Enlarged Cardiomediastinum": 0.2175116389989853,
"Fibrosis": 0.00007539933722000569,
"Fissure": 0.0006577667663805187,
"Fracture": 0.33713239431381226,
"Granuloma": 0.01709432154893875,
"Hernia": 0.020960405468940735,
"Hydropneumothorax": 0.00000151822894167708,
"Infarction": 0.0013328228378668427,
"Infiltration": 0.061020199209451675,
"Kyphosis": 0.009620081633329391,
"Lobar Atelectasis": 0.00003895896588801406,
"Lung Lesion": 0.006682984065264463,
"Lung Opacity": 0.20437884330749512,
"Mass": 0.020267071202397346,
"Nodule": 0.10387539863586426,
"Normal": 0.11087007075548172,
"Pleural Effusion": 0.06193988770246506,
"Pleural Other": 0.0006549746613018215,
"Pleural Thickening": 0.0005620219744741917,
"Pneumomediastinum": 0.00009751518518896773,
"Pneumonia": 0.26585981249809265,
"Pneumoperitoneum": 0.00015764731506351382,
"Pneumothorax": 0.0056172870099544525,
"Pulmonary Embolism": 0.005752825643867254,
"Pulmonary Hypertension": 0.0005714303115382791,
"Rib Fracture": 0.27390849590301514,
"Round(ed) Atelectasis": 0.000060319285694276914,
"Subcutaneous Emphysema": 0.000009765817594598047,
"Support Devices": 0.0336066372692585,
"Tortuous Aorta": 0.3122027814388275,
"Tuberculosis": 0.0003385887830518186
}
|
{
"Atelectasis": 0.5068174600601196,
"Cardiomegaly": 0.6212812066078186,
"Consolidation": 0.2528456449508667,
"Edema": 0.12196318060159683,
"Effusion": 0.23244300484657288,
"Emphysema": 0.5043229460716248,
"Enlarged Cardiomediastinum": 0.5004929900169373,
"Fibrosis": 0.5168837308883667,
"Fracture": 0.30149325728416443,
"Hernia": 0.01003245823085308,
"Infiltration": 0.5302178859710693,
"Lung Lesion": 0.27226585149765015,
"Lung Opacity": 0.27969294786453247,
"Mass": 0.5134782791137695,
"Nodule": 0.5073914527893066,
"Pleural_Thickening": 0.2805974781513214,
"Pneumonia": 0.058283381164073944,
"Pneumothorax": 0.23388908803462982
}
|
{
"Atelectasis": 0.7203960418701172,
"Cardiomegaly": 0.8682004809379578,
"Consolidation": 0.5019187331199646,
"Edema": 0.41427677869796753,
"Enlarged Cardiomediastinum": 0.7902768850326538,
"Fracture": 0.5714020729064941,
"Lung Lesion": 0.4842095375061035,
"Lung Opacity": 0.6713225841522217,
"No Finding": 0.5277195572853088,
"Pleural Effusion": 0.6313214898109436,
"Pleural Other": 0.5170692801475525,
"Pneumonia": 0.4630383849143982,
"Pneumothorax": 0.39749202132225037,
"Support Devices": 0.556442379951477
}
|
|
1adc4041-e8ac-4cf2-bbb9-e6cbcbcbded6
|
[
{
"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": 0.0009054529946297407,
"Atelectasis": 0.6480934023857117,
"Azygos Lobe": 0.000005834496278112056,
"Calcification of the Aorta": 0.004556929226964712,
"Cardiomegaly": 0.7217110991477966,
"Clavicle Fracture": 0.00006644445966230705,
"Consolidation": 0.2592013478279114,
"Edema": 0.7177360653877258,
"Emphysema": 0.0012560185277834535,
"Enlarged Cardiomediastinum": 0.09459803253412247,
"Fibrosis": 0.00004363917469163425,
"Fissure": 0.0026786711532622576,
"Fracture": 0.00646422803401947,
"Granuloma": 0.0005587402847595513,
"Hernia": 0.0008213803521357477,
"Hydropneumothorax": 0.00011328794789733365,
"Infarction": 0.0032922956161201,
"Infiltration": 0.35293853282928467,
"Kyphosis": 0.0001961216767085716,
"Lobar Atelectasis": 0.004020431078970432,
"Lung Lesion": 0.0030351518653333187,
"Lung Opacity": 0.5442219376564026,
"Mass": 0.003753120079636574,
"Nodule": 0.001666899654082954,
"Normal": 0.040775008499622345,
"Pleural Effusion": 0.6840797066688538,
"Pleural Other": 0.000005782161679235287,
"Pleural Thickening": 0.0003020847507286817,
"Pneumomediastinum": 0.004604848567396402,
"Pneumonia": 0.4227766692638397,
"Pneumoperitoneum": 0.005635818466544151,
"Pneumothorax": 0.028693359345197678,
"Pulmonary Embolism": 0.0036218627355992794,
"Pulmonary Hypertension": 0.002345908433198929,
"Rib Fracture": 0.0012342293048277497,
"Round(ed) Atelectasis": 0.000051998904382344335,
"Subcutaneous Emphysema": 0.00013167396537028253,
"Support Devices": 0.28657642006874084,
"Tortuous Aorta": 0.0003205304383300245,
"Tuberculosis": 0.0003534493735060096
}
|
{
"Atelectasis": 0.8553166389465332,
"Cardiomegaly": 0.8221428990364075,
"Consolidation": 0.7515345215797424,
"Edema": 0.7360616326332092,
"Effusion": 0.9218165278434753,
"Emphysema": 0.5049406290054321,
"Enlarged Cardiomediastinum": 0.6028016805648804,
"Fibrosis": 0.5398157835006714,
"Fracture": 0.5545934438705444,
"Hernia": 0.23028719425201416,
"Infiltration": 0.6996233463287354,
"Lung Lesion": 0.567523717880249,
"Lung Opacity": 0.8855873346328735,
"Mass": 0.5989080667495728,
"Nodule": 0.5466629862785339,
"Pleural_Thickening": 0.5185280442237854,
"Pneumonia": 0.581403374671936,
"Pneumothorax": 0.528917133808136
}
|
{
"Atelectasis": 0.764438807964325,
"Cardiomegaly": 0.8131749629974365,
"Consolidation": 0.7071613073348999,
"Edema": 0.679037868976593,
"Enlarged Cardiomediastinum": 0.7550170421600342,
"Fracture": 0.41406089067459106,
"Lung Lesion": 0.5113736987113953,
"Lung Opacity": 0.7452390193939209,
"No Finding": 0.47205671668052673,
"Pleural Effusion": 0.8948274254798889,
"Pleural Other": 0.3476402163505554,
"Pneumonia": 0.6084654331207275,
"Pneumothorax": 0.4537958800792694,
"Support Devices": 0.669854462146759
}
|
|
638461ec-2ed4-496d-bc78-95f06c0a66a7
|
[
{
"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": "No"
}
] |
{
"Adenopathy": 0.07248438894748688,
"Atelectasis": 0.6819015741348267,
"Azygos Lobe": 0.00004771799285663292,
"Calcification of the Aorta": 0.00006206161924637854,
"Cardiomegaly": 0.4415733516216278,
"Clavicle Fracture": 9.62767785495089e-7,
"Consolidation": 0.20909367501735687,
"Edema": 0.24394088983535767,
"Emphysema": 0.00023995920491870493,
"Enlarged Cardiomediastinum": 0.3355790078639984,
"Fibrosis": 0.000030228378818719648,
"Fissure": 0.007893313653767109,
"Fracture": 0.1285441815853119,
"Granuloma": 0.00020007639250252396,
"Hernia": 0.005311217624694109,
"Hydropneumothorax": 0.00009766184666659683,
"Infarction": 0.0056529780849814415,
"Infiltration": 0.05454039201140404,
"Kyphosis": 1.313406494674041e-9,
"Lobar Atelectasis": 0.0037484767381101847,
"Lung Lesion": 0.01361687108874321,
"Lung Opacity": 0.4849856197834015,
"Mass": 0.03212008997797966,
"Nodule": 0.0075435028411448,
"Normal": 0.09740330278873444,
"Pleural Effusion": 0.6713901162147522,
"Pleural Other": 0.00006216060137376189,
"Pleural Thickening": 0.002613768447190523,
"Pneumomediastinum": 0.0006305940332822502,
"Pneumonia": 0.20816148817539215,
"Pneumoperitoneum": 0.0008994699455797672,
"Pneumothorax": 0.029353830963373184,
"Pulmonary Embolism": 0.010945108719170094,
"Pulmonary Hypertension": 0.0005062922136858106,
"Rib Fracture": 0.03729955106973648,
"Round(ed) Atelectasis": 0.000024755865524639376,
"Subcutaneous Emphysema": 0.0001379922468913719,
"Support Devices": 0.8916734457015991,
"Tortuous Aorta": 0.006203232333064079,
"Tuberculosis": 0.004933348391205072
}
|
{
"Atelectasis": 0.7058451175689697,
"Cardiomegaly": 0.5498142242431641,
"Consolidation": 0.6321948766708374,
"Edema": 0.5013134479522705,
"Effusion": 0.7760429978370667,
"Emphysema": 0.5033438205718994,
"Enlarged Cardiomediastinum": 0.653112530708313,
"Fibrosis": 0.51343834400177,
"Fracture": 0.5336110591888428,
"Hernia": 0.16708588600158691,
"Infiltration": 0.5638681650161743,
"Lung Lesion": 0.572263777256012,
"Lung Opacity": 0.7491246461868286,
"Mass": 0.6706470847129822,
"Nodule": 0.5147907733917236,
"Pleural_Thickening": 0.5318442583084106,
"Pneumonia": 0.15600164234638214,
"Pneumothorax": 0.5140198469161987
}
|
{
"Atelectasis": 0.7697598934173584,
"Cardiomegaly": 0.6154543161392212,
"Consolidation": 0.6914894580841064,
"Edema": 0.5475592613220215,
"Enlarged Cardiomediastinum": 0.6448530554771423,
"Fracture": 0.5404596924781799,
"Lung Lesion": 0.5943206548690796,
"Lung Opacity": 0.7620319128036499,
"No Finding": 0.6258164048194885,
"Pleural Effusion": 0.7921323180198669,
"Pleural Other": 0.419594943523407,
"Pneumonia": 0.5198590159416199,
"Pneumothorax": 0.5626175403594971,
"Support Devices": 0.9253297448158264
}
|
|
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
}
|
|
df9b4836-0935-40d2-8861-a409965ac6e0
|
[
{
"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": 0.0016256318194791675,
"Atelectasis": 0.6886412501335144,
"Azygos Lobe": 3.8183409856173967e-7,
"Calcification of the Aorta": 0.0000835112514323555,
"Cardiomegaly": 0.5307743549346924,
"Clavicle Fracture": 0.0000036906560580973746,
"Consolidation": 0.12206966429948807,
"Edema": 0.24466204643249512,
"Emphysema": 0.012493705376982689,
"Enlarged Cardiomediastinum": 0.14792996644973755,
"Fibrosis": 0.00005182237509870902,
"Fissure": 0.0017176747787743807,
"Fracture": 0.004315417259931564,
"Granuloma": 0.00031719592516310513,
"Hernia": 0.0016449646791443229,
"Hydropneumothorax": 0.00201210705563426,
"Infarction": 0.0001812927221180871,
"Infiltration": 0.07138408720493317,
"Kyphosis": 1.2390302117637475e-7,
"Lobar Atelectasis": 0.0023490318562835455,
"Lung Lesion": 0.004392912145704031,
"Lung Opacity": 0.5161339640617371,
"Mass": 0.0014788636472076178,
"Nodule": 0.0019406729843467474,
"Normal": 0.10089194029569626,
"Pleural Effusion": 0.6544811725616455,
"Pleural Other": 0.0003439087886363268,
"Pleural Thickening": 0.007793131750077009,
"Pneumomediastinum": 0.005194555036723614,
"Pneumonia": 0.03697378560900688,
"Pneumoperitoneum": 0.00013804332411382347,
"Pneumothorax": 0.3138394057750702,
"Pulmonary Embolism": 0.0005358068156056106,
"Pulmonary Hypertension": 0.00005235441494733095,
"Rib Fracture": 0.0009690149454399943,
"Round(ed) Atelectasis": 0.0000351848138961941,
"Subcutaneous Emphysema": 0.389200359582901,
"Support Devices": 0.8970243334770203,
"Tortuous Aorta": 0.0005646125646308064,
"Tuberculosis": 0.015873486176133156
}
|
{
"Atelectasis": 0.9175528287887573,
"Cardiomegaly": 0.922720193862915,
"Consolidation": 0.8835431337356567,
"Edema": 0.8513015508651733,
"Effusion": 0.9550744295120239,
"Emphysema": 0.5009551048278809,
"Enlarged Cardiomediastinum": 0.8015515208244324,
"Fibrosis": 0.5111533403396606,
"Fracture": 0.5676519870758057,
"Hernia": 0.07998456060886383,
"Infiltration": 0.5954073667526245,
"Lung Lesion": 0.735442042350769,
"Lung Opacity": 0.9160656929016113,
"Mass": 0.6823700666427612,
"Nodule": 0.5225179195404053,
"Pleural_Thickening": 0.474418044090271,
"Pneumonia": 0.6382554769515991,
"Pneumothorax": 0.5338841676712036
}
|
{
"Atelectasis": 0.7840636968612671,
"Cardiomegaly": 0.717767596244812,
"Consolidation": 0.6989079117774963,
"Edema": 0.604163646697998,
"Enlarged Cardiomediastinum": 0.7637602090835571,
"Fracture": 0.38792484998703003,
"Lung Lesion": 0.6289820075035095,
"Lung Opacity": 0.7780840396881104,
"No Finding": 0.4535221457481384,
"Pleural Effusion": 0.8599894046783447,
"Pleural Other": 0.4030321538448334,
"Pneumonia": 0.43355050683021545,
"Pneumothorax": 0.711230993270874,
"Support Devices": 0.9364089965820312
}
|
|
df66f68c-37bd-46bb-90a2-46db28dea87e
|
[
{
"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: no\npleural thickening: no\ncardiomegaly: yes\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 support devices according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.009612084366381168,
"Atelectasis": 0.554096519947052,
"Azygos Lobe": 0.000011423325304349419,
