Open Science & Critical Care Intelligence

Phalet.

Bridging physiological intuition, clinical rigor, and machine intelligence for reproducible critical care research.

MIMIC-IV Hemodynamic Instability Pipeline

An open-source deep learning & gradient boosting framework designed to detect early signals of septic shock and vascular collapse using continuous ICU vitals.

PhysioNet MIMIC-IV DuckDB Time-Series PyTorch In Development

Local Zero-Leakage Reproducibility

Strict compliance with PhysioNet Data Use Agreements (DUA). All clinical data preprocessing and model inference execute strictly within isolated local environments with zero external data exposure.

Data Privacy DUA Compliant LightGBM Polars