{ "checkpoints": [ { "filename": "v1_best.pth", "description": "Beat-age beat-level Net1D model trained on the UK Biobank Development Cohort.", "architecture": "Net1D", "input": "segmented 12-lead ECG beats", "output": "predicted biological age in years", "parameters": 397178, "size_bytes": 1664095, "sha256": "1e69607e062a6e8dd85d808a037ab7dbc556b138cd3d273182a29b858d26821d", "source_path": "ckpts/v1_best.pth" } ], "paper": { "title": "Beat-Level Electrocardiographic Biological Age and Its Variability as Digital Biomarkers for Cardiovascular Risk Stratification", "citation_key": "beatage2026", "year": 2026 }, "official_github": "https://github.com/chiangfish/beat-age" }