MIMIC-IV

MIMIC-IV is a database containing data from 47,144 ICU stays used to evaluate medication dosing policies for sedation and analgesia in intensive care settings.

Papers using MIMIC-IV (10)

PERRY: Policy Evaluation with Confidence Intervals using Auxiliary Data2025 · 2 citesAgentifying Patient Dynamics within LLMs through Interacting with Clinical World Model2026On Safer Reinforcement Learning for Sedation and Analgesia in Intensive Care2026Benchmarking Offline Multi-Objective Reinforcement Learning in Critical Care2025A Reinforcement Learning Approach to Synthetic Data Generation2025DeepEN: A Deep Reinforcement Learning Framework for Personalized Enteral Nutrition in Critical Care2025MORE-CLEAR: Multimodal Offline Reinforcement learning for Clinical notes Leveraged Enhanced State Representation2025Reinforcement Learning for Out-of-Distribution Reasoning in LLMs: An Empirical Study on Diagnosis-Related Group Coding2025Identifying Differential Patient Care Through Inverse Intent Inference2024Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework2024