{"id":"W4312019689","doi":"10.1017/cjn.2022.346","title":"Medical Care Among Individuals with a Concussion in Ontario: A Population-based Study","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; Institute for Clinical Evaluative Sciences; University of Toronto; Toronto Rehabilitation Institute; University Health Network","funders":"","keywords":"Concussion; Medicine; Neurosurgery; Neurology; Diagnosis code; Population; Medical record; Pediatrics; Emergency medicine; Injury prevention; Poison control; Physical therapy; Family medicine; Psychiatry; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002979119,0.0002346874,0.0003056355,0.001166094,0.001600856,0.0009054146,0.00071145,0.0004403199,0.001552976],"category_scores_gemma":[0.001414701,0.0003747459,0.0004196673,0.003848541,0.0004394946,0.0005042261,0.0007265353,0.0004881646,0.0002504813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008422797,"about_ca_system_score_gemma":0.007988248,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9000139,"about_ca_topic_score_gemma":0.9399346,"domain_scores_codex":[0.9993224,0.00003792695,0.00006534717,0.0001061165,0.0002959745,0.0001722294],"domain_scores_gemma":[0.9987624,0.00005204032,0.0005627486,0.00004079681,0.00030486,0.0002770397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001462198,0.00002210038,0.9983819,0.00002183955,0.00001573592,0.0000563455,0.0004107376,0.00001210116,0.00007242713,0.00001050931,0.0003499898,0.0006317122],"study_design_scores_gemma":[0.000002671858,0.00001412692,0.9991788,0.00001275443,0.00000696345,0.00003325795,0.000410544,0.00003138294,0.000005426027,0.000003229189,0.0002988865,0.000001946177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936997,0.0003472925,0.00004112111,0.0002424045,0.000007057625,0.00005732692,0.003682164,0.000006249264,0.001916596],"genre_scores_gemma":[0.9975357,0.0003945209,0.00007925653,0.000116537,0.00001000904,0.00003487994,0.001436409,0.000002239424,0.0003904061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09998614,"threshold_uncertainty_score":0.2011499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05618137182051452,"score_gpt":0.3191077975967803,"score_spread":0.2629264257762658,"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."}}