{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001499548,0.0002447689,0.0004815512,0.0004598965,0.0007311677,0.0001208144,0.0003237049,0.0001642635,0.00004428964],"category_scores_gemma":[0.0001311906,0.0002180077,0.000280915,0.0003354299,0.0001117946,0.0004812095,0.00001030594,0.001049991,0.0002127344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009842538,"about_ca_system_score_gemma":0.004632846,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003354203,"about_ca_topic_score_gemma":0.03069903,"domain_scores_codex":[0.9969884,0.0005137271,0.000933599,0.0002892767,0.0003197468,0.0009552324],"domain_scores_gemma":[0.9976037,0.0008135335,0.0003607768,0.000272559,0.0002815003,0.0006679975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008948719,0.00005305112,0.00003938017,0.005011662,0.0002811338,0.00009346673,0.04087772,0.00009216995,0.001429888,0.7450355,0.07459236,0.1324041],"study_design_scores_gemma":[0.00103228,0.001328871,0.0008771345,0.004680961,0.0001170079,0.000001194641,0.3199841,0.0001192221,0.0005241748,0.0937918,0.5769613,0.0005819674],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5521305,0.008406081,0.02123746,0.2167097,0.02815045,0.007422016,0.0005518664,0.0004146761,0.1649772],"genre_scores_gemma":[0.967234,0.000009383251,0.0001033935,0.02790891,0.00303469,0.00004761837,0.00001035703,0.00004982185,0.001601778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6512437,"threshold_uncertainty_score":0.9869882,"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."}}