Dr. Han · Clinical ML
formalPromising with moderate methodological risk
Excellent transparency profile. Please expand failure analysis for edge-case arrhythmia windows.
Novelty 4/5 · Rigor 3/5 · Repro 5/5 · Impact 4/5
Biomedical AI · community reviewed · v2
Diffusion Model for Low-resource Clinical Signal Reconstruction with Public Audit Trails
We propose a living-paper workflow where model updates are versioned and all review artifacts remain citable. The method focuses on noisy bedside signals and includes code-level reproducibility metadata.
Author: Mina Park (0000-0002-1287-4421)
AI Novelty
78
AI Rigor
72
AI Reproducibility
84
AI Translation
81
Open Reviews (2)
Sora Kim · Signal Processing
commentNeeds additional baseline comparison
Would like to see one classic non-neural baseline and data split details clarified.
Novelty 4/5 · Rigor 3/5 · Repro 4/5 · Impact 3/5
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