{"id":"W2548476089","doi":"10.1016/j.injury.2016.10.042","title":"Hospital length of stay following admission for traumatic brain injury in a Canadian integrated trauma system: A retrospective multicenter cohort study","year":2016,"lang":"en","type":"article","venue":"Injury","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National d'Excellence en Santé et en Services Sociaux; Université Laval","funders":"","keywords":"Medicine; Retrospective cohort study; Emergency medicine; Traumatic brain injury; Injury Severity Score; Population; Cohort study; Mechanical ventilation; Cohort; Poison control; Pediatrics; Injury prevention; Internal medicine; Psychiatry","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":[0.001456378,0.001265846,0.001286977,0.003836449,0.00477004,0.00308128,0.003753703,0.001998782,0.002798001],"category_scores_gemma":[0.004513785,0.001293516,0.002109606,0.01028303,0.001480678,0.001849485,0.00223198,0.002232292,0.000364109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02513537,"about_ca_system_score_gemma":0.03003989,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9548135,"about_ca_topic_score_gemma":0.9659232,"domain_scores_codex":[0.9975191,0.000167831,0.0002175976,0.0004668453,0.000577668,0.001050945],"domain_scores_gemma":[0.9946834,0.0002527643,0.001491694,0.0002536043,0.001924604,0.001393895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007190975,0.00004220589,0.9985454,0.00001232605,0.000111963,0.0001049654,0.0002927767,0.00002917131,0.00004751236,0.00003152011,0.0003384894,0.0003716806],"study_design_scores_gemma":[0.000007208273,0.00002831308,0.9983243,0.00001565305,0.00004194134,0.00009927018,0.001181117,0.0001059773,0.00001040939,0.00001029953,0.0001601219,0.00001543901],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957312,0.0004587654,0.00005917599,0.000198421,0.00001918382,0.00004742411,0.002791139,0.000007447947,0.0006871887],"genre_scores_gemma":[0.9966325,0.000384594,0.0001301294,0.000143678,0.00002002372,0.00003250958,0.00236538,0.000006448131,0.0002846942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04518646,"threshold_uncertainty_score":0.1823708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01454637699096458,"score_gpt":0.305972743576685,"score_spread":0.2914263665857204,"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."}}