预测模型自学教程：从数据清洗到模型外部验证（R 语言）
Clinical prediction model for breast fine-needle aspirates: bootstrap validation, calibration and decision curve analysis on the WDBC data
Threshold-Exceeding Cumulative Area (TECA) feature extraction and the XGBoost-based dynamic CLABSI prediction pipeline.
Lumbar Fusion Digital Twin (LF-DT): calibrated multi-outcome prediction with g-computation counterfactual re-simulation of operative decisions, benchmarked against doubly robust AIPW.
NHS PROM knee-replacement outcome prediction models, publication figures, reproducibility code, and research-use calculator.
Reproducible pipeline for development and external validation of an early distant recurrence model in stage III colon cancer.
R 语言实战临床预测模型教程代码
Deployment-gated severe AKI dynamic prediction workflow using MIMIC-IV and eICU
Pre-registered reanalysis of gut-microbiota-derived TMAO in 750 post-PCI patients. Tests whether TMAO adds information beyond choline, betaine and carnitine for recurrent angina, and whether whole-panel discrimination survives honest out-of-fold validation.
Predicting whether anti-seizure medication withdrawal will hold in children with epilepsy. Nested patient-grouped cross-validation across seven model families, selected on the Brier score and reported as IPA, AUROC and calibration slope. Ships with a synthetic cohort, so the full pipeline runs without patient data.
Non-invasive staging of primary biliary cholangitis (Mayo Clinic cohort, 1974-84): leakage-safe pipeline, nested CV, benchmark against Mayo and APRI scores, rule-out threshold, Streamlit demo, bilingual EN/ES
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