"Calcification of the Aorta": 0.014506148174405098,
"Cardiomegaly": 0.41699519753456116,
"Clavicle Fracture": 0.000036983001336921006,
"Consolidation": 0.25976425409317017,
"Edema": 0.3197917640209198,
"Emphysema": 0.0004922400694340467,
"Enlarged Cardiomediastinum": 0.231622576713562,
"Fibrosis": 0.000013413987289823126,
"Fissure": 0.5999948382377625,
"Fracture": 0.0031732197385281324,
"Granuloma": 0.0007908503757789731,
"Hernia": 0.013245886191725731,
"Hydropneumothorax": 0.00024357563233934343,
"Infarction": 0.01059112511575222,
"Infiltration": 0.05102619528770447,
"Kyphosis": 0.000013141737326805014,
"Lobar Atelectasis": 0.005057216621935368,
"Lung Lesion": 0.004693116992712021,
"Lung Opacity": 0.4745813012123108,
"Mass": 0.08011521399021149,
"Nodule": 0.003146218368783593,
"Normal": 0.040775008499622345,
"Pleural Effusion": 0.8902109265327454,
"Pleural Other": 0.00020538587705232203,
"Pleural Thickening": 0.016106199473142624,
"Pneumomediastinum": 0.00010380371531937271,
"Pneumonia": 0.24705825746059418,
"Pneumoperitoneum": 0.0001961876987479627,
"Pneumothorax": 0.021236466243863106,
"Pulmonary Embolism": 0.022415289655327797,
"Pulmonary Hypertension": 0.0016517011681571603,
"Rib Fracture": 0.0018159031169489026,
"Round(ed) Atelectasis": 0.0004560917732305825,
"Subcutaneous Emphysema": 0.000006207553269632626,
"Support Devices": 0.8603151440620422,
"Tortuous Aorta": 0.006203232333064079,
"Tuberculosis": 0.000591775169596076
}
|
{
"Atelectasis": 0.6959531307220459,
"Cardiomegaly": 0.6005111932754517,
"Consolidation": 0.6441917419433594,
"Edema": 0.5611833333969116,
"Effusion": 0.7114007472991943,
"Emphysema": 0.503734827041626,
"Enlarged Cardiomediastinum": 0.6278789043426514,
"Fibrosis": 0.513433039188385,
"Fracture": 0.5180821418762207,
"Hernia": 0.06914976239204407,
"Infiltration": 0.599716305732727,
"Lung Lesion": 0.6147362589836121,
"Lung Opacity": 0.7976819276809692,
"Mass": 0.5638540983200073,
"Nodule": 0.5200324654579163,
"Pleural_Thickening": 0.5203632116317749,
"Pneumonia": 0.5833128690719604,
"Pneumothorax": 0.5184307098388672
}
|
{
"Atelectasis": 0.7686280608177185,
"Cardiomegaly": 0.5369949340820312,
"Consolidation": 0.6810006499290466,
"Edema": 0.6662111282348633,
"Enlarged Cardiomediastinum": 0.6801337003707886,
"Fracture": 0.3900649845600128,
"Lung Lesion": 0.6684634685516357,
"Lung Opacity": 0.8173587322235107,
"No Finding": 0.45253342390060425,
"Pleural Effusion": 0.8644728660583496,
"Pleural Other": 0.6921170949935913,
"Pneumonia": 0.49267157912254333,
"Pneumothorax": 0.4601135849952698,
"Support Devices": 0.9295932650566101
}
|
|
89a2f533-1f0d-42d0-b006-684df46948d4
|
[
{
"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: no\nfracture: yes\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": 0.00012073470134055242,
"Atelectasis": 0.04259558022022247,
"Azygos Lobe": 8.275117124867393e-7,
"Calcification of the Aorta": 0.000007018119504209608,
"Cardiomegaly": 0.04194372147321701,
"Clavicle Fracture": 3.569605553366273e-7,
"Consolidation": 0.0061670392751693726,
"Edema": 0.0013585963752120733,
"Emphysema": 0.0002475744404364377,
"Enlarged Cardiomediastinum": 0.012637711130082607,
"Fibrosis": 0.00003345965524204075,
"Fissure": 0.00009518472506897524,
"Fracture": 0.00016736891120672226,
"Granuloma": 0.0008451048051938415,
"Hernia": 0.00104215566534549,
"Hydropneumothorax": 1.6440724337485335e-9,
"Infarction": 0.000020826182662858628,
"Infiltration": 0.010060196742415428,
"Kyphosis": 2.3329678811023769e-7,
"Lobar Atelectasis": 0.000007792526048433501,
"Lung Lesion": 0.015461361035704613,
"Lung Opacity": 0.007269550580531359,
"Mass": 0.005601721815764904,
"Nodule": 0.011770973913371563,
"Normal": 0.5958807468414307,
"Pleural Effusion": 0.014772986061871052,
"Pleural Other": 0.000013549266441259533,
"Pleural Thickening": 0.0007415221189148724,
"Pneumomediastinum": 0.0000011090922953371773,
"Pneumonia": 0.014898088760674,
"Pneumoperitoneum": 0.000025142393496935256,
"Pneumothorax": 0.0015063086757436395,
"Pulmonary Embolism": 0.0003935949061997235,
"Pulmonary Hypertension": 0.000006156185918371193,
"Rib Fracture": 0.000002080724470943096,
"Round(ed) Atelectasis": 2.572732249461751e-9,
"Subcutaneous Emphysema": 2.341324245591636e-9,
"Support Devices": 0.8679943084716797,
"Tortuous Aorta": 0.000007481833563360851,
"Tuberculosis": 0.008897551335394382
}
|
{
"Atelectasis": 0.42893901467323303,
"Cardiomegaly": 0.01683233678340912,
"Consolidation": 0.2966177463531494,
"Edema": 0.03729594871401787,
"Effusion": 0.0761965662240982,
"Emphysema": 0.06891058385372162,
"Enlarged Cardiomediastinum": 0.2117113620042801,
"Fibrosis": 0.5014649629592896,
"Fracture": 0.477649062871933,
"Hernia": 0.005988109391182661,
"Infiltration": 0.5295069813728333,
"Lung Lesion": 0.42725124955177307,
"Lung Opacity": 0.2793489992618561,
"Mass": 0.5021318197250366,
"Nodule": 0.5157516002655029,
"Pleural_Thickening": 0.06506726145744324,
"Pneumonia": 0.26469850540161133,
"Pneumothorax": 0.0774824395775795
}
|
{
"Atelectasis": 0.5787339210510254,
"Cardiomegaly": 0.3819967210292816,
"Consolidation": 0.4700677692890167,
"Edema": 0.4011048674583435,
"Enlarged Cardiomediastinum": 0.4419166147708893,
"Fracture": 0.48404982686042786,
"Lung Lesion": 0.4780672788619995,
"Lung Opacity": 0.46370670199394226,
"No Finding": 0.9724743962287903,
"Pleural Effusion": 0.49714797735214233,
"Pleural Other": 0.431012362241745,
"Pneumonia": 0.4122432470321655,
"Pneumothorax": 0.3972696363925934,
"Support Devices": 0.9999140501022339
}
|
|
677f3caa-35e4-4a1a-9e81-1a2ae43e2aba
|
[
{
"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: 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": 0.00214410200715065,
"Atelectasis": 0.451223760843277,
"Azygos Lobe": 0.00007107407873263583,
"Calcification of the Aorta": 0.04468854144215584,
"Cardiomegaly": 0.8646920919418335,
"Clavicle Fracture": 0.0000018413400084682507,
"Consolidation": 0.03546657785773277,
"Edema": 0.17819060385227203,
"Emphysema": 0.0006469371728599072,
"Enlarged Cardiomediastinum": 0.21784424781799316,
"Fibrosis": 0.00007423046918120235,
"Fissure": 0.0017311234259977937,
"Fracture": 0.026110239326953888,
"Granuloma": 0.0023943751584738493,
"Hernia": 0.0008675104472786188,
"Hydropneumothorax": 1.6509997635694162e-7,
"Infarction": 0.00126198073849082,
"Infiltration": 0.12114457786083221,
"Kyphosis": 0.000004949264621245675,
"Lobar Atelectasis": 0.000018987460862263106,
"Lung Lesion": 0.0007169647724367678,
"Lung Opacity": 0.2758572995662689,
"Mass": 0.009454920887947083,
"Nodule": 0.002979278564453125,
"Normal": 0.054911475628614426,
"Pleural Effusion": 0.46044090390205383,
"Pleural Other": 0.00046817678958177567,
"Pleural Thickening": 0.001869370462372899,
"Pneumomediastinum": 0.00009232599404640496,
"Pneumonia": 0.16276448965072632,
"Pneumoperitoneum": 0.00002218815279775299,
"Pneumothorax": 0.01271652802824974,
"Pulmonary Embolism": 0.00602724589407444,
"Pulmonary Hypertension": 0.0001960177323780954,
"Rib Fracture": 0.009552196599543095,
"Round(ed) Atelectasis": 0.000023438413336407393,
"Subcutaneous Emphysema": 0.00001314129895035876,
"Support Devices": 0.12924222648143768,
"Tortuous Aorta": 0.1655529886484146,
"Tuberculosis": 0.0021112654358148575
}
|
{
"Atelectasis": 0.6626904010772705,
"Cardiomegaly": 0.6915502548217773,
"Consolidation": 0.5171337127685547,
"Edema": 0.5327974557876587,
"Effusion": 0.63712078332901,
"Emphysema": 0.5040543675422668,
"Enlarged Cardiomediastinum": 0.5526739358901978,
"Fibrosis": 0.5134619474411011,
"Fracture": 0.5049028396606445,
"Hernia": 0.00962347723543644,
"Infiltration": 0.5382517576217651,
"Lung Lesion": 0.5187938809394836,
"Lung Opacity": 0.5783474445343018,
"Mass": 0.5166934728622437,
"Nodule": 0.5058915615081787,
"Pleural_Thickening": 0.2238607555627823,
"Pneumonia": 0.39758607745170593,
"Pneumothorax": 0.501320481300354
}
|
{
"Atelectasis": 0.7641339898109436,
"Cardiomegaly": 0.945189893245697,
"Consolidation": 0.6013339161872864,
"Edema": 0.5370578765869141,
"Enlarged Cardiomediastinum": 0.7776815891265869,
"Fracture": 0.5327565670013428,
"Lung Lesion": 0.4335932731628418,
"Lung Opacity": 0.6500887274742126,
"No Finding": 0.45396387577056885,
"Pleural Effusion": 0.7502913475036621,
"Pleural Other": 0.5639969110488892,
"Pneumonia": 0.44400104880332947,
"Pneumothorax": 0.4239732623100281,
"Support Devices": 0.6108012199401855
}
|
|
920c9e37-6999-46e8-9a4e-70776df56699
|
[
{
"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: 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 lung opacity according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.010669843293726444,
"Atelectasis": 0.08202020823955536,
"Azygos Lobe": 0.0000011135383601867943,
"Calcification of the Aorta": 0.0000016411146361861029,
"Cardiomegaly": 0.33575066924095154,
"Clavicle Fracture": 0.000005245471584203187,
"Consolidation": 0.4030787944793701,
"Edema": 0.14434866607189178,
"Emphysema": 0.004122578073292971,
"Enlarged Cardiomediastinum": 0.13823454082012177,
"Fibrosis": 0.0004972511669620872,
"Fissure": 0.0029297377914190292,
"Fracture": 0.015308914706110954,
"Granuloma": 0.00046325623407028615,
"Hernia": 0.0000918640653253533,
"Hydropneumothorax": 0.00008962026913650334,
"Infarction": 0.005854066461324692,
"Infiltration": 0.11990243196487427,
"Kyphosis": 0.000010642530469340272,
"Lobar Atelectasis": 0.0016799033619463444,
"Lung Lesion": 0.0030828011222183704,
"Lung Opacity": 0.5853341221809387,
"Mass": 0.17991045117378235,
"Nodule": 0.0051166703924536705,
"Normal": 0.11418570578098297,
"Pleural Effusion": 0.1359332948923111,
"Pleural Other": 0.000036829867894994095,
"Pleural Thickening": 0.0033276439644396305,
"Pneumomediastinum": 0.005570836365222931,
"Pneumonia": 0.5213533639907837,
"Pneumoperitoneum": 0.007807470392435789,
"Pneumothorax": 0.019151462242007256,
"Pulmonary Embolism": 0.00176155602093786,
"Pulmonary Hypertension": 0.002007242990657687,
"Rib Fracture": 0.0021981282625347376,
"Round(ed) Atelectasis": 0.0000010218208217338542,
"Subcutaneous Emphysema": 0.00017996826500166208,
"Support Devices": 0.779244601726532,
"Tortuous Aorta": 0.02705852873623371,
"Tuberculosis": 0.004672027193009853
}
|
{
"Atelectasis": 0.6291292905807495,
"Cardiomegaly": 0.6003907918930054,
"Consolidation": 0.5580927133560181,
"Edema": 0.5116552114486694,
"Effusion": 0.6496468782424927,
"Emphysema": 0.5023949146270752,
"Enlarged Cardiomediastinum": 0.5706528425216675,
"Fibrosis": 0.5041855573654175,
"Fracture": 0.5470670461654663,
"Hernia": 0.06063750386238098,
"Infiltration": 0.5396773219108582,
"Lung Lesion": 0.530746340751648,
"Lung Opacity": 0.7663730978965759,
"Mass": 0.6074116230010986,
"Nodule": 0.524563729763031,
"Pleural_Thickening": 0.45160940289497375,
"Pneumonia": 0.11487573385238647,
"Pneumothorax": 0.5332075357437134
}
|
{
"Atelectasis": 0.646920919418335,
"Cardiomegaly": 0.649887204170227,
"Consolidation": 0.7144222855567932,
"Edema": 0.47271230816841125,
"Enlarged Cardiomediastinum": 0.7598101496696472,
"Fracture": 0.4729056656360626,
"Lung Lesion": 0.5993702411651611,
"Lung Opacity": 0.7869167327880859,
"No Finding": 0.5348017811775208,
"Pleural Effusion": 0.6745153069496155,
"Pleural Other": 0.4898645877838135,
"Pneumonia": 0.6538518667221069,
