ICU Extubation
Decision Support
Assisting ICU clinicians in evaluating the optimal timing for extubation. Powered by a Multi-timescale Offline Constrained Policy Learning framework trained on MIMIC-IV, balancing extubation failure risk, ICU length of stay, and VAP risk.
Get StartedEvidence-Based
Trained on over 50,000 ICU ventilation episodes from MIMIC-IV
Multi-Objective
Balances extubation failure, ICU stay duration, and VAP risk simultaneously
Constrained Decisions
Incorporates ICU resource constraints into the decision process
Important:
This tool is designed for research and reference purposes only.
It should not be used as the sole basis for clinical decisions. Always rely on
comprehensive clinical assessment, institutional protocols, and professional
judgement when making extubation decisions.