{"id":"W4393246027","doi":"10.37964/cr24778","title":"Physician insights on strategies for leading quality improvement","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Physician Leadership","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality management; Quality (philosophy); Business; Marketing; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009071161,0.0003401466,0.0001563439,0.001160936,0.005982397,0.006773721,0.0006570093,0.002285717,0.004796264],"category_scores_gemma":[0.01943524,0.0001907562,0.0002856135,0.001265364,0.002557562,0.003327412,0.002551857,0.004437025,0.000862951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006909005,"about_ca_system_score_gemma":0.02121503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01677659,"about_ca_topic_score_gemma":0.05451828,"domain_scores_codex":[0.9891623,0.007282594,0.0002156831,0.0002087333,0.001866024,0.001264587],"domain_scores_gemma":[0.9874858,0.005391581,0.001121879,0.0001767462,0.002411864,0.003412125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001051712,0.0004160859,0.02534,0.0008732628,0.00004243607,0.002297462,0.2526928,0.0005767153,0.001559862,0.106844,0.3376505,0.2716017],"study_design_scores_gemma":[0.0000507147,0.0001930679,0.01307094,0.001077604,0.00002604049,0.0009024528,0.2539316,0.0004985852,0.0005039325,0.0184569,0.7112403,0.00004781219],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07937566,0.01269505,0.005638737,0.750047,0.002124316,0.0001760427,0.0001091915,0.0001241301,0.1497098],"genre_scores_gemma":[0.8729434,0.01978221,0.01357047,0.07275927,0.001086202,0.0001453056,0.0001068172,0.00008026161,0.01952608],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01677659,"threshold_uncertainty_score":0.05012852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3683775163602935,"score_gpt":0.4769355362507248,"score_spread":0.1085580198904313,"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."}}