"Pneumothorax": 0.46125322580337524,
"Support Devices": 0.8948123455047607
}
|
|
512eb4a7-bc26-4a60-bdf1-66344760e3a4
|
[
{
"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": 0.008827531710267067,
"Atelectasis": 0.6186825633049011,
"Azygos Lobe": 0.0000017382078567607095,
"Calcification of the Aorta": 0.000055632037401665,
"Cardiomegaly": 0.26871806383132935,
"Clavicle Fracture": 1.1232264540694814e-7,
"Consolidation": 0.23964695632457733,
"Edema": 0.13795670866966248,
"Emphysema": 0.0005078574758954346,
"Enlarged Cardiomediastinum": 0.13742221891880035,
"Fibrosis": 0.000018334656488150358,
"Fissure": 0.016691848635673523,
"Fracture": 0.010778535157442093,
"Granuloma": 0.00016587483696639538,
"Hernia": 0.03889499232172966,
"Hydropneumothorax": 0.000022309748601401225,
"Infarction": 0.0011008967412635684,
"Infiltration": 0.08335196226835251,
"Kyphosis": 7.170956450863741e-8,
"Lobar Atelectasis": 0.0005903451237827539,
"Lung Lesion": 0.010678055696189404,
"Lung Opacity": 0.3876863420009613,
"Mass": 0.015023975633084774,
"Nodule": 0.003912522457540035,
"Normal": 0.06222555413842201,
"Pleural Effusion": 0.8990439772605896,
"Pleural Other": 0.00006934465636732057,
"Pleural Thickening": 0.0006244973628781736,
"Pneumomediastinum": 0.0001582731492817402,
"Pneumonia": 0.223697692155838,
"Pneumoperitoneum": 0.00005754964877269231,
"Pneumothorax": 0.022532125934958458,
"Pulmonary Embolism": 0.009634120389819145,
"Pulmonary Hypertension": 0.0011446811258792877,
"Rib Fracture": 0.0019479218171909451,
"Round(ed) Atelectasis": 0.000007912582987046335,
"Subcutaneous Emphysema": 0.00003544297578628175,
"Support Devices": 0.9488481283187866,
"Tortuous Aorta": 0.0009866459295153618,
"Tuberculosis": 0.001474840915761888
}
|
{
"Atelectasis": 0.7889654636383057,
"Cardiomegaly": 0.6721835136413574,
"Consolidation": 0.7401779890060425,
"Edema": 0.7353289127349854,
"Effusion": 0.8894397616386414,
"Emphysema": 0.5034009218215942,
"Enlarged Cardiomediastinum": 0.6209713220596313,
"Fibrosis": 0.5539926290512085,
"Fracture": 0.5402944087982178,
"Hernia": 0.1590239256620407,
"Infiltration": 0.6374933123588562,
"Lung Lesion": 0.6233110427856445,
"Lung Opacity": 0.8459420800209045,
"Mass": 0.5585495233535767,
"Nodule": 0.5202140808105469,
"Pleural_Thickening": 0.5375394821166992,
"Pneumonia": 0.6608704924583435,
"Pneumothorax": 0.5202167630195618
}
|
{
"Atelectasis": 0.7684993147850037,
"Cardiomegaly": 0.6287035942077637,
"Consolidation": 0.6786697506904602,
"Edema": 0.7693209648132324,
"Enlarged Cardiomediastinum": 0.7044956684112549,
"Fracture": 0.4898120164871216,
"Lung Lesion": 0.4765473008155823,
"Lung Opacity": 0.7379149198532104,
"No Finding": 0.46596473455429077,
"Pleural Effusion": 0.9547730684280396,
"Pleural Other": 0.4002906382083893,
"Pneumonia": 0.4963902533054352,
"Pneumothorax": 0.40911558270454407,
"Support Devices": 0.9226980209350586
}
|
|
7c883dd7-61fa-4ca5-98c0-60d9f4d3e464
|
[
{
"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: 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 enlarged cardiomediastinum according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.058221619576215744,
"Atelectasis": 0.5864222049713135,
"Azygos Lobe": 2.9048405281173473e-7,
"Calcification of the Aorta": 0.0005908165476284921,
"Cardiomegaly": 0.04860139638185501,
"Clavicle Fracture": 0.00000280770541394304,
"Consolidation": 0.06740370392799377,
"Edema": 0.04207425191998482,
"Emphysema": 0.023988597095012665,
"Enlarged Cardiomediastinum": 0.31269481778144836,
"Fibrosis": 0.003073992906138301,
"Fissure": 0.008141834288835526,
"Fracture": 0.007040231954306364,
"Granuloma": 0.00010140379890799522,
"Hernia": 0.0021360227838158607,
"Hydropneumothorax": 0.00016226952720899135,
"Infarction": 0.0017107307212427258,
"Infiltration": 0.03182287886738777,
"Kyphosis": 0.000002649156385814422,
"Lobar Atelectasis": 0.008025884628295898,
"Lung Lesion": 0.11681225895881653,
"Lung Opacity": 0.529213547706604,
"Mass": 0.45514142513275146,
"Nodule": 0.08250459283590317,
"Normal": 0.06657831370830536,
"Pleural Effusion": 0.3362496793270111,
"Pleural Other": 0.009106362238526344,
"Pleural Thickening": 0.007945616729557514,
"Pneumomediastinum": 0.00026920181699097157,
"Pneumonia": 0.15609094500541687,
"Pneumoperitoneum": 0.00014131645730230957,
"Pneumothorax": 0.04984259605407715,
"Pulmonary Embolism": 0.01584612764418125,
"Pulmonary Hypertension": 0.0000503488518006634,
"Rib Fracture": 0.003133457852527499,
"Round(ed) Atelectasis": 0.0001109385266317986,
"Subcutaneous Emphysema": 0.00003408522388781421,
"Support Devices": 0.46840524673461914,
"Tortuous Aorta": 0.00038963917177170515,
"Tuberculosis": 0.002354712225496769
}
|
{
"Atelectasis": 0.5884957313537598,
"Cardiomegaly": 0.321228563785553,
"Consolidation": 0.5400733351707458,
"Edema": 0.21886499226093292,
"Effusion": 0.5888135433197021,
"Emphysema": 0.5182968378067017,
"Enlarged Cardiomediastinum": 0.6524750590324402,
"Fibrosis": 0.5550144910812378,
"Fracture": 0.5134837627410889,
"Hernia": 0.140092670917511,
"Infiltration": 0.5809445381164551,
"Lung Lesion": 0.5880448818206787,
"Lung Opacity": 0.5870969891548157,
"Mass": 0.6789427995681763,
"Nodule": 0.5183975696563721,
"Pleural_Thickening": 0.5395662188529968,
"Pneumonia": 0.31707850098609924,
"Pneumothorax": 0.52430260181427
}
|
{
"Atelectasis": 0.7214727401733398,
"Cardiomegaly": 0.37332284450531006,
"Consolidation": 0.6189401745796204,
"Edema": 0.42108336091041565,
"Enlarged Cardiomediastinum": 0.6450124979019165,
"Fracture": 0.4432406723499298,
"Lung Lesion": 0.7727628946304321,
"Lung Opacity": 0.9322922229766846,
"No Finding": 0.556869387626648,
"Pleural Effusion": 0.7219769358634949,
"Pleural Other": 0.6628035306930542,
"Pneumonia": 0.4647831916809082,
"Pneumothorax": 0.6048224568367004,
"Support Devices": 0.8214935064315796
}
|
|
aae1e437-0922-479a-b3fa-7d694c27872d
|
[
{
"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: 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 consolidation according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.08208325505256653,
"Atelectasis": 0.11425236612558365,
"Azygos Lobe": 0.0004218381945975125,
"Calcification of the Aorta": 0.000020307332306401804,
"Cardiomegaly": 0.1895715296268463,
"Clavicle Fracture": 0.0005626115016639233,
"Consolidation": 0.0325181782245636,
"Edema": 0.004563461523503065,
"Emphysema": 0.030305223539471626,
"Enlarged Cardiomediastinum": 0.11427438259124756,
"Fibrosis": 0.004296016879379749,
"Fissure": 0.004460458178073168,
"Fracture": 0.5329536199569702,
"Granuloma": 0.010933914221823215,
"Hernia": 0.004206186626106501,
"Hydropneumothorax": 0.000013961202057544142,
"Infarction": 0.0005669959937222302,
"Infiltration": 0.045133430510759354,
"Kyphosis": 0.00030610791873186827,
"Lobar Atelectasis": 0.00012773019261658192,
"Lung Lesion": 0.019243085756897926,
"Lung Opacity": 0.2449464052915573,
"Mass": 0.027865340933203697,
"Nodule": 0.08354543149471283,
"Normal": 0.22578348219394684,
"Pleural Effusion": 0.04927363246679306,
"Pleural Other": 0.003178293351083994,
"Pleural Thickening": 0.015145152807235718,
"Pneumomediastinum": 0.0019550062716007233,
"Pneumonia": 0.32936832308769226,
"Pneumoperitoneum": 0.00016521172074135393,
"Pneumothorax": 0.21675604581832886,
"Pulmonary Embolism": 0.006097859237343073,
"Pulmonary Hypertension": 0.0003590678097680211,
"Rib Fracture": 0.2566867768764496,
"Round(ed) Atelectasis": 0.0005720008630305529,
"Subcutaneous Emphysema": 0.0005968001787550747,
"Support Devices": 0.0789642482995987,
"Tortuous Aorta": 0.010752835310995579,
"Tuberculosis": 0.04450799897313118
}
|
{
"Atelectasis": 0.36253926157951355,
"Cardiomegaly": 0.031151924282312393,
"Consolidation": 0.45613735914230347,
"Edema": 0.012656536884605885,
"Effusion": 0.20824095606803894,
"Emphysema": 0.506187915802002,
"Enlarged Cardiomediastinum": 0.14064624905586243,
"Fibrosis": 0.513624370098114,
"Fracture": 0.4729490876197815,
"Hernia": 0.0428541898727417,
"Infiltration": 0.361285537481308,
"Lung Lesion": 0.15948794782161713,
"Lung Opacity": 0.2520756721496582,
"Mass": 0.081795834004879,
"Nodule": 0.39823880791664124,
"Pleural_Thickening": 0.500787615776062,
"Pneumonia": 0.4287080764770508,
"Pneumothorax": 0.5079756379127502
}
|
{
"Atelectasis": 0.5048633813858032,
"Cardiomegaly": 0.34896066784858704,
"Consolidation": 0.4760848879814148,
"Edema": 0.35550767183303833,
"Enlarged Cardiomediastinum": 0.4788796007633209,
"Fracture": 0.5540112257003784,
"Lung Lesion": 0.4508475363254547,
"Lung Opacity": 0.5407069325447083,
"No Finding": 0.9283098578453064,
"Pleural Effusion": 0.5067422986030579,
"Pleural Other": 0.5598742365837097,
"Pneumonia": 0.46319493651390076,
"Pneumothorax": 0.612176775932312,
"Support Devices": 0.6466214656829834
}
|
|
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
}
|
|
008e0bac-74f2-410b-a1bb-263ee8561573
|
[
{
"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 edema 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 edema according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.00014225716586224735,
"Atelectasis": 0.3397893011569977,
"Azygos Lobe": 5.127344948618884e-8,
"Calcification of the Aorta": 0.0002512318314984441,
"Cardiomegaly": 0.3154904842376709,
"Clavicle Fracture": 4.296725109043109e-8,
"Consolidation": 0.06990107893943787,
"Edema": 0.57842618227005,
"Emphysema": 0.03407350555062294,
"Enlarged Cardiomediastinum": 0.08858723938465118,
"Fibrosis": 0.000030228378818719648,
"Fissure": 0.001096775522455573,
"Fracture": 0.0029354486614465714,
"Granuloma": 0.000025841936803772114,
"Hernia": 0.0011761552887037396,
"Hydropneumothorax": 0.00002887077243940439,
"Infarction": 0.0036147094797343016,
"Infiltration": 0.11938812583684921,
"Kyphosis": 9.499973430138198e-8,
"Lobar Atelectasis": 0.000218960500205867,
"Lung Lesion": 0.004208929371088743,
"Lung Opacity": 0.3969403803348541,
"Mass": 0.0015740920789539814,
"Nodule": 0.008214881643652916,
"Normal": 0.1842019110918045,
"Pleural Effusion": 0.6685831546783447,
"Pleural Other": 0.00035482176463119686,
"Pleural Thickening": 0.004631988704204559,
"Pneumomediastinum": 0.00028655887581408024,
"Pneumonia": 0.14365458488464355,
"Pneumoperitoneum": 0.00011993629595963284,
"Pneumothorax": 0.13089480996131897,
"Pulmonary Embolism": 0.0009040120639838278,
"Pulmonary Hypertension": 0.00010012566781369969,
"Rib Fracture": 0.0003364061994943768,
"Round(ed) Atelectasis": 0.000001751807189975807,
"Subcutaneous Emphysema": 0.0003133543359581381,
"Support Devices": 0.9365490674972534,
"Tortuous Aorta": 0.0016969175776466727,
"Tuberculosis": 0.0004467601829674095
}
|
{
"Atelectasis": 0.7748167514801025,
"Cardiomegaly": 0.6879600286483765,
"Consolidation": 0.7422899603843689,
"Edema": 0.7061952948570251,
"Effusion": 0.8253798484802246,
"Emphysema": 0.5193953514099121,
"Enlarged Cardiomediastinum": 0.6082909107208252,
"Fibrosis": 0.5629856586456299,
"Fracture": 0.5535942912101746,
"Hernia": 0.06259328871965408,
"Infiltration": 0.6230536699295044,
"Lung Lesion": 0.608668327331543,
"Lung Opacity": 0.8542744517326355,
"Mass": 0.6019766330718994,
"Nodule": 0.5542289018630981,
"Pleural_Thickening": 0.5357437133789062,
"Pneumonia": 0.5666993856430054,
"Pneumothorax": 0.5705825090408325
}
|
{
