eicu

An interpretable foundation model of the patient clinical timeline: event forecasting, calibrated time-to-event alerts, and concept-level interpretability, benchmarked head-to-head against tuned GBMs, tabular foundation models, and survival baselines on MIMIC-IV, eICU, and GEMINI via the MEDS standard.

OMOP standardization pipeline for ICU databases

Resources for the Society of Critical Care Medicine (SCCM) Datathon

REMed: Retrieval-Enhanced Medical prediction model

Materials for the BIDMC datathon (Sat 29 Feb 2020)

Analysis code: heart-rate complexity (AC1 & Euler characteristic) as early-warning signals for septic shock — MIMIC-IV v3.1 discovery + eICU-CRD v2.0 external validation

Early longer-stay risk for the renal cohort — a leakage-audited, calibrated, externally-validated clinical-ML case study (dbt + DuckDB + scikit-learn, MIMIC-IV + eICU).

Docker container building scripts for MIMIC-IV, MIMIC-III, and eICU.

Shock-anchor-aware dynamic AMI-CS risk modelling across MIMIC-IV and eICU

Reproducibility package for SAFE-CAP RL: paper policy files and methods code for CAP antibiotic-policy evaluation with local MIMIC-IV/eICU data.

Site-aware temporal EHR validation for ARDS/AHRF using MIMIC-IV and eICU

Multi-module clinical ML framework for real-time ICU mortality prediction, multimorbidity risk scoring, and waveform event detection with automated MLOps drift monitoring and ensemble fusion.

Parsimonious prediction model for infection-related acute brain dysfunction in critically ill patients with connective tissue disease (CTD). Analysis code (SQL + R) and an interactive web risk calculator. MIMIC-IV / eICU-CRD.

Early warning ML pipeline for ICU cardiac arrest risk using eICU-CRD with structured feature engineering and model evaluation.

A multi-dataset ICU pipeline harmonizing MIMIC-IV, eICU-CRD, HiRID, and AmsterdamUMCdb into CLIF 2.1.0 for offline RL research in critical care.

Reproducibility package for auditing outcome-ascertainment drift in external clinical prediction-model validation.

Reproducibility pipeline for "How Few Sensors Are Enough?" (IEEE Access 2026) — minimum vital-sign ML for clinical deterioration on MIMIC-IV + eICU.

Deployment-gated severe AKI dynamic prediction workflow using MIMIC-IV and eICU

COPD/asthma extubation-failure transportability workflow with deployment-gated clinical annotation

Causal-aware temporal prediction package for sepsis-to-septic-shock progression