{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02435107,0.001059516,0.0005005975,0.002848437,0.0004755745,0.001823977,0.001280969,0.001092598,0.0007878979],"category_scores_gemma":[0.1138863,0.0004185463,0.0009904659,0.001262164,0.0007996793,0.001781009,0.001799045,0.00100954,0.0003993745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001402244,"about_ca_system_score_gemma":0.002302546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003669767,"about_ca_topic_score_gemma":0.004324423,"domain_scores_codex":[0.9866839,0.006544974,0.001896222,0.001551704,0.002755256,0.0005679884],"domain_scores_gemma":[0.9359558,0.03211931,0.01443926,0.004246077,0.01217748,0.001061983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001604064,0.0001521894,0.9727314,0.00005742372,0.00008295033,0.00003536315,0.0001265398,0.003664751,0.000247879,0.0002482819,0.0007664408,0.02172641],"study_design_scores_gemma":[0.0001888248,0.001355741,0.836749,0.0002919698,0.000183035,0.000530762,0.0006307149,0.154102,0.002513478,0.001362481,0.002036955,0.00005500117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9371353,0.0006216991,0.05604567,0.0006606375,0.0001160195,0.0009837993,0.00254121,0.0002926466,0.001602842],"genre_scores_gemma":[0.9508898,0.0001532119,0.04557798,0.0001460685,0.00003306803,0.0006895829,0.002354569,0.00002700417,0.0001286595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02435107,"threshold_uncertainty_score":0.1287823,"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."}}