{"id":"W2904290541","doi":"10.1186/s12909-018-1416-7","title":"Concussion education in Canadian medical schools: a 5 year follow-up survey","year":2018,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Manitoba; Toronto Western Hospital; Pan Am Clinic; University of Toronto","funders":"","keywords":"Concussion; Medical education; Suicide prevention; Poison control; Injury prevention; Human factors and ergonomics; Occupational safety and health; Medicine; Curriculum; Psychology; Medical school; Family medicine; Medical emergency; Pedagogy","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":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004365779,0.0001637664,0.0003045226,0.0005555552,0.000101042,0.00003618527,0.0003353857,0.0005282444,0.02125501],"category_scores_gemma":[0.0573809,0.0001388135,0.00005790645,0.0007826188,0.0002690373,0.0001193572,0.00004673274,0.000780205,0.001960108],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007720774,"about_ca_system_score_gemma":0.1723403,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2915967,"about_ca_topic_score_gemma":0.7524118,"domain_scores_codex":[0.9959058,0.0005692985,0.0005541576,0.0004260803,0.001946028,0.0005986532],"domain_scores_gemma":[0.9948168,0.0004547825,0.00007429218,0.0005316217,0.0005662628,0.003556259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002466195,0.0005881202,0.6063092,0.0001407352,0.00001440555,0.000004663298,0.0004726015,1.378209e-8,0.00001417832,0.001157064,0.2589083,0.1321441],"study_design_scores_gemma":[0.002136076,0.0002242246,0.9583061,0.001422242,0.0000151049,0.00008613187,0.001246294,0.000590748,0.00004852364,0.0002615481,0.03547959,0.0001834687],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9635118,0.0001749399,0.0001369255,0.0150868,0.003229646,0.0007978129,0.000006885588,0.00005304755,0.01700217],"genre_scores_gemma":[0.9858291,0.00004369157,0.001197063,0.00540058,0.001632305,0.0001332926,0.0002993134,0.00003518126,0.005429482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.460815,"threshold_uncertainty_score":0.998817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06712989203718842,"score_gpt":0.4206578189148942,"score_spread":0.3535279268777057,"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."}}