{"id":"W2345782442","doi":"10.1097/ncq.0000000000000196","title":"Enabling Role of Manager in Engaging Clinicians and Staff in Quality Improvement","year":2016,"lang":"en","type":"article","venue":"Journal of Nursing Care Quality","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Stroke Network; University of Toronto; Ministry of Health and Long Term Care; St. Michael's Hospital","funders":"","keywords":"Quality management; Flexibility (engineering); Quality (philosophy); Process management; Qualitative research; Knowledge management; Total quality management; Business; Nursing; Psychology; Medicine; Computer science; Management; Marketing; Sociology; Lean manufacturing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01204812,0.0001701413,0.000778272,0.0004281191,0.0001686833,0.000009157739,0.0002046809,0.0002021629,0.00003242263],"category_scores_gemma":[0.001255145,0.0001296793,0.0001197188,0.0002692117,0.0001130355,0.0002941644,0.00008008142,0.000853204,0.000002475098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001172434,"about_ca_system_score_gemma":0.0003703875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001958081,"about_ca_topic_score_gemma":0.001894569,"domain_scores_codex":[0.9917553,0.003769141,0.003103008,0.0002741192,0.0005415165,0.0005569021],"domain_scores_gemma":[0.9958147,0.001694359,0.001591344,0.0003316706,0.0003934291,0.0001745199],"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":[0.0004186087,0.0003710111,0.07384437,0.001398261,0.00002937553,0.00001267658,0.07271494,0.000006389628,0.003418856,0.006591598,0.0001089373,0.841085],"study_design_scores_gemma":[0.002974988,0.0003365926,0.1668859,0.006270281,0.00002468198,0.00000114427,0.8118253,0.000004288956,0.0003658075,0.007290479,0.003815877,0.0002046023],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883745,0.001111877,0.0005588293,0.006897208,0.000862812,0.000487018,0.00001857864,0.00001356807,0.001675599],"genre_scores_gemma":[0.998247,0.0004220476,0.0005548748,0.000437349,0.0002429252,0.000007993236,0.000001281258,0.00001718786,0.00006938833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8408804,"threshold_uncertainty_score":0.5288167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1679446374446744,"score_gpt":0.5488207321210892,"score_spread":0.3808760946764147,"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."}}