tripod-ai

AI-powered selfhosted 3D generation and asset creation platform like Tripo Ai, Meshy ai, hyper 3d with a GPU-accelerated pipeline for generating, processing, optimizing, and exporting 3D assets.

This repository aim to provide a simple summary of ML reporting guidelines.

Bilingual TRIPOD+AI Excel workflow for clinical prediction-model reporting, evidence tracking, and manuscript action planning.

MIMIC-IV ICU 시계열로 패혈증을 조기예측하고, 성능이 처치 흔적(지름길)에서 나오는지 사전등록 기준으로 감사함

흉부 X선과 EHR 로 30일 재입원을 예측하고, 누수, 보정, 서브그룹, 결측 모달리티로 성능 숫자를 검증함

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.

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.

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.

Periodontitis risk screening from 14 self-reported questions — temporally validated on NHANES, calibrated, TRIPOD+AI. Private in-browser app + pip package.

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.

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).

Single-visit clinical model to predict problematic levodopa-induced dyskinesia in Parkinson's disease. Calculator and analysis code.