MIMIC-IV ICU 시계열로 패혈증을 조기예측하고, 성능이 처치 흔적(지름길)에서 나오는지 사전등록 기준으로 감사함
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Oct 2, 2026 - Python
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tripod-ai
Here are 9 public repositories matching this topic...
흉부 X선과 EHR 로 30일 재입원을 예측하고, 누수, 보정, 서브그룹, 결측 모달리티로 성능 숫자를 검증함
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Oct 2, 2026 - Python
Independent reproduction and external validation of image-based deep learning prognostic models for head and neck cancer (Mateus et al., Sci Rep 2023): exact & statistical reproducibility, external validation on an Indian cohort, and CLAIM + TRIPOD+AI audit. Includes code, data, model weights and logs.
deep-learning cnn pytorch open-science medical-imaging reproducibility radiotherapy radiation-oncology replication-study outcome-prediction tcia ai-in-healthcare ct-imaging prognostic-models tripod-ai head-neck-cancer external-validation claim-checklist
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Nov 4, 2026 - Python
Antenatal preterm-birth risk model on CDC NVSS Natality data — TRIPOD+AI reporting, temporal external validation, leakage guard, calibration, decision-curve analysis, SHAP, and subgroup fairness. Fully reproducible.
data-science machine-learning healthcare calibration epidemiology fairness shap preterm-birth tripod-ai clinical-prediction
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Jul 11, 2026 - Python
Analysis code: staged prediction of prolonged hospital stay after coronary artery bypass grafting (UK national cardiac surgery registry), regression vs machine learning, temporal evaluation, TRIPOD+AI.
python machine-learning xgboost explainable-ai shap cabg length-of-stay tripod-ai cardiac-surgery clinical-prediction-model
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Nov 5, 2026 - Python
Periodontitis risk screening from 14 self-reported questions — temporally validated on NHANES, calibrated, TRIPOD+AI. Private in-browser app + pip package.
javascript python machine-learning calibration screening dentistry nhanes risk-prediction clinical-prediction-models tripod-ai periodontitis dentistry-software clinical-prediction-model dental-public-health periodontal-disease
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Oct 30, 2026 - Python
Independent reproduction and external validation of image-based deep learning prognostic models for head and neck cancer (Mateus et al., Sci Rep 2023): exact & statistical reproducibility, external validation on an Indian cohort, and CLAIM + TRIPOD+AI audit. Includes code, data, model weights and logs.
deep-learning cnn pytorch open-science medical-imaging reproducibility radiotherapy radiation-oncology replication-study outcome-prediction tcia ai-in-healthcare ct-imaging head-and-neck-cancer tripod-ai external-validation prognostic-model claim-checklist
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Nov 4, 2026 - Python
Single-lead ECG repurposed for sleep apnea detection on real PhysioNet data, with recording-level leakage-aware validation across three model-complexity tiers (logistic regression, gradient-boosted trees, 1D-CNN).
machine-learning deep-learning signal-processing scikit-learn pytorch ecg physionet heart-rate-variability sleep-apnea tripod-ai clinical-ml device-repurposing
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Aug 31, 2026 - Python
Single-visit clinical model to predict problematic levodopa-induced dyskinesia in Parkinson's disease. Calculator and analysis code.
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Aug 31, 2026 - Python
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