Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when working with electronic health records (EHR), clinical prediction tasks (mortality, readmission, drug recommendation), medical coding systems (ICD, NDC, ATC), physiological signals (EEG, ECG), healthcare datasets (MIMIC-III/IV, eICU, OMOP), or implementing deep learning models for healthcare applications (RETAIN, SafeDrug, Transformer, GNN).

用于开发、测试和部署临床数据机器学习模型的综合性医疗人工智能工具包。当处理电子健康记录（EHR）、临床预测任务（死亡率、再入院、药物推荐）、医学编码系统（ICD、NDC、ATC）、生理信号（EEG、ECG）、医疗数据集（MIMIC-III/IV、eICU、OMOP）或为医疗应用实现深度学习模型（如RETAIN、SafeDrug、Transformer、GNN）时，应使用此技能。