{"id":"W7105130884","doi":"10.71781/27512","title":"Comparative costs and outcomes of traumatic brain injury from biking accidents with or without helmet use","year":2014,"lang":"en","type":"dissertation","venue":"Papyrus : Institutional Repository (Université de Montréal)","topic":"Injury Epidemiology and Prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Poison control; Traffic accident; Traumatic brain injury; Port (circuit theory); Intensive care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007028406,0.0003255497,0.0003473288,0.002401193,0.0007824785,0.001002321,0.0008609179,0.0006590902,0.002911226],"category_scores_gemma":[0.005265356,0.0002635105,0.0007991445,0.002873059,0.000573331,0.0008537931,0.001240639,0.0006204965,0.0002220015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004050175,"about_ca_system_score_gemma":0.003143353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3578205,"about_ca_topic_score_gemma":0.4885938,"domain_scores_codex":[0.9988576,0.0002718034,0.0001207666,0.0001179801,0.0002754995,0.0003563481],"domain_scores_gemma":[0.9969531,0.0003058961,0.001622749,0.0001025962,0.000597536,0.0004180578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001306496,0.00004861039,0.9963207,0.00006733192,0.0002443537,0.00009499471,0.0001304947,0.0001877318,0.00003616902,0.00007874429,0.000188065,0.002472112],"study_design_scores_gemma":[0.000003011343,0.00005504587,0.9990895,0.00002875542,0.00004245137,0.00007188528,0.0004560018,0.00008775098,0.00001133319,0.00002614383,0.0001241931,0.000003894634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99604,0.001178435,0.00005830652,0.0001849635,0.00001060404,0.0000185441,0.001606694,0.000001455153,0.0009010221],"genre_scores_gemma":[0.9973144,0.0009129593,0.00005289512,0.00003342382,0.00001858482,0.0000239779,0.001351706,0.000001406927,0.00029069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3578205,"threshold_uncertainty_score":0.7114755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02035905382234527,"score_gpt":0.2736406643157793,"score_spread":0.2532816104934341,"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."}}