external-validation

AI-powered chest X-ray pneumonia detection with 86% accuracy and 96.4% sensitivity, validated on an independent (cross-operator) cohort of 485 pediatric samples. Built with TensorFlow & FastAPI.

Interpretable TCGA-BRCA RNA-seq breast cancer subtype classification with ML, SHAP, pathway enrichment, and METABRIC external validation.

Benchmark honesto de descriptores de imagen para clasificar lesiones cutaneas dermatoscopicas (ISIC): 390 combinaciones descriptor x algoritmo, control del efecto de lote y validacion externa entre instituciones. AUC 0.741 fuera del archivo de entrenamiento.

Biomedical abstract sentence classification workflow with calibration and external validation

Reserved-hospital evaluation of domain shift, calibration, and operating-point transportability in histopathology.

Auditable CROSS-WELL protocol and reproducible field-level ROP validation evidence

근감소증 예측 멀티모달 ML - 체성분/악력/음성/터치 피처, CatBoost+앙상블, 다기관 외부검증 (부트스트랩 AUC CI, 합성 데이터로 재현)

Interpretable machine-learning prediction and transportability assessment of late or persistent delirium in older ICU patients using MIMIC-IV and eICU-CRD.

Audit whether a medical-ML result measures biology or the lab that produced the data.

Independent external validation, recalibration & fairness audit of EchoNext-Mini (AI-ECG for structural heart disease) in MIMIC-IV

Evidence-aware somatic variant pathogenicity classifier. Benchmarks a Cross-Attention fusion network over ESM-2 protein embeddings against LightGBM, with gene-disjoint external validation and a leakage-audit for Type-1 circularity.

Reproducibility package for auditing outcome-ascertainment drift in external clinical prediction-model validation.