{"id":"W2922063900","doi":"10.1136/bmjqs-2018-008305","title":"Measuring outcomes in quality improvement education: success is in the eye of the beholder","year":2019,"lang":"en","type":"letter","venue":"BMJ Quality & Safety","topic":"Innovations in Medical Education","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Quality management; Quality (philosophy); Optometry; Medical education; Ophthalmology; 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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01006087,0.0003473828,0.0009266091,0.0002444509,0.00009252557,0.00002792956,0.0008755616,0.000642716,0.0002646897],"category_scores_gemma":[0.003435591,0.000209285,0.0002862804,0.0009549187,0.0002334938,0.0001074881,0.0001566368,0.002665418,0.00002443351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007874584,"about_ca_system_score_gemma":0.002353904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003906981,"about_ca_topic_score_gemma":0.0002060754,"domain_scores_codex":[0.9928517,0.001205721,0.003015285,0.0005471967,0.001968392,0.0004116521],"domain_scores_gemma":[0.9954355,0.0007524244,0.001083597,0.002210506,0.0004955654,0.00002240566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00007521475,0.0009325654,0.4661663,0.003095574,0.0001101695,0.000002939269,0.00631963,0.000002589956,0.00006581523,0.0009200103,0.5074371,0.01487211],"study_design_scores_gemma":[0.0009765688,0.00003010631,0.8036618,0.0007896983,0.00006933601,0.000002747625,0.003089863,0.00000460002,0.0001102416,0.0004159608,0.1905822,0.0002668341],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2017938,0.00006987406,0.00003386833,0.7902516,0.00203093,0.002790751,0.00005166211,0.00001371027,0.002963871],"genre_scores_gemma":[0.2228718,0.00002112655,0.0001988315,0.7695644,0.001535723,0.000401264,0.0003533859,0.00003846503,0.005014972],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3374955,"threshold_uncertainty_score":0.9996355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1000493337673678,"score_gpt":0.440108866375061,"score_spread":0.3400595326076932,"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."}}