{"id":"W2125376335","doi":"10.1136/bjsports-2012-091480","title":"Sport concussion knowledge base, clinical practises and needs for continuing medical education: a survey of family physicians and cross-border comparison","year":2012,"lang":"en","type":"article","venue":"British Journal of Sports Medicine","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Concussion; Neurocognitive; Medicine; Grading (engineering); Context (archaeology); Family medicine; Physical therapy; Poison control; Injury prevention; Cognition; Medical emergency; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009111207,0.0001713039,0.0013592,0.0002431548,0.00007542032,0.00002190817,0.0001042494,0.0002033066,0.0002985541],"category_scores_gemma":[0.006272576,0.0001451046,0.00009648689,0.0003178063,0.001022811,0.0002530915,0.00005122098,0.0006714842,5.077189e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003326162,"about_ca_system_score_gemma":0.00074191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002420143,"about_ca_topic_score_gemma":0.00002256204,"domain_scores_codex":[0.9964563,0.0001231765,0.001869925,0.0001852916,0.000991435,0.0003738233],"domain_scores_gemma":[0.9953697,0.001089151,0.001028415,0.000169328,0.001505127,0.0008382725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005676349,0.0006393077,0.5037802,0.0002391891,0.0000677242,0.00003763382,0.0005576974,3.056384e-8,0.00002702522,0.00002967568,0.01378644,0.4802674],"study_design_scores_gemma":[0.005500025,0.0006996338,0.9616567,0.01093253,0.0002265054,0.00451454,0.001957438,0.00004396337,0.00003398461,0.00001461646,0.01430246,0.0001175888],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9548378,0.04148776,0.0002929047,0.0008946924,0.000993353,0.0004736577,0.00001379537,0.00001022035,0.0009958195],"genre_scores_gemma":[0.9909214,0.005388937,0.001066584,0.0004194211,0.001526559,0.000006802107,0.00003960254,0.00003365921,0.0005969862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4801498,"threshold_uncertainty_score":0.7509313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.098158490339953,"score_gpt":0.5045481486725408,"score_spread":0.4063896583325878,"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."}}