{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003613429,0.00008804632,0.000225304,0.00007458667,0.0001943973,0.000006903022,0.0001405724,0.0001829022,0.0002912412],"category_scores_gemma":[0.0004385842,0.00008093541,0.00004506799,0.0001721754,0.00001305526,0.00009991588,0.00005011727,0.0006052781,0.0005277795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002267525,"about_ca_system_score_gemma":0.0001499601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00266176,"about_ca_topic_score_gemma":0.003225484,"domain_scores_codex":[0.9974164,0.0007818047,0.0008729981,0.0002309637,0.000206254,0.0004916284],"domain_scores_gemma":[0.9990146,0.0002951773,0.0001622671,0.0003510952,0.00006527351,0.000111643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00008985713,0.000221043,0.01259179,0.0002312867,0.000005600751,0.000009675284,0.004751232,0.000001822176,0.000117569,0.08292502,0.02365809,0.875397],"study_design_scores_gemma":[0.001823914,0.0002298075,0.6192782,0.0001376411,0.000003098508,4.857894e-8,0.008876302,0.00002359639,0.00001764171,0.01267746,0.3567943,0.0001379841],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7366375,0.00005893097,0.0004290226,0.1576901,0.000753288,0.001234834,0.00001332732,0.0001393553,0.1030437],"genre_scores_gemma":[0.9141678,0.00006975991,0.0002666866,0.08141554,0.0003555437,0.00005738056,0.000009840577,0.000006032819,0.003651435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.875259,"threshold_uncertainty_score":0.6783714,"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."}}