{"id":"W4407031906","doi":"10.1097/01.ccm.0001100276.57649.60","title":"403: REDUCING OVERASSISTANCE IN NEUROSURGICAL PATIENTS IS SAFE AND IMPROVES LUNG VENTILATION HOMOGENEITY","year":2025,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Lung ventilation; Anesthesia; Intensive care medicine; Homogeneity (statistics); Lung; Emergency medicine; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003681691,0.0002456846,0.0003166038,0.000204171,0.0005010252,0.0007270977,0.0003360379,0.0004701985,0.01033677],"category_scores_gemma":[0.002161047,0.00006971297,0.0003707401,0.0001785523,0.0002203186,0.0003633396,0.00057473,0.0007924432,0.00138361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006173289,"about_ca_system_score_gemma":0.001834096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00241447,"about_ca_topic_score_gemma":0.004047985,"domain_scores_codex":[0.9998048,0.00003261756,0.00001927651,0.00002332335,0.00005546672,0.00006455833],"domain_scores_gemma":[0.9994426,0.00008655708,0.0001378204,0.00002855324,0.00007662201,0.0002277569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01136224,0.005491055,0.2532557,0.0007095027,0.0006520867,0.001320821,0.0008852049,0.001414939,0.0329903,0.00169179,0.02841354,0.6618127],"study_design_scores_gemma":[0.001014318,0.01037912,0.9328862,0.0006565104,0.0004989007,0.002684155,0.001505543,0.002030417,0.01446917,0.003868246,0.02992364,0.00008384328],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758489,0.001847389,0.001008346,0.006313238,0.0005897087,0.00006863884,0.0002389358,0.0001095011,0.01397536],"genre_scores_gemma":[0.9941717,0.0007859187,0.0007679743,0.001887765,0.0002247663,0.0000417588,0.0002038616,0.00002205391,0.001894266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01033677,"threshold_uncertainty_score":0.03457999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01261107587803822,"score_gpt":0.32027198030713,"score_spread":0.3076609044290918,"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."}}