"Atelectasis": 0.6846886873245239,
"Cardiomegaly": 0.5500642657279968,
"Consolidation": 0.6524326801300049,
"Edema": 0.8762893080711365,
"Enlarged Cardiomediastinum": 0.6486116647720337,
"Fracture": 0.39381134510040283,
"Lung Lesion": 0.5375665426254272,
"Lung Opacity": 0.7037250995635986,
"No Finding": 0.5567964315414429,
"Pleural Effusion": 0.8377479314804077,
"Pleural Other": 0.47410866618156433,
"Pneumonia": 0.5217283368110657,
"Pneumothorax": 0.43380677700042725,
"Support Devices": 0.9525362253189087
}
|
|
0215be43-6c41-4dc5-9d6f-f9ffaf160568
|
[
{
"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: 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": 0.007329342886805534,
"Atelectasis": 0.02126345969736576,
"Azygos Lobe": 0.000029629311029566452,
"Calcification of the Aorta": 9.278027732761984e-7,
"Cardiomegaly": 0.15873903036117554,
"Clavicle Fracture": 0.0000017846879245553282,
"Consolidation": 0.3652694821357727,
"Edema": 0.29111337661743164,
"Emphysema": 0.028091728687286377,
"Enlarged Cardiomediastinum": 0.08811529725790024,
"Fibrosis": 0.010771938599646091,
"Fissure": 0.0003898183931596577,
"Fracture": 0.022460786625742912,
"Granuloma": 0.0038356271106749773,
"Hernia": 0.00024967300123535097,
"Hydropneumothorax": 0.00000131906051592523,
"Infarction": 0.004062301479279995,
"Infiltration": 0.14472872018814087,
"Kyphosis": 0.000002248310693175881,
"Lobar Atelectasis": 0.0006636941689066589,
"Lung Lesion": 0.003143412759527564,
"Lung Opacity": 0.680715799331665,
"Mass": 0.018664943054318428,
"Nodule": 0.1380423903465271,
"Normal": 0.1424882858991623,
"Pleural Effusion": 0.05639861896634102,
"Pleural Other": 0.000019257278836448677,
"Pleural Thickening": 0.0003020847507286817,
"Pneumomediastinum": 0.0015714953187853098,
"Pneumonia": 0.3118230998516083,
"Pneumoperitoneum": 0.00004210487531963736,
"Pneumothorax": 0.23326876759529114,
"Pulmonary Embolism": 0.010328654199838638,
"Pulmonary Hypertension": 0.00018704310059547424,
"Rib Fracture": 0.003777231089770794,
"Round(ed) Atelectasis": 1.3403384002685925e-7,
"Subcutaneous Emphysema": 0.00004998188160243444,
"Support Devices": 0.9488481283187866,
"Tortuous Aorta": 0.0006104637286625803,
"Tuberculosis": 0.004708497319370508
}
|
{
"Atelectasis": 0.364292711019516,
"Cardiomegaly": 0.31307971477508545,
"Consolidation": 0.5367069244384766,
"Edema": 0.5198385119438171,
"Effusion": 0.14553456008434296,
"Emphysema": 0.42854076623916626,
"Enlarged Cardiomediastinum": 0.5147574543952942,
"Fibrosis": 0.5059131383895874,
"Fracture": 0.5046307444572449,
"Hernia": 0.0010823846096172929,
"Infiltration": 0.5974539518356323,
"Lung Lesion": 0.5692697763442993,
"Lung Opacity": 0.8028114438056946,
"Mass": 0.5774152874946594,
"Nodule": 0.65690678358078,
"Pleural_Thickening": 0.1452789008617401,
"Pneumonia": 0.1772531419992447,
"Pneumothorax": 0.5081912279129028
}
|
{
"Atelectasis": 0.46948468685150146,
"Cardiomegaly": 0.4125846326351166,
"Consolidation": 0.6702258586883545,
"Edema": 0.6470388770103455,
"Enlarged Cardiomediastinum": 0.5086423754692078,
"Fracture": 0.44566965103149414,
"Lung Lesion": 0.6811661124229431,
"Lung Opacity": 0.7208893299102783,
"No Finding": 0.540679931640625,
"Pleural Effusion": 0.4974905252456665,
"Pleural Other": 0.5100685954093933,
"Pneumonia": 0.6765173673629761,
"Pneumothorax": 0.45121923089027405,
"Support Devices": 0.999622642993927
}
|
|
0167c819-84f7-44e7-a595-9c7180667f21
|
[
{
"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: 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": 0.0043385946191847324,
"Atelectasis": 0.40164676308631897,
"Azygos Lobe": 0.0000016328951915056678,
"Calcification of the Aorta": 0.12745526432991028,
"Cardiomegaly": 0.6484299302101135,
"Clavicle Fracture": 0.00005818119825562462,
"Consolidation": 0.07515420764684677,
"Edema": 0.24107062816619873,
"Emphysema": 0.0016697747632861137,
"Enlarged Cardiomediastinum": 0.16027234494686127,
"Fibrosis": 0.03873947262763977,
"Fissure": 0.016186606138944626,
"Fracture": 0.20580236613750458,
"Granuloma": 0.006115288008004427,
"Hernia": 0.0003776947851292789,
"Hydropneumothorax": 0.00046574685256928205,
"Infarction": 0.002062807325273752,
"Infiltration": 0.10528456419706345,
"Kyphosis": 0.00008568867633584887,
"Lobar Atelectasis": 0.00018153143173549324,
"Lung Lesion": 0.022900305688381195,
"Lung Opacity": 0.45504307746887207,
"Mass": 0.05544544756412506,
"Nodule": 0.19673286378383636,
"Normal": 0.0692988857626915,
"Pleural Effusion": 0.5651491284370422,
"Pleural Other": 0.007051444612443447,
"Pleural Thickening": 0.4353291094303131,
"Pneumomediastinum": 0.0005587155465036631,
"Pneumonia": 0.2712307870388031,
"Pneumoperitoneum": 0.000023991067791939713,
"Pneumothorax": 0.032024819403886795,
"Pulmonary Embolism": 0.0058884466998279095,
"Pulmonary Hypertension": 0.0009716464555822313,
"Rib Fracture": 0.16174623370170593,
"Round(ed) Atelectasis": 0.005614706315100193,
"Subcutaneous Emphysema": 0.000011328528671583626,
"Support Devices": 0.11956639587879181,
"Tortuous Aorta": 0.0166203323751688,
"Tuberculosis": 0.007709420286118984
}
|
{
"Atelectasis": 0.5934051275253296,
"Cardiomegaly": 0.6101254224777222,
"Consolidation": 0.5569567680358887,
"Edema": 0.503445565700531,
"Effusion": 0.715985119342804,
"Emphysema": 0.5032433271408081,
"Enlarged Cardiomediastinum": 0.5798438191413879,
"Fibrosis": 0.5459377765655518,
"Fracture": 0.5113173723220825,
"Hernia": 0.4770298898220062,
"Infiltration": 0.5553939342498779,
"Lung Lesion": 0.5561007857322693,
"Lung Opacity": 0.6843985915184021,
"Mass": 0.6670550107955933,
"Nodule": 0.5348643660545349,
"Pleural_Thickening": 0.5616492629051208,
"Pneumonia": 0.28023964166641235,
"Pneumothorax": 0.5163490772247314
}
|
{
"Atelectasis": 0.6495844125747681,
"Cardiomegaly": 0.789891242980957,
"Consolidation": 0.6493958234786987,
"Edema": 0.5970989465713501,
"Enlarged Cardiomediastinum": 0.7325440645217896,
"Fracture": 0.7933247089385986,
"Lung Lesion": 0.7084031701087952,
"Lung Opacity": 0.869053304195404,
"No Finding": 0.444032222032547,
"Pleural Effusion": 0.9182461500167847,
"Pleural Other": 0.5739591121673584,
"Pneumonia": 0.5784655809402466,
"Pneumothorax": 0.4933076798915863,
"Support Devices": 0.7150357961654663
}
|
|
070f4a5e-1688-4f2a-8af8-200557ee5eb5
|
[
{
"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 edema 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: no\nlung opacity: yes\nenlarged cardiomediastinum: yes\npneumothorax: yes\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 edema according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.001126605086028576,
"Atelectasis": 0.12916363775730133,
"Azygos Lobe": 7.07808283095801e-7,
"Calcification of the Aorta": 0.000006145276074676076,
"Cardiomegaly": 0.04354182258248329,
"Clavicle Fracture": 4.2722587068055873e-7,
"Consolidation": 0.6767637133598328,
"Edema": 0.16339972615242004,
"Emphysema": 0.005412010475993156,
"Enlarged Cardiomediastinum": 0.057021383196115494,
"Fibrosis": 0.00010549947182880715,
"Fissure": 0.015516381710767746,
"Fracture": 0.003840044140815735,
"Granuloma": 0.0015654475428164005,
"Hernia": 0.00007919277413748205,
"Hydropneumothorax": 0.00012937681458424777,
"Infarction": 0.0021281486842781305,
"Infiltration": 0.18268857896327972,
"Kyphosis": 1.5508280881704195e-8,
"Lobar Atelectasis": 0.010564017109572887,
"Lung Lesion": 0.013408590108156204,
"Lung Opacity": 0.6132904887199402,
"Mass": 0.011922366917133331,
"Nodule": 0.02139740064740181,
"Normal": 0.09536213427782059,
"Pleural Effusion": 0.18700295686721802,
"Pleural Other": 0.00004619456740329042,
"Pleural Thickening": 0.0004343523469287902,
"Pneumomediastinum": 0.014884534291923046,
"Pneumonia": 0.3160296380519867,
"Pneumoperitoneum": 0.00041523840627633035,
"Pneumothorax": 0.2806156277656555,
"Pulmonary Embolism": 0.007066745311021805,
"Pulmonary Hypertension": 0.005522652994841337,
"Rib Fracture": 0.0007667091558687389,
"Round(ed) Atelectasis": 6.295258003774507e-7,
"Subcutaneous Emphysema": 0.0034113244619220495,
"Support Devices": 0.9510759711265564,
"Tortuous Aorta": 0.00018265792459715158,
"Tuberculosis": 0.037462055683135986
}
|
{
"Atelectasis": 0.5845813751220703,
"Cardiomegaly": 0.3393804728984833,
"Consolidation": 0.6593115329742432,
"Edema": 0.5242137908935547,
"Effusion": 0.5682126879692078,
"Emphysema": 0.5033645033836365,
"Enlarged Cardiomediastinum": 0.6090157628059387,
"Fibrosis": 0.5323697328567505,
"Fracture": 0.5102938413619995,
"Hernia": 0.016688290983438492,
"Infiltration": 0.617732048034668,
"Lung Lesion": 0.7572462558746338,
"Lung Opacity": 0.7750518321990967,
"Mass": 0.8405225872993469,
"Nodule": 0.5639626979827881,
"Pleural_Thickening": 0.5049383640289307,
"Pneumonia": 0.5580447912216187,
"Pneumothorax": 0.5146486759185791
}
|
{
"Atelectasis": 0.554320752620697,
"Cardiomegaly": 0.38657480478286743,
"Consolidation": 0.8305107355117798,
"Edema": 0.5806347131729126,
"Enlarged Cardiomediastinum": 0.4902612864971161,
"Fracture": 0.31164848804473877,
"Lung Lesion": 0.598247766494751,
"Lung Opacity": 0.718967080116272,
"No Finding": 0.546534538269043,
"Pleural Effusion": 0.6297566294670105,
"Pleural Other": 0.33357730507850647,
"Pneumonia": 0.5966219305992126,
"Pneumothorax": 0.8031089305877686,
"Support Devices": 0.9396560192108154
}
|
|
ae3c9e68-295c-414e-aa42-4d304e9a8a4e
|
[
{
"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: 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 support devices according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.004076804034411907,
"Atelectasis": 0.005591866094619036,
"Azygos Lobe": 0.00001585964491823688,
"Calcification of the Aorta": 5.736691566227137e-9,
"Cardiomegaly": 0.018061161041259766,
"Clavicle Fracture": 0.001545841689221561,
"Consolidation": 0.006461089476943016,
"Edema": 0.005585529841482639,
"Emphysema": 0.0000029513669232983375,
"Enlarged Cardiomediastinum": 0.13730651140213013,
"Fibrosis": 0.000010125441804120783,
"Fissure": 0.0000419114985561464,
"Fracture": 0.0896276980638504,
"Granuloma": 0.004481394775211811,
"Hernia": 0.00016247948224190623,
"Hydropneumothorax": 0.0000012488615084293997,
"Infarction": 0.0005918752867728472,
"Infiltration": 0.11189991980791092,
"Kyphosis": 0.0002087678003590554,
"Lobar Atelectasis": 0.000008295097359223291,
"Lung Lesion": 0.00310690444894135,
"Lung Opacity": 0.05916852131485939,
"Mass": 0.004201403819024563,
"Nodule": 0.0291292667388916,
"Normal": 0.47795629501342773,
"Pleural Effusion": 0.01860222779214382,
"Pleural Other": 0.00015145020734053105,
"Pleural Thickening": 0.000008179464202839881,
"Pneumomediastinum": 0.0041458262130618095,
"Pneumonia": 0.2773538827896118,
"Pneumoperitoneum": 0.0006135607836768031,
"Pneumothorax": 0.026644974946975708,
"Pulmonary Embolism": 0.0024440062697976828,
"Pulmonary Hypertension": 0.0000019830761175398948,
"Rib Fracture": 0.11973926424980164,
"Round(ed) Atelectasis": 5.362034372069502e-9,
"Subcutaneous Emphysema": 0.000010314753126294818,
"Support Devices": 0.034701842814683914,
"Tortuous Aorta": 2.206996896347846e-7,
"Tuberculosis": 0.007189733441919088
}
|
{
"Atelectasis": 0.013100177980959415,
"Cardiomegaly": 0.007265079766511917,
"Consolidation": 0.09461862593889236,
"Edema": 0.001441911212168634,
