A four-stage pipeline that converts 12-lead ECG data into clinically-stratified glucose estimates — no blood required.
Ablation studies are the backbone of rigorous ML research, but most papers get them wrong. Here's how to design experiments that actually answer the right questions — and convince reviewers you know what you're doing.
Why would your heartbeat tell you anything about your blood sugar? The surprising physiological mechanisms linking cardiac electrical activity to glycemic state — and why this relationship is harder to model than it looks.
MIMIC-IV is one of the most powerful clinical datasets available — and one of the most frustrating. BigQuery schemas, temporal alignment pitfalls, pharmacological confounding, and the leakage traps nobody warns you about.