User contributions for Husam Shakour
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17 March 2025
- 06:0606:06, 17 March 2025 diff hist +6 m Development and validation of a reinforcement learning algorithm to dynamically optimize mechanical ventilation in critical care →Major Points
- 06:0606:06, 17 March 2025 diff hist +5 m Development and validation of a reinforcement learning algorithm to dynamically optimize mechanical ventilation in critical care →Criticisms
- 06:0606:06, 17 March 2025 diff hist +10 m Development and validation of a reinforcement learning algorithm to dynamically optimize mechanical ventilation in critical care →Secondary Outcomes
- 06:0506:05, 17 March 2025 diff hist +3 Development and validation of a reinforcement learning algorithm to dynamically optimize mechanical ventilation in critical care →Primary Outcomes
- 06:0506:05, 17 March 2025 diff hist +4 Development and validation of a reinforcement learning algorithm to dynamically optimize mechanical ventilation in critical care →Interventions
- 06:0506:05, 17 March 2025 diff hist +2 m Development and validation of a reinforcement learning algorithm to dynamically optimize mechanical ventilation in critical care →Baseline Characteristics
- 06:0506:05, 17 March 2025 diff hist +2 m Development and validation of a reinforcement learning algorithm to dynamically optimize mechanical ventilation in critical care →Exclusion Criteria
- 06:0406:04, 17 March 2025 diff hist +2 Development and validation of a reinforcement learning algorithm to dynamically optimize mechanical ventilation in critical care →Inclusion Criteria
- 06:0406:04, 17 March 2025 diff hist +6 Development and validation of a reinforcement learning algorithm to dynamically optimize mechanical ventilation in critical care →Design
- 01:5501:55, 17 March 2025 diff hist +5,636 N Development and validation of a reinforcement learning algorithm to dynamically optimize mechanical ventilation in critical care The study showed a 40-42% improvement in performance return compared to clinician-guided ventilation, with VentAI following lung-protective strategies more effectively and making more frequent adjustments. However, as a retrospective study, it lacks real-world validation, and prospective clinical trials are needed to confirm its safety and effectiveness before clinical implementation.