{"id":"W4412780072","doi":"10.1136/bmjoq-2025-003378","title":"Evaluating the implementation of a longitudinal cocurricular experiential quality improvement training programme for undergraduate medical students","year":2025,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trillium Health Centre; University of Toronto","funders":"Temerty Faculty of Medicine, University of Toronto; University of Toronto","keywords":"Mentorship; Experiential learning; Medical education; Curriculum; Experiential education; Medicine; Psychology; Pedagogy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02320975,0.000155618,0.0004708171,0.00007776053,0.0002921121,0.0001190277,0.0006815483,0.00009852313,0.0002490599],"category_scores_gemma":[0.006652252,0.0001130998,0.0001298561,0.0005608237,0.0001977193,0.0001221345,0.000402704,0.0002219172,0.000001688529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002500443,"about_ca_system_score_gemma":0.001604173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001362251,"about_ca_topic_score_gemma":0.0002096617,"domain_scores_codex":[0.994985,0.0005065044,0.001654074,0.0004177901,0.002085903,0.0003507098],"domain_scores_gemma":[0.9975182,0.0003285196,0.0007399563,0.0005756382,0.0007593063,0.00007841344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005127489,0.0008584582,0.04301062,0.0006414737,0.000372439,9.365363e-7,0.004431715,0.000001397081,0.0009864923,0.03009134,0.00222266,0.9168697],"study_design_scores_gemma":[0.02680524,0.002864763,0.7579449,0.001342356,0.0008143721,0.00001451124,0.1812055,0.002134105,0.007446491,0.0123969,0.006325553,0.0007052424],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.945195,0.00001998593,0.02399015,0.02117492,0.0006069146,0.008740964,0.00001328794,0.00002378439,0.0002350552],"genre_scores_gemma":[0.9828058,0.000002127535,0.009947709,0.002172263,0.0001623952,0.004430408,0.0002302421,0.00001180081,0.0002372037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9161645,"threshold_uncertainty_score":0.8044081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3025657663692309,"score_gpt":0.6528100149016893,"score_spread":0.3502442485324584,"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."}}