{"id":"W3153721404","doi":"10.22541/au.161793004.43334051/v1","title":"Two sides of the same coin? How quality improvement can be used to augment program evaluation in health professions education to promote social accountability","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Calgary","funders":"","keywords":"Accountability; Quality (philosophy); Context (archaeology); Field (mathematics); Quality management; Social accounting; Computer science; Inclusion (mineral); Process management; Order (exchange); Knowledge management; Public relations; Management science; Political science; Business; Engineering; Psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1504393,0.001431148,0.002858745,0.006708466,0.004800907,0.0258603,0.002909769,0.0110087,0.01128456],"category_scores_gemma":[0.2144434,0.001206549,0.003067423,0.006165841,0.05022237,0.04735251,0.01391283,0.0132129,0.002031351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01022986,"about_ca_system_score_gemma":0.02151724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007295575,"about_ca_topic_score_gemma":0.006986598,"domain_scores_codex":[0.8068815,0.1558314,0.004921858,0.007941756,0.01801015,0.006413386],"domain_scores_gemma":[0.7941531,0.1484524,0.01085684,0.02089764,0.01854971,0.007090376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002794047,0.0003171201,0.006726298,0.001509412,0.0005050539,0.0001209892,0.007949926,0.002777476,0.0004328516,0.8040283,0.0176698,0.1576834],"study_design_scores_gemma":[0.0002309287,0.0003227409,0.003557418,0.004536534,0.0002620731,0.000110935,0.006650878,0.004455666,0.001046474,0.9003037,0.07829826,0.000224351],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.01566188,0.01835213,0.1875844,0.6783001,0.006501625,0.0006518832,0.000151899,0.0007409477,0.09205508],"genre_scores_gemma":[0.64881,0.01196714,0.2270802,0.09042723,0.003529329,0.001898958,0.0001223435,0.0009017382,0.01526307],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1504393,"threshold_uncertainty_score":0.7956086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4419210568022129,"score_gpt":0.6210480155932376,"score_spread":0.1791269587910247,"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."}}