{"id":"W1982658662","doi":"10.1080/15265161.2013.861881","title":"Examining Methods to Assess Core Knowledge Competencies: A Canadian Perspective","year":2014,"lang":"en","type":"letter","venue":"The American Journal of Bioethics","topic":"Competency Development and Evaluation","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Queen's University; Southlake Regional Health Center; Trillium Health Centre; University of Toronto","funders":"","keywords":"Bioethics; Professionalization; Health care; Formative assessment; Core competency; Medical education; Psychology; Engineering ethics; Sociology; Pedagogy; Medicine; Political science; Management; Law; Social science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007183315,0.0003946301,0.000974923,0.0008931903,0.0002841082,0.00008989601,0.001344124,0.0003555317,0.0004432432],"category_scores_gemma":[0.0009655084,0.000284772,0.0002285036,0.0009003052,0.001003667,0.00004858674,0.00009225606,0.004634581,0.0002678175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008761153,"about_ca_system_score_gemma":0.002447567,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0325209,"about_ca_topic_score_gemma":0.009486479,"domain_scores_codex":[0.9947103,0.002904255,0.0007774369,0.0003649664,0.0005905369,0.0006524673],"domain_scores_gemma":[0.9923736,0.003608881,0.001460381,0.0006185013,0.001661168,0.0002774399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009444123,0.00002464094,0.0003860708,0.0000190604,0.0007662139,0.0001837831,0.06913879,0.00001271662,0.00009190557,0.002123153,0.9002994,0.02685978],"study_design_scores_gemma":[0.0003075595,0.001583576,0.00529607,0.0003033413,0.0003760122,0.000681534,0.04714594,0.00004636312,0.00001705514,0.00300094,0.940618,0.00062363],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006910412,0.0008189938,0.01609733,0.938507,0.004966048,0.0004198295,0.00002131134,0.00002971012,0.0322294],"genre_scores_gemma":[0.04309794,0.00007196325,0.05321266,0.8926802,0.008093845,0.00003044486,0.00002274967,0.0001550872,0.00263508],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04582673,"threshold_uncertainty_score":0.9999604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3841096302420682,"score_gpt":0.4910287134041525,"score_spread":0.1069190831620843,"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."}}