pyhealth

SKILL.md

PyHealth: Healthcare AI Toolkit

Overview

PyHealth is a comprehensive Python library for healthcare AI that provides specialized tools, models, and datasets for clinical machine learning. Use this skill when developing healthcare prediction models, processing clinical data, working with medical coding systems, or deploying AI solutions in healthcare settings.

When to Use This Skill

Invoke this skill when:

Working with healthcare datasets: MIMIC-III, MIMIC-IV, eICU, OMOP, sleep EEG data, medical images

Clinical prediction tasks: Mortality prediction, hospital readmission, length of stay, drug recommendation

Medical coding: Translating between ICD-9/10, NDC, RxNorm, ATC coding systems

Processing clinical data: Sequential events, physiological signals, clinical text, medical images

Implementing healthcare models: RETAIN, SafeDrug, GAMENet, StageNet, Transformer for EHR

Evaluating clinical models: Fairness metrics, calibration, interpretability, uncertainty quantification

Core Capabilities