{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007869711,0.00008332602,0.0001663196,0.0009911258,0.00009326641,0.00004147605,0.0001213409,0.0001667169,0.02337951],"category_scores_gemma":[0.006759139,0.00007118299,0.00006431051,0.0003307363,0.0001014158,0.0001011461,0.000009385747,0.001187248,0.00007968768],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009747428,"about_ca_system_score_gemma":0.09727019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003784256,"about_ca_topic_score_gemma":0.01348982,"domain_scores_codex":[0.9983559,0.0001740839,0.0003890602,0.0001653456,0.0006675737,0.0002480361],"domain_scores_gemma":[0.9962013,0.00009670859,0.00004347942,0.0001366852,0.0003424141,0.003179442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001508118,0.00009488272,0.007357553,0.0006190846,0.00002315525,0.00005441071,0.02167156,0.000002595854,0.0000809851,0.003047803,0.04177365,0.9252592],"study_design_scores_gemma":[0.000754948,0.0004280309,0.2739099,0.01186809,0.00006885355,0.003394416,0.3047757,0.0004228583,0.00004519253,0.001156353,0.4029316,0.0002441079],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6904753,0.04773008,0.00003813872,0.2142936,0.003267002,0.0005107643,0.000004435827,0.00003946694,0.04364122],"genre_scores_gemma":[0.9935595,0.002651385,0.0002656954,0.000844595,0.0008056497,0.00002708329,0.00002389076,0.00001918303,0.001802988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9250152,"threshold_uncertainty_score":0.9775133,"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."}}