{"id":"W2400725673","doi":"10.1016/j.cgh.2016.04.042","title":"Quality Improvement Primer Series: The Plan-Do-Study-Act Cycle and Data Display","year":2016,"lang":"en","type":"article","venue":"Clinical Gastroenterology and Hepatology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital; Health Sciences Centre; Sunnybrook Health Science Centre; St. Michael's Hospital; Women's College Hospital; University Health Network; University of Toronto","funders":"","keywords":"PDCA; Medicine; Quality management; Colorectal cancer; Colonoscopy; Best practice; Medical education; Family medicine; Internal medicine; Cancer; Service (business); Management; Business; Marketing","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":[0.00113392,0.0001346693,0.0004628656,0.00002819547,0.0001211798,0.000008791319,0.0001474508,0.0001411768,0.00004767477],"category_scores_gemma":[0.0003241474,0.00006998584,0.00004691935,0.00003015142,0.000659299,0.00007164378,0.0004083716,0.0002702792,0.000007126637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000125504,"about_ca_system_score_gemma":0.00003316081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001284829,"about_ca_topic_score_gemma":0.001259,"domain_scores_codex":[0.9981809,0.0003960914,0.0004983772,0.0005718562,0.00008019715,0.0002725376],"domain_scores_gemma":[0.9985783,0.0004871417,0.0001396493,0.0006245199,0.00003324583,0.0001371771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01255032,0.0001923659,0.955202,0.00001018023,0.0001419375,0.00001825128,0.00004969711,1.520766e-8,0.00008813261,0.00004744014,0.0004195768,0.03128006],"study_design_scores_gemma":[0.003729845,0.01567914,0.9751973,0.0000131633,0.000123861,0.0003403088,0.0001576705,0.00005990292,0.00001434553,0.0001626446,0.004463275,0.00005851155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989699,0.0001351154,0.0005118823,0.008816663,0.0003803939,0.0003118108,0.00002768487,0.00003548565,0.00008196402],"genre_scores_gemma":[0.997164,0.0002979754,0.00009717375,0.002137919,0.0001693582,0.00003000729,0.000009069944,0.000008457134,0.00008606529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03122155,"threshold_uncertainty_score":0.285394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07793067955409148,"score_gpt":0.3979916879572459,"score_spread":0.3200610084031544,"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."}}