license: mit
tags:
- infinite-dataset-hub
- synthetic
InsulinIntuition
tags: Insulin Therapy, Machine Learning, Personalized Medicine
Note: This is an AI-generated dataset so its content may be inaccurate or false
Dataset Description:
The 'InsulinIntuition' dataset is a curated collection of patient-reported outcomes, clinical notes, and healthcare provider recommendations concerning insulin therapy and personalized diabetes management. It is designed to facilitate machine learning research in developing predictive models for diabetes management and to enhance personalized medicine strategies. The dataset aims to answer common questions regarding insulin therapy effectiveness, patient compliance, and the impact of personalized medicine on diabetes control.
CSV Content Preview:
id,question,answer,labels
1,"What are the benefits of personalized insulin therapy?","Personalized insulin therapy can improve glycemic control, reduce the risk of hypoglycemia, and enhance patient quality of life.",["Benefits", "Personalized Insulin Therapy"]
2,"How does machine learning assist in insulin dosing?","Machine learning algorithms analyze patient data to predict optimal insulin dosing, considering factors like diet, exercise, and glucose levels.",["Machine Learning", "Insulin Dosing"]
3,"Can personalized medicine improve diabetes outcomes?","Yes, personalized medicine, including tailored insulin therapy, can lead to better diabetes control and fewer complications.",["Personalized Medicine", "Diabetes Outcomes"]
4,"What are common patient concerns about insulin therapy?","Patients often worry about the complexity of dosing, potential for hypoglycemia, and inconvenience of injections.",["Patient Concerns", "Insulin Therapy"]
5,"How do healthcare providers tailor insulin therapy for each patient?","Providers consider patient-specific factors such as weight, insulin sensitivity, and lifestyle when customizing insulin regimens.",["Healthcare Providers", "Customized Insulin Therapy"]
Source of the data:
The dataset was generated using the Infinite Dataset Hub and microsoft/Phi-3-mini-4k-instruct using the query 'diabetes Question answers':
- Dataset Generation Page: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=diabetes+Question+answers&dataset=InsulinIntuition&tags=Insulin+Therapy,+Machine+Learning,+Personalized+Medicine
- Model: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- More Datasets: https://huggingface.co/datasets?other=infinite-dataset-hub