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Papers Benchmarks Datasets Tasks

Mechanical Ventilation Management research benchmarks · SOTA2 Research

Mechanical Ventilation Management

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Pulse Physiology Engine Severe ARDS cohort

2,240.33Oxygenation Index (r_oxy)

8

Jun 4, 2026

Pulse Physiology Engine Moderate ARDS cohort

2,695.89Physiological Reading (Oxy)

8

Jun 4, 2026

Pulse Physiology Engine Mild ARDS cohort

2,880.41Oxygen Metric Value

8

Jun 4, 2026

Interactive Digital Twins

22.45Safety Constraint Rate

5

Mar 13, 2026

Popular datasets

Pulse Physiology Engine Interactive Digital Twins

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