{"id":"W3195816107","doi":"10.1108/lhs-03-2021-0015","title":"Deconstructing the ABC’s of leadership for successful curriculum development and implementation in residency education","year":2021,"lang":"en","type":"article","venue":"Leadership in health services","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Manitoba; Ottawa Hospital; University of Ottawa; College of Family Physicians of Canada; Hospital for Sick Children; University of Toronto; SickKids Foundation; Glenrose Rehabilitation Hospital; University of Alberta","funders":"","keywords":"Formative assessment; Summative assessment; Curriculum; Context (archaeology); Leadership development; Variety (cybernetics); Psychology; Educational leadership; Engineering ethics; Medical education; Pedagogy; Public relations; Medicine; Computer science; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.01242584,0.0003509413,0.0002030412,0.001081292,0.002733408,0.007694712,0.001185101,0.001375223,0.002954403],"category_scores_gemma":[0.02931131,0.0003510331,0.0003063672,0.0006521443,0.006511635,0.003690555,0.004753449,0.003419085,0.0008243085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00376107,"about_ca_system_score_gemma":0.01345831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003965601,"about_ca_topic_score_gemma":0.009230866,"domain_scores_codex":[0.9859943,0.01061007,0.0005306255,0.0004731285,0.001714782,0.0006771357],"domain_scores_gemma":[0.983261,0.008796306,0.001305092,0.001649414,0.002764344,0.002223833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001128171,0.0007212898,0.02345578,0.001005545,0.00002908689,0.0004017993,0.08107854,0.002553844,0.003404396,0.2472191,0.01458523,0.6254326],"study_design_scores_gemma":[0.0001263411,0.002092054,0.06521962,0.004780556,0.000103654,0.001360803,0.1567627,0.02438208,0.01015821,0.3347007,0.4000663,0.0002469203],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5926657,0.002092161,0.1881914,0.04014394,0.0007676962,0.001282233,0.00007113967,0.0005426001,0.1742431],"genre_scores_gemma":[0.8775651,0.0005820801,0.1153043,0.001408313,0.00002784817,0.0004708225,0.00003960425,0.00004734956,0.004554532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01242584,"threshold_uncertainty_score":0.0657149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09255209824132578,"score_gpt":0.4059899970841732,"score_spread":0.3134378988428475,"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."}}