{"id":"W571868515","doi":"","title":"Concussion history and prevention in athletes participating in contact sports at Canadian universities","year":2004,"lang":"en","type":"book","venue":"UMI eBooks","topic":"Inclusion and Disability in Education and Sport","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Concussion; Athletes; Psychology; Medical education; Medicine; Advertising; Physical therapy; Injury prevention; Medical emergency; Business; Poison control","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005122804,0.0001132656,0.0001955086,0.0002215763,0.0002420482,0.00001308637,0.00007689781,0.0002562489,0.001569728],"category_scores_gemma":[0.00003227242,0.0001242065,0.00004409814,0.00001970519,0.0002455378,0.00005119366,0.00003254469,0.0001746607,0.000006403501],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01369737,"about_ca_system_score_gemma":0.01178038,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1962119,"about_ca_topic_score_gemma":0.8726678,"domain_scores_codex":[0.9990234,0.00007759895,0.0002334116,0.0002049029,0.000210995,0.0002496311],"domain_scores_gemma":[0.9995314,0.00004478786,0.000103403,0.00009471033,0.00003247987,0.0001932314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007273345,0.0001181695,0.03742496,0.0001938056,0.00001351545,0.0002491523,0.6071482,0.00001169577,0.000008387411,0.3177345,0.01912106,0.01790386],"study_design_scores_gemma":[0.0003140089,0.000018679,0.006572632,0.0004700357,0.000009526056,7.844039e-7,0.01590405,0.000003141665,0.000001696416,0.005473547,0.9710338,0.0001981011],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1750291,0.0001839002,1.612031e-7,0.0002198257,0.0003379549,0.0002636808,0.000004459914,0.00001561835,0.8239453],"genre_scores_gemma":[0.3690699,0.00002128004,0.000007050029,0.0002221169,0.00006196015,0.00001361178,0.00002241356,0.00000596747,0.6305757],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9519128,"threshold_uncertainty_score":0.999343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02695901322453197,"score_gpt":0.2936651379783859,"score_spread":0.266706124753854,"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."}}