{"id":"W2154505426","doi":"10.1001/jama.2009.140","title":"Clinicians in Quality Improvement","year":2009,"lang":"en","type":"article","venue":"JAMA","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":76,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Quality management; Quality (philosophy); Medical physics; Operations management","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":[0.03499341,0.0009876663,0.001257578,0.002792209,0.008452354,0.01558536,0.001839476,0.01984848,0.03782199],"category_scores_gemma":[0.08156165,0.001020496,0.0006193311,0.003487906,0.01494643,0.01691382,0.01187814,0.02666029,0.007906862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01356558,"about_ca_system_score_gemma":0.0342168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01398944,"about_ca_topic_score_gemma":0.02389482,"domain_scores_codex":[0.9667804,0.0185225,0.001661943,0.002504722,0.007488338,0.003042245],"domain_scores_gemma":[0.9147234,0.0323394,0.005235168,0.004346362,0.01375608,0.02959965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002409999,0.00004796385,0.001000148,0.0001776252,0.00001456947,0.00008957478,0.001772263,0.00007430544,0.00005963753,0.09013318,0.863077,0.0435297],"study_design_scores_gemma":[0.00006973728,0.0000362454,0.001588401,0.0009792751,0.00001572774,0.0001188645,0.002670512,0.0001268145,0.00008722508,0.05850503,0.9357816,0.00002065752],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003406779,0.0149776,0.0003245319,0.9574155,0.01050713,0.000007680208,0.00002329183,0.00001944276,0.0163842],"genre_scores_gemma":[0.05996095,0.04288802,0.001889948,0.7682363,0.05052793,0.0001303047,0.0001051592,0.0001431167,0.07611834],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03782199,"threshold_uncertainty_score":0.185065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2016692850332358,"score_gpt":0.5593740730615855,"score_spread":0.3577047880283497,"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."}}