{"id":"W4386944699","doi":"10.1111/medu.15238","title":"Fit for purpose: Ensuring robust, contextually appropriate global accreditation practices","year":2023,"lang":"en","type":"article","venue":"Medical Education","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; Women's College Hospital; University of Toronto; University Health Network","funders":"","keywords":"Accreditation; Medical education; MEDLINE; Psychology; Process management; Political science; Medicine; Business","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":[0.0004155936,0.0001171781,0.0001080753,0.00007973531,0.00006170327,0.00005161557,0.0001493139,0.0001095725,0.0001299834],"category_scores_gemma":[0.001930654,0.0001188201,0.00003541325,0.0004193932,0.00001439895,0.0001625711,0.00001482667,0.0001103381,0.0001543592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001711209,"about_ca_system_score_gemma":0.0005435316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001259439,"about_ca_topic_score_gemma":0.00001485691,"domain_scores_codex":[0.9990197,0.00001599249,0.0002437395,0.0001680257,0.0003236935,0.0002288057],"domain_scores_gemma":[0.9994618,0.0001003998,0.00006989123,0.0001233463,0.0001079083,0.0001366052],"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":[0.00001288823,0.0002567004,0.001344095,0.0007276058,0.00009321306,0.000001930843,0.002198841,0.0228854,0.0001959385,0.003647124,0.5928065,0.3758297],"study_design_scores_gemma":[0.0009215826,0.0000534856,0.05363594,0.0003224065,0.00005232259,0.00002784043,0.002659101,0.3274374,0.0002982808,0.001134968,0.6127973,0.0006594344],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8367992,0.001163178,0.1078402,0.01621016,0.02542242,0.001766753,0.00003128036,0.003782461,0.006984361],"genre_scores_gemma":[0.9824315,0.0002837362,0.01138734,0.0007546733,0.001531474,0.001286085,0.0005536872,0.00005961892,0.001711856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3751703,"threshold_uncertainty_score":0.4845342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02756147687001551,"score_gpt":0.32113797361508,"score_spread":0.2935764967450645,"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."}}