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.

预测模型自学教程：从数据清洗到模型外部验证（R 语言）

Developed ML algorisms on transcriptomics landscapes identi-fies SPON1 and ALDH1A2 as candidate prognostic biomarkers in TME and serous ovarian cancer progression

Reproducible regulatory transfer analysis for CRISPR interference in primary human CD4 T cells

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

Biomedical abstract sentence classification workflow with calibration and external validation

Reproducible datasets, computational workflows, and model implementations for externally validated tabular foundation models and explainable concrete compressive strength prediction.

Designed and validated a computational oncology pipeline for hepatocellular carcinoma using RNA expression data, integrating machine learning, survival analysis, SHAP explainability, tumor microenvironment deconvolution, and multi-cohort external validation for precision medicine applications.

Analysis code and de-identified local validation cohort for a GCS-free long-term mortality model in critically ill patients with acute brain injury

Independent, reproducible evaluation of diagnostic and predictive-ML classifiers from model outputs and labels only. Standard-library Python. Implements the published METH-0.2 method.

혈액 DNA 메틸화 8개 코호트(5,541명)로 학습한 연령 예측 Elastic Net. 코호트 단위 중첩 교차검증과 잠금 외부 검증(GSE87571 729명, MAE 2.80년)으로 누수 없는 일반화를 검증합니다.

Reproducible pipeline for development and external validation of an early distant recurrence model in stage III colon cancer.

Reproducibility code, processed data, out-of-fold predictions, and machine-readable results for leakage-aware e-commerce product classification using Mercadona and Amazon Reviews 2023.

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.

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

An evidence-driven weekly planning Skill that limits preparation and prompts early external validation.

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

Auditing artifact-driven shortcut learning in diabetic retinopathy models with interpretability and external validation.

Sports activity classification using wearable-device features, XGBoost, and external validation on unseen data.

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