{"id":"W4391958529","doi":"10.36834/cmej.78016","title":"Resident perceptions of learning challenges in concussion care education","year":2024,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Queen's University; University Health Network; University of Toronto","funders":"Department of Family and Community Medicine, University of Toronto; University of Toronto","keywords":"Concussion; Transformative learning; Curriculum; Medical education; Medicine; Psychology; Poison control; Injury prevention; Pedagogy; Medical emergency","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"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":[0.01644204,0.0002816638,0.000351838,0.0007292875,0.002759157,0.002670527,0.001018915,0.0009766411,0.001954349],"category_scores_gemma":[0.04561509,0.0003367214,0.000365533,0.0004384224,0.002780635,0.00144655,0.003964938,0.00121814,0.0002343873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00467238,"about_ca_system_score_gemma":0.01203359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00982942,"about_ca_topic_score_gemma":0.0154994,"domain_scores_codex":[0.9885536,0.005452729,0.0007197688,0.000414054,0.003307337,0.001552481],"domain_scores_gemma":[0.9750074,0.009526955,0.005705464,0.0006300576,0.00498032,0.004149764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002956248,0.001155118,0.4444157,0.001110427,0.00008561309,0.002139104,0.4460864,0.0009883809,0.002495746,0.001318606,0.003225683,0.09668364],"study_design_scores_gemma":[0.00004771765,0.002698235,0.2398285,0.0009420558,0.0000761125,0.00273351,0.7322952,0.001535202,0.002656184,0.001517917,0.01551535,0.0001540004],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965138,0.0002276531,0.0006168805,0.001138641,0.00001637794,0.00006422976,0.00001839241,0.00001168817,0.001392332],"genre_scores_gemma":[0.9986284,0.0001691846,0.0007323835,0.0001887463,0.000005955559,0.00004287389,0.00001085717,0.000003080157,0.0002185119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01644204,"threshold_uncertainty_score":0.08695489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05215814657191617,"score_gpt":0.3996660716040821,"score_spread":0.347507925032166,"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."}}