What types of models are available in this skill?

The skill provides access to over 33 models, including general-purpose architectures like Transformers and GNNs, and healthcare-specific ones like RETAIN, SafeDrug, and StageNet.

Can PyHealth help with medical code translation?

Yes, it includes specialized tools for mapping and translating between systems like ICD-9/10, NDC, RxNorm, and ATC.

What healthcare datasets does PyHealth support?

PyHealth supports major datasets including MIMIC-III, MIMIC-IV, eICU, OMOP, and various physiological signal datasets like SleepEDF.

How does PyHealth handle patient privacy and data splitting?

PyHealth provides built-in functions to split data by patient ID, preventing data leakage and ensuring that a patient's data does not appear in both training and testing sets.

PyHealth

Name: PyHealth
Author: jimmc414

byjimmc414

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324

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数据科学与机器学习

Builds and deploys specialized machine learning models for clinical healthcare data and electronic health records.

PyHealth is a comprehensive healthcare AI toolkit designed to streamline the development of clinical prediction models using electronic health records (EHR), medical imaging, and physiological signals. By providing a modular 5-stage pipeline—covering data loading, task definition, model selection, training, and deployment—it enables researchers and developers to implement state-of-the-art architectures like RETAIN and SafeDrug while handling complex medical coding systems such as ICD-10 and ATC. It is optimized for scientific discovery and high-performance healthcare data processing.

主要功能

01Standardized data loaders for MIMIC-III/IV, eICU, and OMOP datasets

02Automated medical coding translation across ICD, NDC, RxNorm, and ATC systems

03Library of 33+ deep learning models optimized for clinical prediction tasks

04Predefined workflows for mortality, readmission, and drug recommendation

05Advanced evaluation tools for clinical fairness, calibration, and interpretability

06324 GitHub stars

使用场景

01Predicting ICU patient mortality and hospital readmission risk

02Analyzing physiological signals like EEG and ECG for sleep disorder diagnosis

03Generating safe medication recommendations with drug-drug interaction constraints

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jimmc414/kosmos pyhealth

For use in Claude.ai and ChatGPT

Download Skill