What the model produces
The figures and report cards below are real, unmodified output from the APEX pipeline — not mockups. This page is a static showcase; the interactive Gradio dashboard runs locally with make ui.
Clinical decision-support tool that reads 12-lead ECGs, detects abnormalities across 71 diagnostic categories, and generates grounded plain-English explanations with confidence-based review gating.
The figures and report cards below are real, unmodified output from the APEX pipeline — not mockups. This page is a static showcase; the interactive Gradio dashboard runs locally with make ui.
Each report carries per-finding confidence, lead attribution, review flags, and a consistency check between the written explanation and the detector’s own saliency. Note the grounding conflict flag in the first card — the system reports when its explanation cites a lead that its saliency does not support.
Findings: Regular rhythm with normal P waves preceding each QRS. Abnormal QRS morphology. Pathological Q waves in the inferior (II, III, and aVF) leads. Impression: Findings consistent with sinus rhythm. Inferior myocardial infarction.
Findings: Irregularly irregular rhythm without discernible P waves. Intermittent failure of P-wave conduction to the ventricles. Low QRS voltage in the frontal and precordial leads. Non-specific ST-segment changes. Abnormal QRS morphology. Pathological Q waves in the anterior (V2, V3, and V4) leads. Impression: Findings consistent with atrial fibrillation. Atrial flutter. Paroxysmal supraventricular tachycardia. Supraventricular arrhythmia. Supraventricular tachycardia. Second-degree AV block. Non-specific ST changes. Anterior myocardial infarction.