"Effusion": 0.018169762566685677,
"Emphysema": 0.024596989154815674,
"Enlarged Cardiomediastinum": 0.02296818420290947,
"Fibrosis": 0.16816477477550507,
"Fracture": 0.09411658346652985,
"Hernia": 0.0012253803433850408,
"Infiltration": 0.5589367747306824,
"Lung Lesion": 0.0143128065392375,
"Lung Opacity": 0.03244948014616966,
"Mass": 0.1250287890434265,
"Nodule": 0.17328795790672302,
"Pleural_Thickening": 0.08691461384296417,
"Pneumonia": 0.02483154647052288,
"Pneumothorax": 0.15555225312709808
}
|
{
"Atelectasis": 0.4740546643733978,
"Cardiomegaly": 0.3526419401168823,
"Consolidation": 0.4471016228199005,
"Edema": 0.3224759101867676,
"Enlarged Cardiomediastinum": 0.4371504783630371,
"Fracture": 0.4032366871833801,
"Lung Lesion": 0.37364259362220764,
"Lung Opacity": 0.45247626304626465,
"No Finding": 0.998185396194458,
"Pleural Effusion": 0.443244606256485,
"Pleural Other": 0.4017994701862335,
"Pneumonia": 0.48468947410583496,
"Pneumothorax": 0.43095633387565613,
"Support Devices": 0.5623331069946289
}
|
|
d9d432ac-96ec-422d-8d00-e2284a3d188b
|
[
{
"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": 0.0005429837619885802,
"Atelectasis": 0.638006865978241,
"Azygos Lobe": 2.1586944853879686e-7,
"Calcification of the Aorta": 0.0019497519824653864,
"Cardiomegaly": 0.7276535630226135,
"Clavicle Fracture": 1.596426670857909e-7,
"Consolidation": 0.16894924640655518,
"Edema": 0.7782548069953918,
"Emphysema": 0.000054822001402499154,
"Enlarged Cardiomediastinum": 0.09409737586975098,
"Fibrosis": 0.000007703049050178379,
"Fissure": 0.0027634662110358477,
"Fracture": 0.005534322466701269,
"Granuloma": 0.00011490400356706232,
"Hernia": 0.0018491053488105536,
"Hydropneumothorax": 0.000005096115273772739,
"Infarction": 0.00294072600081563,
"Infiltration": 0.07441982626914978,
"Kyphosis": 6.428003729297416e-8,
"Lobar Atelectasis": 0.0018957486608996987,
"Lung Lesion": 0.000938550045248121,
"Lung Opacity": 0.26043322682380676,
"Mass": 0.0023796039167791605,
"Nodule": 0.0012248451821506023,
"Normal": 0.07950644195079803,
"Pleural Effusion": 0.7786706686019897,
"Pleural Other": 0.00003829694469459355,
"Pleural Thickening": 0.00013199351087678224,
"Pneumomediastinum": 0.007960677146911621,
"Pneumonia": 0.09416762739419937,
"Pneumoperitoneum": 0.00008775008609518409,
"Pneumothorax": 0.04457661509513855,
"Pulmonary Embolism": 0.0029236862901598215,
"Pulmonary Hypertension": 0.006500875111669302,
"Rib Fracture": 0.0005480622057802975,
"Round(ed) Atelectasis": 0.0000070376026997109875,
"Subcutaneous Emphysema": 0.00007680895214434713,
"Support Devices": 0.8832904100418091,
"Tortuous Aorta": 0.001092002261430025,
"Tuberculosis": 0.0006944917840883136
}
|
{
"Atelectasis": 0.9300165176391602,
"Cardiomegaly": 0.9290289282798767,
"Consolidation": 0.8626590967178345,
"Edema": 0.8622758388519287,
"Effusion": 0.9695680141448975,
"Emphysema": 0.5019863843917847,
"Enlarged Cardiomediastinum": 0.8441822528839111,
"Fibrosis": 0.5053580403327942,
"Fracture": 0.6157854199409485,
"Hernia": 0.16600726544857025,
"Infiltration": 0.5926468372344971,
"Lung Lesion": 0.7464815378189087,
"Lung Opacity": 0.9208720326423645,
"Mass": 0.5793285369873047,
"Nodule": 0.5127131938934326,
"Pleural_Thickening": 0.5038264393806458,
"Pneumonia": 0.6937012672424316,
"Pneumothorax": 0.5280072093009949
}
|
{
"Atelectasis": 0.7936378717422485,
"Cardiomegaly": 0.7882851958274841,
"Consolidation": 0.6455590128898621,
"Edema": 0.9403010606765747,
"Enlarged Cardiomediastinum": 0.7544941902160645,
"Fracture": 0.38507357239723206,
"Lung Lesion": 0.4688585102558136,
"Lung Opacity": 0.7062503099441528,
"No Finding": 0.44869863986968994,
"Pleural Effusion": 0.8351800441741943,
"Pleural Other": 0.3969753086566925,
"Pneumonia": 0.45393648743629456,
"Pneumothorax": 0.40473079681396484,
"Support Devices": 0.8973657488822937
}
|
|
59058fd3-d941-42c0-9d08-dcb5bc09e9ba
|
[
{
"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: 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 pneumonia according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.00012456673721317202,
"Atelectasis": 0.6864383816719055,
"Azygos Lobe": 2.5635128508838534e-7,
"Calcification of the Aorta": 0.000015091207387740724,
"Cardiomegaly": 0.2800915539264679,
"Clavicle Fracture": 3.199773743745027e-7,
"Consolidation": 0.08356621861457825,
"Edema": 0.3272720277309418,
"Emphysema": 0.000012920573681185488,
"Enlarged Cardiomediastinum": 0.08351946622133255,
"Fibrosis": 0.00001777056786522735,
"Fissure": 0.0011765743838623166,
"Fracture": 0.004349116235971451,
"Granuloma": 0.00036365020787343383,
"Hernia": 0.012168381363153458,
"Hydropneumothorax": 0.000003728402589331381,
"Infarction": 0.003984042443335056,
"Infiltration": 0.04438190907239914,
"Kyphosis": 0.000004039475697936723,
"Lobar Atelectasis": 0.0003637835325207561,
"Lung Lesion": 0.008175856433808804,
"Lung Opacity": 0.3996904194355011,
"Mass": 0.008192976005375385,
"Nodule": 0.0011462398106232285,
"Normal": 0.09878566116094589,
"Pleural Effusion": 0.5971678495407104,
"Pleural Other": 0.000013870572729501873,
"Pleural Thickening": 0.00013199351087678224,
"Pneumomediastinum": 0.00010380371531937271,
"Pneumonia": 0.2476036548614502,
"Pneumoperitoneum": 0.012134142220020294,
"Pneumothorax": 0.013421736657619476,
"Pulmonary Embolism": 0.0037364033050835133,
"Pulmonary Hypertension": 0.0008676729048602283,
"Rib Fracture": 0.0010395279387012124,
"Round(ed) Atelectasis": 1.8320254469017527e-7,
"Subcutaneous Emphysema": 0.000023063470507622696,
"Support Devices": 0.9689309597015381,
"Tortuous Aorta": 0.0005536979879252613,
"Tuberculosis": 0.009465962648391724
}
|
{
"Atelectasis": 0.791007399559021,
"Cardiomegaly": 0.6701327562332153,
"Consolidation": 0.6664023399353027,
"Edema": 0.6695727109909058,
"Effusion": 0.8521339893341064,
"Emphysema": 0.27019375562667847,
"Enlarged Cardiomediastinum": 0.5800026655197144,
"Fibrosis": 0.5176091194152832,
"Fracture": 0.5247802138328552,
"Hernia": 0.5011520385742188,
"Infiltration": 0.6796886324882507,
"Lung Lesion": 0.555938720703125,
"Lung Opacity": 0.8031836152076721,
"Mass": 0.5527324676513672,
"Nodule": 0.5107896327972412,
"Pleural_Thickening": 0.5036512017250061,
"Pneumonia": 0.6001723408699036,
"Pneumothorax": 0.5017833709716797
}
|
{
"Atelectasis": 0.8362716436386108,
"Cardiomegaly": 0.43068623542785645,
"Consolidation": 0.6514036655426025,
"Edema": 0.6023250818252563,
"Enlarged Cardiomediastinum": 0.48728930950164795,
"Fracture": 0.39339983463287354,
"Lung Lesion": 0.473366379737854,
"Lung Opacity": 0.781525731086731,
"No Finding": 0.5126811861991882,
"Pleural Effusion": 0.8419781923294067,
"Pleural Other": 0.38199663162231445,
"Pneumonia": 0.528701901435852,
"Pneumothorax": 0.42890357971191406,
"Support Devices": 0.9866113662719727
}
|
|
a4885f90-7e22-427a-8cac-9c65812acf8a
|
[
{
"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: 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 support devices according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.055396560579538345,
"Atelectasis": 0.04676086828112602,
"Azygos Lobe": 0.0000562250534130726,
"Calcification of the Aorta": 6.579108458026894e-7,
"Cardiomegaly": 0.10396097600460052,
"Clavicle Fracture": 0.002895396901294589,
"Consolidation": 0.022279230877757072,
"Edema": 0.014359925873577595,
"Emphysema": 0.018567247316241264,
"Enlarged Cardiomediastinum": 0.2518404722213745,
"Fibrosis": 0.0002757440379355103,
"Fissure": 0.017212582752108574,
"Fracture": 0.0022347408812493086,
"Granuloma": 0.001210114685818553,
"Hernia": 0.000840842432808131,
"Hydropneumothorax": 0.004401483107358217,
"Infarction": 0.002054781885817647,
"Infiltration": 0.014514822512865067,
"Kyphosis": 0.00004111570888198912,
"Lobar Atelectasis": 0.0002661757171154022,
"Lung Lesion": 0.016067374497652054,
"Lung Opacity": 0.2924402356147766,
"Mass": 0.12599143385887146,
"Nodule": 0.07902499288320541,
"Normal": 0.04001791402697563,
"Pleural Effusion": 0.03299632668495178,
"Pleural Other": 0.0012470489600673318,
"Pleural Thickening": 0.008787531405687332,
"Pneumomediastinum": 0.007807905785739422,
"Pneumonia": 0.020021364092826843,
"Pneumoperitoneum": 0.0005652659456245601,
"Pneumothorax": 0.969541072845459,
"Pulmonary Embolism": 0.01490036491304636,
"Pulmonary Hypertension": 0.0001179747559945099,
"Rib Fracture": 0.00256891711615026,
"Round(ed) Atelectasis": 0.000041134968341793865,
"Subcutaneous Emphysema": 0.011943900026381016,
"Support Devices": 0.15463627874851227,
"Tortuous Aorta": 0.000016860412870300934,
"Tuberculosis": 0.059748098254203796
}
|
{
"Atelectasis": 0.0651559978723526,
"Cardiomegaly": 0.018654977902770042,
"Consolidation": 0.11683708429336548,
"Edema": 0.030450789257884026,
"Effusion": 0.043619848787784576,
"Emphysema": 0.5015791654586792,
"Enlarged Cardiomediastinum": 0.1308114230632782,
"Fibrosis": 0.5240316987037659,
"Fracture": 0.23745504021644592,
"Hernia": 0.012852977961301804,
"Infiltration": 0.5432604551315308,
"Lung Lesion": 0.1465747058391571,
"Lung Opacity": 0.1193976178765297,
"Mass": 0.5117393732070923,
"Nodule": 0.5194777250289917,
"Pleural_Thickening": 0.5105382204055786,
"Pneumonia": 0.06579824537038803,
"Pneumothorax": 0.5022538304328918
}
|
{
"Atelectasis": 0.5192129015922546,
"Cardiomegaly": 0.33725136518478394,
"Consolidation": 0.4758167862892151,
"Edema": 0.2943090498447418,
"Enlarged Cardiomediastinum": 0.59123694896698,
"Fracture": 0.33620747923851013,
"Lung Lesion": 0.37195175886154175,
"Lung Opacity": 0.4575946629047394,
"No Finding": 0.5106289982795715,
"Pleural Effusion": 0.5491746664047241,
"Pleural Other": 0.4011296331882477,
"Pneumonia": 0.40386372804641724,
"Pneumothorax": 0.9979061484336853,
"Support Devices": 0.743358850479126
}
|
|
bf48307d-0c50-4394-ae6f-6845ab75291a
|
[
{
"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: 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 lung opacity according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.0007192097255028784,
"Atelectasis": 0.21947549283504486,
"Azygos Lobe": 1.5883774295843978e-8,
"Calcification of the Aorta": 4.149392793806328e-7,
"Cardiomegaly": 0.41077670454978943,
"Clavicle Fracture": 6.1900187198205e-9,
"Consolidation": 0.3405231833457947,
"Edema": 0.32405516505241394,
"Emphysema": 0.00004580590393743478,
"Enlarged Cardiomediastinum": 0.032376375049352646,
"Fibrosis": 0.000007068719241942745,
"Fissure": 0.00011753482976928353,
"Fracture": 0.00013767801283393055,
"Granuloma": 0.00022494635777547956,
"Hernia": 0.0007930279243737459,
"Hydropneumothorax": 9.407114021087182e-8,
"Infarction": 0.0006374457152560353,
"Infiltration": 0.19326992332935333,
"Kyphosis": 1.2856817832584966e-8,
"Lobar Atelectasis": 0.0022858157753944397,
"Lung Lesion": 0.015283983200788498,
"Lung Opacity": 0.6423725485801697,
"Mass": 0.017386317253112793,
"Nodule": 0.026290157809853554,
"Normal": 0.09861191362142563,
"Pleural Effusion": 0.4702351689338684,
"Pleural Other": 0.00001292880824621534,
"Pleural Thickening": 0.00005677397348335944,
"Pneumomediastinum": 0.00003141425258945674,
"Pneumonia": 0.37327975034713745,
"Pneumoperitoneum": 0.000014103759895078838,
"Pneumothorax": 0.0031342979054898024,
"Pulmonary Embolism": 0.011332303285598755,
"Pulmonary Hypertension": 0.000234593462664634,
