{"id":"W2946328941","doi":"10.1007/s40037-019-0511-8","title":"Development and psychometric evaluation of an instrument to measure knowledge, skills, and attitudes towards quality improvement in health professions education: The Beliefs, Attitudes, Skills, and Confidence in Quality Improvement (BASiC-QI) Scale","year":2019,"lang":"en","type":"article","venue":"Perspectives on Medical Education","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Ottawa; McMaster University; Impact","funders":"","keywords":"Rubric; Generalizability theory; Exploratory factor analysis; Medical education; Context (archaeology); Quality (philosophy); Scale (ratio); Psychology; Health care; Medicine; Convergent validity; Construct validity; Curriculum; Psychometrics; Applied psychology; Clinical psychology; Pedagogy","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":[0.01072744,0.0002351965,0.0004377354,0.0004938372,0.0003789409,0.000007759435,0.0002188032,0.0001939134,0.0001556295],"category_scores_gemma":[0.002697462,0.0001805084,0.00002411987,0.0007633589,0.0001872588,0.000204423,0.0001392285,0.0006380533,0.000009954997],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001497247,"about_ca_system_score_gemma":0.009843046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001890998,"about_ca_topic_score_gemma":0.006024043,"domain_scores_codex":[0.9944856,0.0016868,0.001286523,0.0007568069,0.001410848,0.0003734424],"domain_scores_gemma":[0.9974288,0.0003442987,0.0006060477,0.0004679351,0.000617404,0.0005355497],"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":[0.00007558177,0.01155839,0.2677075,0.001098739,0.00002780219,2.109153e-8,0.1681922,0.000004407386,0.00009781541,0.006981706,0.0001291776,0.5441266],"study_design_scores_gemma":[0.001594217,0.0003374126,0.9050999,0.001866285,0.00001060112,4.267314e-7,0.0894803,0.00002834573,0.00005119216,0.0003476134,0.001008776,0.0001748855],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736282,0.001937008,0.0001128073,0.01857014,0.0008826198,0.004270888,0.000009248271,0.00001808615,0.0005709542],"genre_scores_gemma":[0.9945399,0.0008569994,0.0009057214,0.001889568,0.0001066973,0.00140893,0.00005038287,0.00001415036,0.0002276601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6373925,"threshold_uncertainty_score":0.9957702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08266425076298915,"score_gpt":0.4977764605150304,"score_spread":0.4151122097520412,"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."}}