{"id":"W3155757398","doi":"10.1097/mcc.0000000000000825","title":"How do we identify the crashing traumatic brain injury patient – the intensivist's view","year":2021,"lang":"en","type":"review","venue":"Current Opinion in Critical Care","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Toronto Western Hospital; University Health Network; University of Toronto; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Traumatic brain injury; Intensivist; Neurointensive care; Intensive care medicine; Modalities; Sedation; Intensive care; Surgery; Psychiatry","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"],"consensus_categories":[],"category_scores_codex":[0.0006284717,0.0006707719,0.002052126,0.0001620082,0.0002822645,0.0005507413,0.000619187,0.0002805519,0.00008835107],"category_scores_gemma":[0.004281306,0.0003560608,0.001414988,0.0007786941,0.0005190361,0.0001482774,0.0002960638,0.002254829,0.00003412164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002097968,"about_ca_system_score_gemma":0.0004408841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000228061,"about_ca_topic_score_gemma":0.000001786066,"domain_scores_codex":[0.9949113,0.001561481,0.001153826,0.0008629948,0.0009403864,0.0005699889],"domain_scores_gemma":[0.9947258,0.003136852,0.0002227953,0.001346647,0.0003735384,0.0001943911],"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":[0.000004672703,0.0001135015,0.000004226724,0.1019692,0.00007095358,0.00001379619,0.001588167,4.26759e-8,6.046123e-8,0.003235192,0.0149659,0.8780344],"study_design_scores_gemma":[0.0001738032,0.0001189908,0.00004216144,0.1489423,0.000612503,0.0001655371,0.005632613,0.000002340348,6.525262e-7,0.0002336762,0.8437556,0.0003198423],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002054316,0.9724258,0.00007159139,0.01590591,0.009444335,0.001874986,0.0001207599,0.00005485554,0.00008128113],"genre_scores_gemma":[0.00217078,0.9955317,0.0000262126,0.0003641778,0.0008897946,0.0006654031,0.0002561953,0.00007695646,0.0000187658],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8777145,"threshold_uncertainty_score":0.9998891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2619443396608632,"score_gpt":0.4768630941264964,"score_spread":0.2149187544656331,"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."}}