"Rib Fracture": 0.000008038743544602767,
"Round(ed) Atelectasis": 2.055477743567735e-8,
"Subcutaneous Emphysema": 4.324494398133538e-7,
"Support Devices": 0.9319930076599121,
"Tortuous Aorta": 0.000005182526365388185,
"Tuberculosis": 0.001606977777555585
}
|
{
"Atelectasis": 0.7597307562828064,
"Cardiomegaly": 0.6505320072174072,
"Consolidation": 0.803892970085144,
"Edema": 0.7376163005828857,
"Effusion": 0.7996087074279785,
"Emphysema": 0.5009799003601074,
"Enlarged Cardiomediastinum": 0.6183341145515442,
"Fibrosis": 0.5301900506019592,
"Fracture": 0.5451008081436157,
"Hernia": 0.07655834406614304,
"Infiltration": 0.6653615236282349,
"Lung Lesion": 0.7420679926872253,
"Lung Opacity": 0.9091930985450745,
"Mass": 0.690597414970398,
"Nodule": 0.6300817728042603,
"Pleural_Thickening": 0.5097156167030334,
"Pneumonia": 0.6551194190979004,
"Pneumothorax": 0.5226101875305176
}
|
{
"Atelectasis": 0.6451947689056396,
"Cardiomegaly": 0.6528351902961731,
"Consolidation": 0.7491148710250854,
"Edema": 0.6374111771583557,
"Enlarged Cardiomediastinum": 0.6338970065116882,
"Fracture": 0.38023751974105835,
"Lung Lesion": 0.5610146522521973,
"Lung Opacity": 0.7963321208953857,
"No Finding": 0.47433778643608093,
"Pleural Effusion": 0.6810276508331299,
"Pleural Other": 0.42143186926841736,
"Pneumonia": 0.6072971224784851,
"Pneumothorax": 0.41466811299324036,
"Support Devices": 0.9424515962600708
}
|
|
419c8885-f2f3-48bb-9783-4f946872aa37
|
[
{
"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: 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 lung opacity according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.004818856716156006,
"Atelectasis": 0.7861019372940063,
"Azygos Lobe": 0.00007928820559754968,
"Calcification of the Aorta": 0.012196298688650131,
"Cardiomegaly": 0.26196035742759705,
"Clavicle Fracture": 0.000017884152839542367,
"Consolidation": 0.11276347190141678,
"Edema": 0.29151660203933716,
"Emphysema": 0.00629700580611825,
"Enlarged Cardiomediastinum": 0.17953746020793915,
"Fibrosis": 0.003454862628132105,
"Fissure": 0.0005265390500426292,
"Fracture": 0.07424304634332657,
"Granuloma": 0.00017657096032053232,
"Hernia": 0.003967761527746916,
"Hydropneumothorax": 0.006853695958852768,
"Infarction": 0.0038022936787456274,
"Infiltration": 0.08951865136623383,
"Kyphosis": 0.0005650755483657122,
"Lobar Atelectasis": 0.00045982125448063016,
"Lung Lesion": 0.013512334786355495,
"Lung Opacity": 0.464016854763031,
"Mass": 0.0039786989800632,
"Nodule": 0.01828872598707676,
"Normal": 0.02738039940595627,
"Pleural Effusion": 0.7194086313247681,
"Pleural Other": 0.0003466051712166518,
"Pleural Thickening": 0.0032890031579881907,
"Pneumomediastinum": 0.000054703403293387964,
"Pneumonia": 0.40301263332366943,
"Pneumoperitoneum": 0.001272944500669837,
"Pneumothorax": 0.011024104431271553,
"Pulmonary Embolism": 0.010735683143138885,
"Pulmonary Hypertension": 0.0003426305192988366,
"Rib Fracture": 0.11174626648426056,
"Round(ed) Atelectasis": 0.00018005854508373886,
"Subcutaneous Emphysema": 0.00015758900553919375,
"Support Devices": 0.6561164855957031,
"Tortuous Aorta": 0.0046895770356059074,
"Tuberculosis": 0.0026987597811967134
}
|
{
"Atelectasis": 0.7693650722503662,
"Cardiomegaly": 0.8026599884033203,
"Consolidation": 0.62610924243927,
"Edema": 0.6049842834472656,
"Effusion": 0.8401283621788025,
"Emphysema": 0.5235787630081177,
"Enlarged Cardiomediastinum": 0.6085562705993652,
"Fibrosis": 0.6156756281852722,
"Fracture": 0.5757213830947876,
"Hernia": 0.0443357415497303,
"Infiltration": 0.6204952001571655,
"Lung Lesion": 0.6413499116897583,
"Lung Opacity": 0.8043906092643738,
"Mass": 0.5281894207000732,
"Nodule": 0.5452182292938232,
"Pleural_Thickening": 0.5412125587463379,
"Pneumonia": 0.5732954740524292,
"Pneumothorax": 0.5243135690689087
}
|
{
"Atelectasis": 0.8380321264266968,
"Cardiomegaly": 0.5724254250526428,
"Consolidation": 0.6417378187179565,
"Edema": 0.5207284688949585,
"Enlarged Cardiomediastinum": 0.5957481861114502,
"Fracture": 0.5208151340484619,
"Lung Lesion": 0.5402544736862183,
"Lung Opacity": 0.6925173997879028,
"No Finding": 0.4639424979686737,
"Pleural Effusion": 0.8991448879241943,
"Pleural Other": 0.458451509475708,
"Pneumonia": 0.5824270248413086,
"Pneumothorax": 0.6037324666976929,
"Support Devices": 0.8939435482025146
}
|
|
9bed3a32-513e-4a2e-ac25-b6154f8d5f1b
|
[
{
"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: 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 lung opacity according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.00625145947560668,
"Atelectasis": 0.36451175808906555,
"Azygos Lobe": 1.9655138316920784e-7,
"Calcification of the Aorta": 4.3485266587595106e-7,
"Cardiomegaly": 0.17671938240528107,
"Clavicle Fracture": 0.00017918900994118303,
"Consolidation": 0.19600515067577362,
"Edema": 0.022838735952973366,
"Emphysema": 0.000034847678762162104,
"Enlarged Cardiomediastinum": 0.10420789569616318,
"Fibrosis": 3.204388008271053e-7,
"Fissure": 0.009215916506946087,
"Fracture": 0.06501906365156174,
"Granuloma": 0.00013225139991845936,
"Hernia": 0.0003866481129080057,
"Hydropneumothorax": 6.03910336849367e-7,
"Infarction": 0.0056529780849814415,
"Infiltration": 0.07550328224897385,
"Kyphosis": 1.0112669457384982e-7,
"Lobar Atelectasis": 0.00015286917914636433,
"Lung Lesion": 0.0015284765977412462,
"Lung Opacity": 0.5842670798301697,
"Mass": 0.002315566875040531,
"Nodule": 0.0023399621713906527,
"Normal": 0.3596228361129761,
"Pleural Effusion": 0.021107561886310577,
"Pleural Other": 0.000027584550480241887,
"Pleural Thickening": 0.0002524138253647834,
"Pneumomediastinum": 0.0019247550517320633,
"Pneumonia": 0.41688963770866394,
"Pneumoperitoneum": 0.00015160886687226593,
"Pneumothorax": 0.05907418578863144,
"Pulmonary Embolism": 0.00353825930505991,
"Pulmonary Hypertension": 0.000024347746148123406,
"Rib Fracture": 0.029569527134299278,
"Round(ed) Atelectasis": 3.0856373456344954e-8,
"Subcutaneous Emphysema": 0.0000667334534227848,
"Support Devices": 0.947016716003418,
"Tortuous Aorta": 0.000010633793863235041,
"Tuberculosis": 0.018366914242506027
}
|
{
"Atelectasis": 0.34201163053512573,
"Cardiomegaly": 0.4441665709018707,
"Consolidation": 0.3106878399848938,
"Edema": 0.46619942784309387,
"Effusion": 0.19946075975894928,
"Emphysema": 0.5003817081451416,
"Enlarged Cardiomediastinum": 0.2779107093811035,
"Fibrosis": 0.5047588348388672,
"Fracture": 0.3325883746147156,
"Hernia": 0.10228931903839111,
"Infiltration": 0.5524613261222839,
"Lung Lesion": 0.11936786025762558,
"Lung Opacity": 0.3715338110923767,
"Mass": 0.5052696466445923,
"Nodule": 0.5002117156982422,
"Pleural_Thickening": 0.13664790987968445,
"Pneumonia": 0.5004899501800537,
"Pneumothorax": 0.510083019733429
}
|
{
"Atelectasis": 0.6665462255477905,
"Cardiomegaly": 0.40764129161834717,
"Consolidation": 0.6788332462310791,
"Edema": 0.5260995626449585,
"Enlarged Cardiomediastinum": 0.4662908911705017,
"Fracture": 0.36811548471450806,
"Lung Lesion": 0.43417927622795105,
"Lung Opacity": 0.6389461755752563,
"No Finding": 0.8556078672409058,
"Pleural Effusion": 0.4685749411582947,
"Pleural Other": 0.3796384334564209,
"Pneumonia": 0.5975763201713562,
"Pneumothorax": 0.42001381516456604,
"Support Devices": 0.9732130765914917
}
|
|
248febfa-2a7c-47b1-9256-e699bab7aa1b
|
[
{
"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: yes\npneumonia: no\npleural thickening: no\ncardiomegaly: no\nnodule: no\nmass: no\nhernia: no\nlung lesion: no\nfracture: no\nlung opacity: yes\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 opacity according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.000189929167390801,
"Atelectasis": 0.23807600140571594,
"Azygos Lobe": 0.000007669286787859164,
"Calcification of the Aorta": 0.0000019037257743548253,
"Cardiomegaly": 0.10505769401788712,
"Clavicle Fracture": 0.000024254351956187747,
"Consolidation": 0.3775804340839386,
"Edema": 0.11632739752531052,
"Emphysema": 0.00017150284838862717,
"Enlarged Cardiomediastinum": 0.0273517407476902,
"Fibrosis": 0.00000393434720535879,
"Fissure": 0.00008803210948826745,
"Fracture": 0.13859862089157104,
"Granuloma": 0.0005290204426273704,
"Hernia": 0.0076200165785849094,
"Hydropneumothorax": 1.4202618636716124e-8,
"Infarction": 0.0015159192262217402,
"Infiltration": 0.0880962386727333,
"Kyphosis": 0.000013348687389225233,
"Lobar Atelectasis": 0.0004456804017536342,
"Lung Lesion": 0.0036163292825222015,
"Lung Opacity": 0.7044109106063843,
"Mass": 0.014624656178057194,
"Nodule": 0.0026923285331577063,
"Normal": 0.03832738846540451,
"Pleural Effusion": 0.3220197856426239,
"Pleural Other": 0.00003920509698218666,
"Pleural Thickening": 0.00004561967944027856,
"Pneumomediastinum": 0.0007725102477706969,
"Pneumonia": 0.37430834770202637,
"Pneumoperitoneum": 0.00008115609671222046,
"Pneumothorax": 0.010483984835445881,
"Pulmonary Embolism": 0.0007408419041894376,
"Pulmonary Hypertension": 0.00010330366058042273,
"Rib Fracture": 0.056611765176057816,
"Round(ed) Atelectasis": 2.067248372483732e-9,
"Subcutaneous Emphysema": 0.00018713605822995305,
"Support Devices": 0.9199695587158203,
"Tortuous Aorta": 0.00013681073323823512,
"Tuberculosis": 0.002751841675490141
}
|
{
"Atelectasis": 0.659807562828064,
"Cardiomegaly": 0.5694700479507446,
"Consolidation": 0.7460765838623047,
"Edema": 0.5644766688346863,
"Effusion": 0.7070754766464233,
"Emphysema": 0.2714270055294037,
"Enlarged Cardiomediastinum": 0.5390676856040955,
"Fibrosis": 0.30485305190086365,
"Fracture": 0.5404939651489258,
"Hernia": 0.004613866098225117,
"Infiltration": 0.5485607981681824,
"Lung Lesion": 0.654223620891571,
"Lung Opacity": 0.854928731918335,
"Mass": 0.6320502161979675,
"Nodule": 0.5727587938308716,
"Pleural_Thickening": 0.09175848960876465,
"Pneumonia": 0.5781275033950806,
"Pneumothorax": 0.5447566509246826
}
|
{
"Atelectasis": 0.744665265083313,
"Cardiomegaly": 0.5234105587005615,
"Consolidation": 0.7084935903549194,
"Edema": 0.5685611963272095,
"Enlarged Cardiomediastinum": 0.6021612882614136,
"Fracture": 0.371614933013916,
"Lung Lesion": 0.4239920377731323,
"Lung Opacity": 0.7649776339530945,
"No Finding": 0.5668218731880188,
"Pleural Effusion": 0.6180789470672607,
"Pleural Other": 0.3320983648300171,
"Pneumonia": 0.6402037739753723,
"Pneumothorax": 0.39230677485466003,
"Support Devices": 0.8816618919372559
}
|
|
3bc923c2-7766-428b-8fd8-27ed568098dc
|
[
{
"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 edema 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: 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 edema according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.01014690287411213,
"Atelectasis": 0.24110056459903717,
"Azygos Lobe": 1.7618751257941767e-7,
"Calcification of the Aorta": 0.000010211270819127094,
"Cardiomegaly": 0.637106716632843,
"Clavicle Fracture": 1.5352685522884713e-7,
"Consolidation": 0.1001434475183487,
"Edema": 0.5223928689956665,
"Emphysema": 0.00001223296294483589,
"Enlarged Cardiomediastinum": 0.22902578115463257,
"Fibrosis": 0.000008328976036864333,
"Fissure": 0.0017378870397806168,
"Fracture": 0.001796453376300633,
"Granuloma": 0.00046688789734616876,
"Hernia": 0.0023546279408037663,
"Hydropneumothorax": 2.0071051665127015e-7,
