Mechanical Ventilation Management on Pulse Physiology Engine Mild ARDS cohort
2,880.41Oxygen Metric ValueVentAgent
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| VentAgentBackbone=gpt-4o-mini2026.06 | 2,880.41 | 338.27 | 1,025.54 | |
| ReflexionBackbone=gpt-4o-mini2026.06 | 2,825.64 | 248.18 | 770.21 | |
| ToTBackbone=gpt-4o-mini2026.06 | 2,692.59 | 232.65 | 728.34 | |
| DebateBackbone=gpt-4o-mini2026.06 | 2,575.13 | 218.49 | 690.12 | |
| ReActBackbone=gpt-4o-mini2026.06 | 2,490.86 | 212.53 | 668.49 | |
| Self-Consist.Backbone=gpt-4o-mini2026.06 | 2,340.28 | 195.84 | 620.41 | |
| CoTBackbone=gpt-4o-mini2026.06 | 2,265.42 | 188.29 | 598.14 | |
| Few-ShotBackbone=gpt-4o-mini2026.06 | 2,155.17 | 160.14 | 548.38 |