{"id":"W4283647015","doi":"10.36834/cmej.73216","title":"Creating space for leadership education in undergraduate medical education in Canada","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University; University of Alberta; Glenrose Rehabilitation Hospital; University of Manitoba","funders":"","keywords":"Space (punctuation); Medical education; Computer science; Data science; 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":[0.006743358,0.0002018891,0.0002312389,0.002455442,0.01340894,0.007263565,0.001913313,0.001142033,0.005750786],"category_scores_gemma":[0.01398904,0.000400829,0.0003587489,0.003157476,0.00522512,0.001870589,0.008001548,0.002281159,0.0004704056],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1155103,"about_ca_system_score_gemma":0.4141409,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9285924,"about_ca_topic_score_gemma":0.9861161,"domain_scores_codex":[0.9914836,0.001851266,0.0002161237,0.000313372,0.002698642,0.003436937],"domain_scores_gemma":[0.9787155,0.001463362,0.0008743054,0.0002726146,0.004734065,0.01394003],"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":[0.00009494775,0.0002593835,0.04038168,0.002229924,0.00003488279,0.001749343,0.07470383,0.001459421,0.00253715,0.07778218,0.2559092,0.5428582],"study_design_scores_gemma":[0.00004159017,0.0001707628,0.1091846,0.001935374,0.00002782585,0.0003410313,0.109465,0.00101269,0.001093103,0.009135618,0.7674493,0.0001431462],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3239063,0.02455415,0.009375938,0.3866757,0.004521684,0.001187581,0.001011567,0.0007240319,0.2480431],"genre_scores_gemma":[0.9458404,0.00671078,0.01718664,0.01045389,0.0002244851,0.0001505501,0.000264614,0.00008023659,0.01908857],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8844897,"threshold_uncertainty_score":0.8380899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02281648856067632,"score_gpt":0.3303412683573793,"score_spread":0.307524779796703,"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."}}