{"id":"W1990789805","doi":"10.1159/000340068","title":"Towards Development of a Survival Prediction Tool for Pediatric Head Injury","year":2012,"lang":"en","type":"article","venue":"Pediatric Neurosurgery","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Children's Hospital of Eastern Ontario","funders":"","keywords":"Medicine; Glasgow Coma Scale; Receiver operating characteristic; Logistic regression; Head injury; Multinomial logistic regression; Traumatic brain injury; Univariate; Population; Poison control; Injury Severity Score; Injury prevention; Statistics; Emergency medicine; Surgery; Internal medicine; Multivariate statistics; 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":[0.004668179,0.0008345899,0.0008366375,0.00320282,0.0002508405,0.001604281,0.0009729309,0.0007849897,0.001745752],"category_scores_gemma":[0.01876811,0.0002975726,0.0007103108,0.001064365,0.0002053434,0.001020083,0.00066522,0.001039529,0.001046501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006211041,"about_ca_system_score_gemma":0.001391478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002293368,"about_ca_topic_score_gemma":0.001797062,"domain_scores_codex":[0.9988174,0.0004731928,0.0001419253,0.00017152,0.0003226055,0.00007333705],"domain_scores_gemma":[0.9941108,0.003619965,0.0005739652,0.0001571542,0.001305463,0.0002326581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007147195,0.0005345686,0.3132273,0.0004922315,0.0002477979,0.0004525115,0.0003466047,0.04220607,0.006576449,0.003139817,0.01474724,0.6173146],"study_design_scores_gemma":[0.00008219183,0.0006406539,0.07444779,0.0004408633,0.0002637828,0.0008586217,0.0003156991,0.9005186,0.008383187,0.005909463,0.008048251,0.00009079016],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2634296,0.001713967,0.7166042,0.002268165,0.0001759612,0.0006180265,0.004724921,0.007953578,0.002511628],"genre_scores_gemma":[0.4989074,0.000710378,0.4939999,0.0002416418,0.0001038672,0.0006956097,0.004477162,0.000147381,0.0007166408],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004668179,"threshold_uncertainty_score":0.02468795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04373347491452988,"score_gpt":0.2910548974365392,"score_spread":0.2473214225220093,"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."}}