"Infarction": 0.0004965132684446871,
"Infiltration": 0.07061116397380829,
"Kyphosis": 7.059781381713037e-8,
"Lobar Atelectasis": 0.00022590947628486902,
"Lung Lesion": 0.0006303071277216077,
"Lung Opacity": 0.4148947596549988,
"Mass": 0.04462416097521782,
"Nodule": 0.2098572701215744,
"Normal": 0.15433144569396973,
"Pleural Effusion": 0.05916276574134827,
"Pleural Other": 0.000007903261575847864,
"Pleural Thickening": 0.00004186312798992731,
"Pneumomediastinum": 0.0024413769133388996,
"Pneumonia": 0.15239664912223816,
"Pneumoperitoneum": 0.00009712957398733124,
"Pneumothorax": 0.01177211757749319,
"Pulmonary Embolism": 0.011687824502587318,
"Pulmonary Hypertension": 0.006425624247640371,
"Rib Fracture": 0.002432534471154213,
"Round(ed) Atelectasis": 5.947721959387309e-8,
"Subcutaneous Emphysema": 0.000007429459401464555,
"Support Devices": 0.9432713389396667,
"Tortuous Aorta": 0.00021690421272069216,
"Tuberculosis": 0.0008811912848614156
}
|
{
"Atelectasis": 0.7036771774291992,
"Cardiomegaly": 0.7518335580825806,
"Consolidation": 0.6489191055297852,
"Edema": 0.8103377819061279,
"Effusion": 0.6829807758331299,
"Emphysema": 0.5030854344367981,
"Enlarged Cardiomediastinum": 0.6619600057601929,
"Fibrosis": 0.5143798589706421,
"Fracture": 0.5362733602523804,
"Hernia": 0.001581595977768302,
"Infiltration": 0.6235678195953369,
"Lung Lesion": 0.6930378675460815,
"Lung Opacity": 0.8380216360092163,
"Mass": 0.562637448310852,
"Nodule": 0.5605810284614563,
"Pleural_Thickening": 0.26236292719841003,
"Pneumonia": 0.6126887798309326,
"Pneumothorax": 0.506363034248352
}
|
{
"Atelectasis": 0.6466254591941833,
"Cardiomegaly": 0.7106143236160278,
"Consolidation": 0.6001230478286743,
"Edema": 0.6868612170219421,
"Enlarged Cardiomediastinum": 0.7646245360374451,
"Fracture": 0.39180463552474976,
"Lung Lesion": 0.5064298510551453,
"Lung Opacity": 0.643546998500824,
"No Finding": 0.6474156975746155,
"Pleural Effusion": 0.4805090129375458,
"Pleural Other": 0.40779438614845276,
"Pneumonia": 0.46147188544273376,
"Pneumothorax": 0.4081476628780365,
"Support Devices": 0.9723833799362183
}
|
|
067a05fe-2c2b-438c-a0af-5d96974ec9c7
|
[
{
"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: 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 support devices according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "No"
}
] |
{
"Adenopathy": 0.014583112671971321,
"Atelectasis": 0.47000986337661743,
"Azygos Lobe": 0.0000018074498484565993,
"Calcification of the Aorta": 0.00018817582167685032,
"Cardiomegaly": 0.6535330414772034,
"Clavicle Fracture": 0.000011913483831449412,
"Consolidation": 0.03607283905148506,
"Edema": 0.4473172724246979,
"Emphysema": 0.0011939030373468995,
"Enlarged Cardiomediastinum": 0.22321583330631256,
"Fibrosis": 0.0002233160485047847,
"Fissure": 0.0016455505974590778,
"Fracture": 0.013276110403239727,
"Granuloma": 0.0033211729023605585,
"Hernia": 0.0012865755707025528,
"Hydropneumothorax": 0.000003164255986121134,
"Infarction": 0.002585983369499445,
"Infiltration": 0.07164346426725388,
"Kyphosis": 0.00003862473022309132,
"Lobar Atelectasis": 0.0001144981142715551,
"Lung Lesion": 0.0013438654132187366,
"Lung Opacity": 0.23322272300720215,
"Mass": 0.0032244885805994272,
"Nodule": 0.002734610578045249,
"Normal": 0.0882018432021141,
"Pleural Effusion": 0.701636791229248,
"Pleural Other": 0.0001743141474435106,
"Pleural Thickening": 0.009907550178468227,
"Pneumomediastinum": 0.0008064001449383795,
"Pneumonia": 0.11574982106685638,
"Pneumoperitoneum": 0.000047710804210510105,
"Pneumothorax": 0.06569445133209229,
"Pulmonary Embolism": 0.008478814736008644,
"Pulmonary Hypertension": 0.01022881455719471,
"Rib Fracture": 0.0009958501905202866,
"Round(ed) Atelectasis": 0.00017451969324611127,
"Subcutaneous Emphysema": 0.00001536370109533891,
"Support Devices": 0.6311488747596741,
"Tortuous Aorta": 0.019941259175539017,
"Tuberculosis": 0.0011136708781123161
}
|
{
"Atelectasis": 0.7774606943130493,
"Cardiomegaly": 0.5630385875701904,
"Consolidation": 0.5851997137069702,
"Edema": 0.5472865104675293,
"Effusion": 0.8509128093719482,
"Emphysema": 0.5097566843032837,
"Enlarged Cardiomediastinum": 0.5856232643127441,
"Fibrosis": 0.5836318731307983,
"Fracture": 0.5529255867004395,
"Hernia": 0.24463215470314026,
"Infiltration": 0.5798861384391785,
"Lung Lesion": 0.5422512888908386,
"Lung Opacity": 0.7483896613121033,
"Mass": 0.5711920857429504,
"Nodule": 0.5357042551040649,
"Pleural_Thickening": 0.5754580497741699,
"Pneumonia": 0.47866687178611755,
"Pneumothorax": 0.5469761490821838
}
|
{
"Atelectasis": 0.7358301877975464,
"Cardiomegaly": 0.7448316216468811,
"Consolidation": 0.5667988061904907,
"Edema": 0.6497188806533813,
"Enlarged Cardiomediastinum": 0.7628223896026611,
"Fracture": 0.5217874646186829,
"Lung Lesion": 0.47986194491386414,
"Lung Opacity": 0.681532621383667,
"No Finding": 0.5486181974411011,
"Pleural Effusion": 0.8108996152877808,
"Pleural Other": 0.46166080236434937,
"Pneumonia": 0.47377875447273254,
"Pneumothorax": 0.6123875975608826,
"Support Devices": 0.7023288011550903
}
|
|
606b6cc2-aaaa-48c0-91f4-abe9b7a26bfc
|
[
{
"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: 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 atelectasis according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.009761975146830082,
"Atelectasis": 0.2016284465789795,
"Azygos Lobe": 0.0000308095732179936,
"Calcification of the Aorta": 0.0004995102644897997,
"Cardiomegaly": 0.3929973840713501,
"Clavicle Fracture": 0.000005806204626424005,
"Consolidation": 0.030899398028850555,
"Edema": 0.0537826269865036,
"Emphysema": 0.003473820397630334,
"Enlarged Cardiomediastinum": 0.2183438390493393,
"Fibrosis": 0.0005031096516177058,
"Fissure": 0.0004757125861942768,
"Fracture": 0.008157622069120407,
"Granuloma": 0.03299209102988243,
"Hernia": 0.004528773482888937,
"Hydropneumothorax": 3.929719980533264e-7,
"Infarction": 0.0006892074597999454,
"Infiltration": 0.09609374403953552,
"Kyphosis": 1.7748286040841776e-7,
"Lobar Atelectasis": 0.000017288310118601657,
"Lung Lesion": 0.00798797607421875,
"Lung Opacity": 0.26802706718444824,
"Mass": 0.021463824436068535,
"Nodule": 0.034080978482961655,
"Normal": 0.28769785165786743,
"Pleural Effusion": 0.020045042037963867,
"Pleural Other": 0.0001729578507365659,
"Pleural Thickening": 0.0016500758938491344,
"Pneumomediastinum": 0.0015113832196220756,
"Pneumonia": 0.33012375235557556,
"Pneumoperitoneum": 0.00022404715127777308,
"Pneumothorax": 0.02095414511859417,
"Pulmonary Embolism": 0.009055704809725285,
"Pulmonary Hypertension": 0.000253651145612821,
"Rib Fracture": 0.023717056959867477,
"Round(ed) Atelectasis": 0.0000010542568134042085,
"Subcutaneous Emphysema": 8.14258214631991e-7,
"Support Devices": 0.026218879967927933,
"Tortuous Aorta": 0.0007276955293491483,
"Tuberculosis": 0.0011625101324170828
}
|
{
"Atelectasis": 0.5094399452209473,
"Cardiomegaly": 0.16052907705307007,
"Consolidation": 0.2384113073348999,
"Edema": 0.05985574796795845,
"Effusion": 0.1218186765909195,
"Emphysema": 0.501522958278656,
"Enlarged Cardiomediastinum": 0.14058917760849,
"Fibrosis": 0.5659043788909912,
"Fracture": 0.13261082768440247,
"Hernia": 0.039791349321603775,
"Infiltration": 0.5306956768035889,
"Lung Lesion": 0.09970742464065552,
"Lung Opacity": 0.3019944131374359,
"Mass": 0.5020104646682739,
"Nodule": 0.5097320079803467,
"Pleural_Thickening": 0.48752525448799133,
"Pneumonia": 0.07077372074127197,
"Pneumothorax": 0.2066195011138916
}
|
{
"Atelectasis": 0.7098956108093262,
"Cardiomegaly": 0.6133528351783752,
"Consolidation": 0.5020897388458252,
"Edema": 0.38587674498558044,
"Enlarged Cardiomediastinum": 0.6201085448265076,
"Fracture": 0.5453732013702393,
"Lung Lesion": 0.465444952249527,
"Lung Opacity": 0.6135928630828857,
"No Finding": 0.9304584860801697,
"Pleural Effusion": 0.5177884101867676,
"Pleural Other": 0.4867611229419708,
"Pneumonia": 0.47758033871650696,
"Pneumothorax": 0.4558415412902832,
"Support Devices": 0.6053717732429504
}
|
|
e1c5c5ba-538c-478b-a37d-5be853d453ac
|
[
{
"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: no\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 fracture according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.004744501784443855,
"Atelectasis": 0.25179946422576904,
"Azygos Lobe": 0.0000021296957584127085,
"Calcification of the Aorta": 0.0245206356048584,
"Cardiomegaly": 0.40823814272880554,
"Clavicle Fracture": 6.264851322157483e-7,
"Consolidation": 0.12343674153089523,
"Edema": 0.21744677424430847,
"Emphysema": 0.0010334029793739319,
"Enlarged Cardiomediastinum": 0.09713726490736008,
"Fibrosis": 0.0037931364495307207,
"Fissure": 0.000975610688328743,
"Fracture": 0.17926806211471558,
"Granuloma": 0.007778044790029526,
"Hernia": 0.0034760034177452326,
"Hydropneumothorax": 1.6639485522773612e-7,
"Infarction": 0.0023006792180240154,
"Infiltration": 0.061244405806064606,
"Kyphosis": 4.804241449107849e-9,
"Lobar Atelectasis": 0.00013490900164470077,
"Lung Lesion": 0.003560463199391961,
"Lung Opacity": 0.600711464881897,
"Mass": 0.0056235226802527905,
"Nodule": 0.03688707947731018,
"Normal": 0.36334195733070374,
"Pleural Effusion": 0.10062440484762192,
"Pleural Other": 0.0024197581224143505,
"Pleural Thickening": 0.01258836779743433,
"Pneumomediastinum": 0.000899520528037101,
"Pneumonia": 0.17187857627868652,
"Pneumoperitoneum": 0.00002361912811466027,
"Pneumothorax": 0.02240343578159809,
"Pulmonary Embolism": 0.00475543225184083,
"Pulmonary Hypertension": 0.0005082727875560522,
"Rib Fracture": 0.01729615405201912,
"Round(ed) Atelectasis": 1.4156793781694432e-7,
"Subcutaneous Emphysema": 0.0000018206775393991848,
"Support Devices": 0.9514381885528564,
"Tortuous Aorta": 0.00033854166395030916,
"Tuberculosis": 0.002657030476257205
}
|
{
"Atelectasis": 0.6522889137268066,
"Cardiomegaly": 0.6597074270248413,
"Consolidation": 0.5483759641647339,
"Edema": 0.7363051772117615,
"Effusion": 0.687790036201477,
"Emphysema": 0.5028613805770874,
"Enlarged Cardiomediastinum": 0.5271092653274536,
"Fibrosis": 0.6162674427032471,
"Fracture": 0.5187258720397949,
"Hernia": 0.19215857982635498,
"Infiltration": 0.6761115789413452,
"Lung Lesion": 0.5374088287353516,
"Lung Opacity": 0.7349885702133179,
"Mass": 0.5107497572898865,
"Nodule": 0.5131921172142029,
"Pleural_Thickening": 0.5017596483230591,
"Pneumonia": 0.5742719769477844,
"Pneumothorax": 0.5074594020843506
}
|
{
"Atelectasis": 0.6999422311782837,
"Cardiomegaly": 0.7549662590026855,
"Consolidation": 0.5716478824615479,
"Edema": 0.6253911256790161,
"Enlarged Cardiomediastinum": 0.6772210597991943,
"Fracture": 0.5275202989578247,
"Lung Lesion": 0.6241428256034851,
"Lung Opacity": 0.6959128379821777,
"No Finding": 0.6122427582740784,
"Pleural Effusion": 0.5941672325134277,
"Pleural Other": 0.5696170330047607,
"Pneumonia": 0.4758411645889282,
"Pneumothorax": 0.4093143045902252,
"Support Devices": 0.9739739894866943
}
|
|
10975356-4d87-4d50-9ca6-26e8fe01e0e6
|
[
{
"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": "No"
}
] |
{
"Adenopathy": 0.1306934505701065,
"Atelectasis": 0.4854045510292053,
"Azygos Lobe": 0.00001610939398233313,
"Calcification of the Aorta": 0.024195728823542595,
"Cardiomegaly": 0.7866779565811157,
