{"id":"W4294908062","doi":"10.1007/s12028-022-01593-1","title":"Mechanical Ventilation in Patients with Traumatic Brain Injury: Is it so Different?","year":2022,"lang":"en","type":"review","venue":"Neurocritical Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Traumatic brain injury; ARDS; Mechanical ventilation; Intensive care medicine; Sedation; Intensive care unit; Population; Neurointensive care; Ventilation (architecture); Intracranial pressure; Anesthesia; Lung","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":[0.001095131,0.001209083,0.003546844,0.00203449,0.0003291132,0.001893982,0.001355213,0.002615317,0.002339845],"category_scores_gemma":[0.002770029,0.0003523879,0.001090335,0.002000756,0.0008748473,0.002053928,0.0008465734,0.003372521,0.0008742723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006042908,"about_ca_system_score_gemma":0.001528735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001369182,"about_ca_topic_score_gemma":0.002721332,"domain_scores_codex":[0.9995419,0.0001033315,0.0001060855,0.00008843548,0.0001220913,0.00003818195],"domain_scores_gemma":[0.9986978,0.0007924499,0.000201831,0.00001828628,0.0002186225,0.00007110507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002478189,0.00007104375,0.0005871241,0.04483678,0.0005215774,0.0003333241,0.00009875336,0.0002384685,0.0005704418,0.002027768,0.03662192,0.9138449],"study_design_scores_gemma":[0.0003567325,0.0004557288,0.006539254,0.06592787,0.002837425,0.00568085,0.0004203296,0.0004055043,0.0004015362,0.005950046,0.9108655,0.0001591082],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002648057,0.9994159,0.00002613808,0.0002800539,0.0001464787,9.205186e-7,0.000003799605,0.000001362468,0.00009887815],"genre_scores_gemma":[0.0003907763,0.9986079,0.00005896255,0.0003633254,0.0005114657,0.000002519292,0.000008713047,5.479428e-7,0.00005573854],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003546844,"threshold_uncertainty_score":0.00782752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06963302373558254,"score_gpt":0.3600004537344446,"score_spread":0.290367429998862,"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."}}