{"id":"W4210538797","doi":"10.36834/cmej.74109","title":"Teaching and fostering change management in medical education","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Calgary; University of Alberta","funders":"","keywords":"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":[0.01247215,0.0003086357,0.0002287467,0.001242961,0.00363593,0.006866762,0.001131778,0.002786103,0.003522225],"category_scores_gemma":[0.03154755,0.0003045265,0.0003702948,0.001066161,0.006748735,0.004240949,0.006673826,0.003416727,0.0005772933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00708999,"about_ca_system_score_gemma":0.02469649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01100941,"about_ca_topic_score_gemma":0.01890443,"domain_scores_codex":[0.9866115,0.007933719,0.0002754341,0.0005579841,0.00312254,0.001498794],"domain_scores_gemma":[0.9750292,0.01384401,0.003078305,0.001158804,0.001721733,0.005167999],"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":[0.00008808343,0.001655536,0.01369464,0.001084577,0.00005117821,0.0002465912,0.05362998,0.00109373,0.00227304,0.1122608,0.05042849,0.7634934],"study_design_scores_gemma":[0.0004023459,0.001329062,0.08043667,0.004604539,0.0002217372,0.0008007573,0.07051475,0.005810148,0.01269311,0.2246598,0.5983328,0.0001941995],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2537452,0.02209267,0.05008849,0.393142,0.004517708,0.0006604232,0.00008827036,0.001055544,0.2746098],"genre_scores_gemma":[0.9505336,0.005122831,0.02477126,0.008360053,0.0005418515,0.0002435771,0.00003010445,0.00006122221,0.01033552],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01247215,"threshold_uncertainty_score":0.06595981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02587957816894971,"score_gpt":0.3522787207359137,"score_spread":0.326399142566964,"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."}}