"Clavicle Fracture": 0.00001680062268860638,
"Consolidation": 0.04327162727713585,
"Edema": 0.8704494833946228,
"Emphysema": 0.001217421842738986,
"Enlarged Cardiomediastinum": 0.5134133100509644,
"Fibrosis": 0.0008422642131336033,
"Fissure": 0.017212582752108574,
"Fracture": 0.021577654406428337,
"Granuloma": 0.0008787404512986541,
"Hernia": 0.0019604696426540613,
"Hydropneumothorax": 0.000005096115273772739,
"Infarction": 0.0021870138589292765,
"Infiltration": 0.06057410314679146,
"Kyphosis": 0.0000031954907626641216,
"Lobar Atelectasis": 0.00025798846036195755,
"Lung Lesion": 0.004461781121790409,
"Lung Opacity": 0.5081813931465149,
"Mass": 0.006392281036823988,
"Nodule": 0.011635432951152325,
"Normal": 0.007741648703813553,
"Pleural Effusion": 0.8487374782562256,
"Pleural Other": 0.00009778886305866763,
"Pleural Thickening": 0.001331487437710166,
"Pneumomediastinum": 0.000524882460013032,
"Pneumonia": 0.20687668025493622,
"Pneumoperitoneum": 0.00003153542274958454,
"Pneumothorax": 0.0272078737616539,
"Pulmonary Embolism": 0.0030279832426458597,
"Pulmonary Hypertension": 0.008968057110905647,
"Rib Fracture": 0.006636093836277723,
"Round(ed) Atelectasis": 0.00019930281268898398,
"Subcutaneous Emphysema": 0.00019611514289863408,
"Support Devices": 0.10397952049970627,
"Tortuous Aorta": 0.01668429747223854,
"Tuberculosis": 0.00047928810818120837
}
|
{
"Atelectasis": 0.674544095993042,
"Cardiomegaly": 0.6975950598716736,
"Consolidation": 0.5876818895339966,
"Edema": 0.7072610855102539,
"Effusion": 0.6649734377861023,
"Emphysema": 0.5021497011184692,
"Enlarged Cardiomediastinum": 0.6800572872161865,
"Fibrosis": 0.5254694223403931,
"Fracture": 0.5127278566360474,
"Hernia": 0.17903901636600494,
"Infiltration": 0.5966287851333618,
"Lung Lesion": 0.5914629697799683,
"Lung Opacity": 0.7347872853279114,
"Mass": 0.5491189956665039,
"Nodule": 0.5065752267837524,
"Pleural_Thickening": 0.4232161343097687,
"Pneumonia": 0.5790260434150696,
"Pneumothorax": 0.5036114454269409
}
|
{
"Atelectasis": 0.6333560943603516,
"Cardiomegaly": 0.8044053912162781,
"Consolidation": 0.5604349374771118,
"Edema": 0.9643321633338928,
"Enlarged Cardiomediastinum": 0.855981171131134,
"Fracture": 0.5132126212120056,
"Lung Lesion": 0.5558882355690002,
"Lung Opacity": 0.7000468969345093,
"No Finding": 0.4425148665904999,
"Pleural Effusion": 0.9586199522018433,
"Pleural Other": 0.5254843235015869,
"Pneumonia": 0.4936423897743225,
"Pneumothorax": 0.4053613245487213,
"Support Devices": 0.5710397362709045
}
|
|
3605642f-39da-4b93-9d85-a6e0d83ae1ac
|
[
{
"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": 0.010546846315264702,
"Atelectasis": 0.24668307602405548,
"Azygos Lobe": 0.000007729437129455619,
"Calcification of the Aorta": 0.00000859876672620885,
"Cardiomegaly": 0.41474148631095886,
"Clavicle Fracture": 7.85788301982393e-7,
"Consolidation": 0.43957847356796265,
"Edema": 0.7077396512031555,
"Emphysema": 0.002021303866058588,
"Enlarged Cardiomediastinum": 0.20690174400806427,
"Fibrosis": 0.0007462764042429626,
"Fissure": 0.00039905900484882295,
"Fracture": 0.011116879060864449,
"Granuloma": 0.0003147282695863396,
"Hernia": 0.0007363432669080794,
"Hydropneumothorax": 0.000291507865767926,
"Infarction": 0.0018067179480567575,
"Infiltration": 0.22402234375476837,
"Kyphosis": 5.6167279716135e-9,
"Lobar Atelectasis": 0.0024614869616925716,
"Lung Lesion": 0.013881710357964039,
"Lung Opacity": 0.6568195819854736,
"Mass": 0.008035782724618912,
"Nodule": 0.01811421476304531,
"Normal": 0.038688961416482925,
"Pleural Effusion": 0.5466780066490173,
"Pleural Other": 0.00011981077113887295,
"Pleural Thickening": 0.0008804569370113313,
"Pneumomediastinum": 0.00024320989905390888,
"Pneumonia": 0.3635094165802002,
"Pneumoperitoneum": 0.00014131645730230957,
"Pneumothorax": 0.0759606659412384,
"Pulmonary Embolism": 0.0069041745737195015,
"Pulmonary Hypertension": 0.002103369915857911,
"Rib Fracture": 0.0012733580078929663,
"Round(ed) Atelectasis": 2.944335975030299e-8,
"Subcutaneous Emphysema": 0.0010551477316766977,
"Support Devices": 0.9287029504776001,
"Tortuous Aorta": 0.0002595892583485693,
"Tuberculosis": 0.002646699082106352
}
|
{
"Atelectasis": 0.9393619298934937,
"Cardiomegaly": 0.9426915049552917,
"Consolidation": 0.9514800906181335,
"Edema": 0.9795757532119751,
"Effusion": 0.9831991195678711,
"Emphysema": 0.5018349885940552,
"Enlarged Cardiomediastinum": 0.8946806788444519,
"Fibrosis": 0.534630537033081,
"Fracture": 0.622219443321228,
"Hernia": 0.018455857411026955,
"Infiltration": 0.8110733032226562,
"Lung Lesion": 0.8735273480415344,
"Lung Opacity": 0.9828128814697266,
"Mass": 0.673801064491272,
"Nodule": 0.5569729804992676,
"Pleural_Thickening": 0.507790207862854,
"Pneumonia": 0.9242138862609863,
"Pneumothorax": 0.5135838985443115
}
|
{
"Atelectasis": 0.6373704075813293,
"Cardiomegaly": 0.5952194929122925,
"Consolidation": 0.723391592502594,
"Edema": 0.7622179985046387,
"Enlarged Cardiomediastinum": 0.5990310907363892,
"Fracture": 0.40860724449157715,
"Lung Lesion": 0.7187443971633911,
"Lung Opacity": 0.7766380906105042,
"No Finding": 0.4764832556247711,
"Pleural Effusion": 0.7591817378997803,
"Pleural Other": 0.49024498462677,
"Pneumonia": 0.6479859352111816,
"Pneumothorax": 0.443765252828598,
"Support Devices": 0.9858991503715515
}
|
|
ca71c0e3-1d12-4701-aea0-96e2f7dd7281
|
[
{
"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: no\npneumonia: yes\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": "No"
}
] |
{
"Adenopathy": 0.00041313390829600394,
"Atelectasis": 0.34352341294288635,
"Azygos Lobe": 3.586999355320586e-7,
"Calcification of the Aorta": 7.8741612696831e-7,
"Cardiomegaly": 0.44356101751327515,
"Clavicle Fracture": 2.694480087939155e-7,
"Consolidation": 0.1125682070851326,
"Edema": 0.0931534692645073,
"Emphysema": 0.00003651999213616364,
"Enlarged Cardiomediastinum": 0.10885481536388397,
"Fibrosis": 0.00010549947182880715,
"Fissure": 0.0007308776839636266,
"Fracture": 0.00146670697722584,
"Granuloma": 0.00020642622257582843,
"Hernia": 0.00005358587804948911,
"Hydropneumothorax": 4.349803930381313e-7,
"Infarction": 0.0029522015247493982,
"Infiltration": 0.10732560604810715,
"Kyphosis": 5.298657015373465e-7,
"Lobar Atelectasis": 0.0005880449316464365,
"Lung Lesion": 0.00310690444894135,
"Lung Opacity": 0.45764753222465515,
"Mass": 0.020112523809075356,
"Nodule": 0.014890981838107109,
"Normal": 0.234257772564888,
"Pleural Effusion": 0.02901160903275013,
"Pleural Other": 0.000012240757314430084,
"Pleural Thickening": 0.000030153230909490958,
"Pneumomediastinum": 0.0014310639817267656,
"Pneumonia": 0.2681533396244049,
"Pneumoperitoneum": 0.0002499361871741712,
"Pneumothorax": 0.0030145866330713034,
"Pulmonary Embolism": 0.0007069403654895723,
"Pulmonary Hypertension": 0.0005162727902643383,
"Rib Fracture": 0.00006574459985131398,
"Round(ed) Atelectasis": 5.6753560073730114e-8,
"Subcutaneous Emphysema": 0.00001293756486120401,
"Support Devices": 0.9481804966926575,
"Tortuous Aorta": 0.00001823042839532718,
"Tuberculosis": 0.03125733509659767
}
|
{
"Atelectasis": 0.5715979337692261,
"Cardiomegaly": 0.44437238574028015,
"Consolidation": 0.5061019659042358,
"Edema": 0.5092670917510986,
"Effusion": 0.3106563091278076,
"Emphysema": 0.10987818241119385,
"Enlarged Cardiomediastinum": 0.5136456489562988,
"Fibrosis": 0.5066447257995605,
"Fracture": 0.404017835855484,
"Hernia": 0.03907638043165207,
"Infiltration": 0.602677583694458,
"Lung Lesion": 0.5240358710289001,
"Lung Opacity": 0.6243071556091309,
"Mass": 0.5289382934570312,
"Nodule": 0.5288071036338806,
"Pleural_Thickening": 0.13441753387451172,
"Pneumonia": 0.532325029373169,
"Pneumothorax": 0.09772099554538727
}
|
{
"Atelectasis": 0.616937518119812,
"Cardiomegaly": 0.5713825821876526,
"Consolidation": 0.5108655691146851,
"Edema": 0.4339335262775421,
"Enlarged Cardiomediastinum": 0.5727062821388245,
"Fracture": 0.4119935929775238,
"Lung Lesion": 0.46758222579956055,
"Lung Opacity": 0.5193681716918945,
"No Finding": 0.8446505069732666,
"Pleural Effusion": 0.4567864239215851,
"Pleural Other": 0.3963668644428253,
"Pneumonia": 0.41501107811927795,
"Pneumothorax": 0.391885906457901,
"Support Devices": 0.9910380840301514
}
|
|
2c485e8a-cb72-48ab-ad10-9b5be0d3a83e
|
[
{
"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 edema 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 edema according to the provided X-ray image?"
},
{
"from": "gpt",
"value": "Yes"
}
] |
{
"Adenopathy": 0.011934381909668446,
"Atelectasis": 0.17835763096809387,
"Azygos Lobe": 0.000023256461645360105,
"Calcification of the Aorta": 0.00003648507845355198,
"Cardiomegaly": 0.24460405111312866,
"Clavicle Fracture": 0.000004851269750361098,
"Consolidation": 0.09200619161128998,
"Edema": 0.8176702260971069,
"Emphysema": 0.060928381979465485,
"Enlarged Cardiomediastinum": 0.12984871864318848,
"Fibrosis": 0.01237829215824604,
"Fissure": 0.01949712075293064,
"Fracture": 0.02108835056424141,
"Granuloma": 0.014433824457228184,
"Hernia": 0.000747930258512497,
"Hydropneumothorax": 6.465408830536035e-8,
"Infarction": 0.001067061792127788,
"Infiltration": 0.2141658514738083,
"Kyphosis": 6.566620136538859e-9,
"Lobar Atelectasis": 0.00023674855765420943,
"Lung Lesion": 0.00795708131045103,
"Lung Opacity": 0.6907119154930115,
"Mass": 0.009237921796739101,
"Nodule": 0.10011899471282959,
"Normal": 0.15420402586460114,
"Pleural Effusion": 0.2708902060985565,
"Pleural Other": 0.028485042974352837,
"Pleural Thickening": 0.13951250910758972,
"Pneumomediastinum": 0.0003978032909799367,
"Pneumonia": 0.4092542231082916,
"Pneumoperitoneum": 0.0002578679414000362,
"Pneumothorax": 0.008215682581067085,
"Pulmonary Embolism": 0.01490036491304636,
"Pulmonary Hypertension": 0.004030745010823011,
"Rib Fracture": 0.0015966318314895034,
"Round(ed) Atelectasis": 0.0000033766912110877456,
"Subcutaneous Emphysema": 0.000004759503099194262,
"Support Devices": 0.09864576905965805,
"Tortuous Aorta": 0.00002340821265534032,
"Tuberculosis": 0.03179401531815529
}
|
{
"Atelectasis": 0.5812052488327026,
"Cardiomegaly": 0.6112870573997498,
"Consolidation": 0.5432263612747192,
"Edema": 0.597252607345581,
"Effusion": 0.5661193132400513,
"Emphysema": 0.5105544328689575,
"Enlarged Cardiomediastinum": 0.5053916573524475,
"Fibrosis": 0.594561755657196,
"Fracture": 0.3835429549217224,
"Hernia": 0.04284997284412384,
"Infiltration": 0.6735450029373169,
"Lung Lesion": 0.5305882692337036,
"Lung Opacity": 0.7682113647460938,
"Mass": 0.5301178097724915,
"Nodule": 0.5546916127204895,
"Pleural_Thickening": 0.4650953412055969,
"Pneumonia": 0.5738071203231812,
"Pneumothorax": 0.5093224048614502
}
|
{
"Atelectasis": 0.5673215985298157,
"Cardiomegaly": 0.49217212200164795,
"Consolidation": 0.6284234523773193,
"Edema": 0.8038057088851929,
"Enlarged Cardiomediastinum": 0.5435351133346558,
"Fracture": 0.3882264196872711,
"Lung Lesion": 0.5440965890884399,
"Lung Opacity": 0.6412380933761597,
"No Finding": 0.5552695393562317,
"Pleural Effusion": 0.630778968334198,
"Pleural Other": 0.7099865674972534,
"Pneumonia": 0.6058197617530823,
"Pneumothorax": 0.4153059124946594,
"Support Devices": 0.6735340356826782
}
|
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