{"id":"W2803842494","doi":"10.30770/2572-1852-103.2.22","title":"Quality Assurance and Maintenance of Competence Assessment Mechanisms in the Professions:","year":2017,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Innovations in Medical Education","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Jurisdiction; Quality assurance; Pharmacy; Medical education; Health professions; Cultural competence; Allied health professions; Medicine; Nursing; Psychology; Health care; Political science; Pedagogy; External quality assessment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.007662343,0.00005847785,0.0002483306,0.00008798415,0.0001096505,0.00001714008,0.000278638,0.0001138803,0.00006190046],"category_scores_gemma":[0.01035629,0.000033241,0.00003699357,0.0001145816,0.0002426742,0.0001635179,0.00003317676,0.0004852352,3.976279e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006577927,"about_ca_system_score_gemma":0.0004555041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001875851,"about_ca_topic_score_gemma":0.00001127849,"domain_scores_codex":[0.9972868,0.0001739784,0.0007311285,0.00008032397,0.001630766,0.00009700718],"domain_scores_gemma":[0.9979967,0.000254479,0.0009938042,0.0002909134,0.000407675,0.00005644773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0003639547,0.001214853,0.1533246,0.0007481097,0.00007385942,0.00007307776,0.002629367,0.00001292163,0.008360943,0.5127829,0.007557671,0.3128577],"study_design_scores_gemma":[0.001210225,0.0001226853,0.9730209,0.001385245,0.00001580837,0.0001253169,0.0009557494,0.00220789,0.0001260266,0.02040212,0.0003950396,0.00003303058],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8202782,0.00007514453,0.06980918,0.1083968,0.0005447038,0.0002341288,5.636148e-7,0.000002580537,0.0006586331],"genre_scores_gemma":[0.9821658,0.00010414,0.01686624,0.0006675032,0.0001461965,0.000004898835,0.000001828506,0.000003546517,0.00003989451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8196962,"threshold_uncertainty_score":0.9979799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04639468308280038,"score_gpt":0.4499599080231202,"score_spread":0.4035652249403199,"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."}}