{"id":"W3131481455","doi":"10.1136/bmjoq-2020-001067","title":"Applying improvement science to establish a resident sustained quality improvement (QI) educational model","year":2021,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Innovations in Medical Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"PDCA; Facilitator; Curriculum; Medicine; Quality management; Medical education; Family medicine; Psychology; Pedagogy; Management","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.02540501,0.0009150247,0.0006290256,0.003123745,0.001343594,0.003731894,0.001897197,0.001355755,0.003560658],"category_scores_gemma":[0.0261757,0.0003200516,0.001217552,0.001881356,0.006392317,0.003822638,0.003770968,0.002528132,0.0005885302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007387606,"about_ca_system_score_gemma":0.01523313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005182593,"about_ca_topic_score_gemma":0.00454797,"domain_scores_codex":[0.9809248,0.01368318,0.0008297871,0.001251926,0.002713268,0.0005970261],"domain_scores_gemma":[0.9787655,0.01310901,0.002152131,0.001759724,0.003455933,0.0007577163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001429787,0.001067231,0.02128153,0.00192735,0.0002085716,0.000262908,0.007662755,0.03433995,0.001264111,0.7380148,0.005825989,0.1880018],"study_design_scores_gemma":[0.0004075449,0.003911285,0.009967943,0.002621725,0.0002769359,0.0003684861,0.007533217,0.212094,0.003008754,0.6698732,0.08979311,0.0001438256],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05606528,0.001282082,0.8491106,0.01199249,0.0002811971,0.003201581,0.0001567081,0.0005016749,0.07740841],"genre_scores_gemma":[0.5233352,0.0009246505,0.4690824,0.0009236105,0.00007688449,0.002368524,0.0001297031,0.00004364954,0.003115498],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02540501,"threshold_uncertainty_score":0.1343561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1081715190749641,"score_gpt":0.5128167957444766,"score_spread":0.4046452766695125,"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."}}