{"id":"W2592585239","doi":"10.1097/pcc.0000000000001120","title":"Development and Prospective Validation of Tools to Accurately Identify Neurosurgical and Critical Care Events in Children With Traumatic Brain Injury*","year":2017,"lang":"en","type":"article","venue":"Pediatric Critical Care Medicine","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Center for Advancing Translational Sciences; Centers for Disease Control and Prevention","keywords":"Medicine; Traumatic brain injury; Intensive care medicine; Prospective cohort study; Critical illness; Emergency medicine; Medical emergency; Critically ill; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003717374,0.0002614576,0.0006510179,0.0002097995,0.0002140203,0.00004589976,0.0001530116,0.0001066629,0.00002802307],"category_scores_gemma":[0.006307361,0.0001941482,0.00004207676,0.0002053191,0.0004400688,0.0002415323,0.0001066077,0.0003046237,0.00000256997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005504304,"about_ca_system_score_gemma":0.0001063491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003958917,"about_ca_topic_score_gemma":0.00002416196,"domain_scores_codex":[0.9977667,0.0001041442,0.0005786011,0.0005691716,0.000651592,0.0003297954],"domain_scores_gemma":[0.9982484,0.0006264287,0.00008414705,0.0003918919,0.0002934319,0.0003556924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004173154,0.0001482847,0.9756078,0.002099645,0.00003023067,0.00005679391,0.00822557,3.1673e-7,0.0001245171,0.0008205397,0.00003953687,0.01242947],"study_design_scores_gemma":[0.002607537,0.001315383,0.9908675,0.0003629592,0.0003557327,0.0001399175,0.002850736,0.000002540404,0.001155451,0.0001091135,0.00003151268,0.0002016056],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940111,0.001161162,0.0001354201,0.003312062,0.0001288073,0.0009942926,0.00002459368,0.00002760315,0.0002049844],"genre_scores_gemma":[0.9984034,0.00004001609,0.0009298442,0.0002441277,0.0002361883,0.00008773054,0.0000278616,0.000024133,0.000006730821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01525974,"threshold_uncertainty_score":0.7917134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0590577767829427,"score_gpt":0.3769221637479037,"score_spread":0.3178643869649609,"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."}}