{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1342556,0.0006945652,0.001444845,0.001359181,0.01028892,0.01928707,0.006278747,0.05171805,0.007003198],"category_scores_gemma":[0.3201855,0.0008979745,0.002230752,0.001530855,0.04416954,0.02450694,0.01729328,0.03629111,0.003044516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008276954,"about_ca_system_score_gemma":0.04229424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01941286,"about_ca_topic_score_gemma":0.03110271,"domain_scores_codex":[0.8939845,0.04948071,0.007913626,0.009932113,0.02438332,0.01430573],"domain_scores_gemma":[0.6015588,0.2643264,0.01978115,0.04485062,0.0555903,0.01389267],"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":[0.00008301102,0.0001400996,0.004730367,0.0006392213,0.0001090711,0.001006892,0.03776775,0.001129859,0.0009999343,0.5318937,0.3888173,0.03268279],"study_design_scores_gemma":[0.00006312261,0.0002144051,0.006176515,0.001758197,0.00007670195,0.0004539747,0.0247996,0.001022398,0.00227697,0.2050634,0.7577172,0.0003774449],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002863515,0.0006359559,0.007166031,0.9691813,0.004854217,0.0001112924,0.00006366066,0.0001583587,0.0149656],"genre_scores_gemma":[0.1268464,0.0006220299,0.01765089,0.8426204,0.002772563,0.0004743857,0.00006817561,0.0003001544,0.008645098],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1342556,"threshold_uncertainty_score":0.7100198,"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."}}