{"id":"W4415999244","doi":"10.1097/ccm.0000000000006931","title":"Approaches to Mechanical Ventilation in Patients With and Without Acute Brain Injury: A Registry-Based Cohort Study","year":2025,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lungpacer Medical (Canada); Sunnybrook Health Science Centre; University of Toronto; University Health Network; Toronto General Hospital; Health Sciences Centre","funders":"","keywords":"Mechanical ventilation; Cohort study; Cohort; Respiratory system; Ventilation (architecture); Retrospective cohort study","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001340162,0.0003464369,0.0006134973,0.00113789,0.0007628488,0.001033093,0.0006819665,0.0004740628,0.001335147],"category_scores_gemma":[0.003648503,0.000490188,0.0007575773,0.002539077,0.0003736435,0.001000138,0.0008921534,0.0006158309,0.0003039675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001098261,"about_ca_system_score_gemma":0.001644607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04311029,"about_ca_topic_score_gemma":0.06825904,"domain_scores_codex":[0.9983157,0.0002922171,0.0002909191,0.0004833336,0.000291039,0.0003267369],"domain_scores_gemma":[0.9958782,0.0003721198,0.002509037,0.0003562423,0.0004149163,0.0004695157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006278171,0.00001368684,0.999454,0.00000527015,0.00003935164,0.00003243631,0.00006067927,0.00001148866,0.00002936302,0.000006780165,0.00004492218,0.0002393377],"study_design_scores_gemma":[0.0000165457,0.0001092597,0.9990389,0.000009947989,0.00004006872,0.0001823915,0.0003579117,0.00009739268,0.00002148759,0.000007603791,0.0001128743,0.000005532367],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986075,0.0001150339,0.00008386379,0.00002272471,0.000004341658,0.00002367929,0.0009306357,0.000002462258,0.000209834],"genre_scores_gemma":[0.998548,0.0001107668,0.0001031431,0.00002914949,0.000008865505,0.00003884841,0.001087523,0.000002219844,0.0000714843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04311029,"threshold_uncertainty_score":0.08571869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03852197566270892,"score_gpt":0.3311655631560625,"score_spread":0.2926435874933536,"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."}}