{"id":"W4405258561","doi":"10.1186/s40635-024-00697-6","title":"Predictors of VILI risk: driving pressure, 4DPRR and mechanical power ratio—an experimental study","year":2024,"lang":"en","type":"article","venue":"Intensive Care Medicine Experimental","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Mechanical ventilation; Medicine; ARDS; Tidal volume; Lung; Population; Internal medicine; Anesthesia; Respiratory system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000285264,0.0004328503,0.0008033741,0.0002900698,0.0001115014,0.00003117166,0.0001509076,0.0001592088,0.001060401],"category_scores_gemma":[0.0003504217,0.0003252761,0.000145208,0.0001909276,0.0003485073,0.0002553724,0.0001792902,0.0004172411,0.00001072318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001165852,"about_ca_system_score_gemma":0.0001338639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001124505,"about_ca_topic_score_gemma":0.000007685482,"domain_scores_codex":[0.9972148,0.0001487656,0.0006855524,0.0008028724,0.0007930847,0.0003549102],"domain_scores_gemma":[0.9980659,0.00009188487,0.000130515,0.0005022782,0.0007328345,0.0004765471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005063697,0.0006437271,0.02455628,0.00009610142,0.0006282899,0.0007279595,0.08618054,6.783524e-7,0.8819408,0.0004764836,0.003805349,0.0004373625],"study_design_scores_gemma":[0.002492563,0.01684979,0.00194612,0.0003840782,0.00041078,0.0001782038,0.437104,0.0001797553,0.5371708,0.000007355829,0.003050936,0.0002257022],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974719,0.02005071,0.0001440435,0.0001561828,0.0025014,0.001430562,0.00002347112,0.0001946974,0.0007799562],"genre_scores_gemma":[0.9981163,0.0000238908,0.0001005445,0.0007100464,0.0005514098,0.0001156645,0.00005603645,0.00008372332,0.0002423476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3509234,"threshold_uncertainty_score":0.99992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01849971859475951,"score_gpt":0.3309879594647643,"score_spread":0.3124882408700048,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}