{"id":"W3048133143","doi":"10.1097/acm.0000000000003632","title":"The Relationship Between Accreditation Cycle and Licensing Examination Scores: A National Look","year":2020,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; University of British Columbia; Medical Council of Canada","funders":"","keywords":"Accreditation; Interim; Graduation (instrument); Medical education; Comparability; Medicine; Psychology; Family medicine; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005023254,0.0001937085,0.0004307509,0.002074156,0.0008217789,0.001116186,0.0009003046,0.0003400855,0.003595228],"category_scores_gemma":[0.01682123,0.0002459046,0.0006367593,0.00260474,0.001076014,0.0008640112,0.001708546,0.0009086542,0.0002315254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003487747,"about_ca_system_score_gemma":0.006891667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2347533,"about_ca_topic_score_gemma":0.433349,"domain_scores_codex":[0.9968634,0.0005790819,0.000198121,0.0007248247,0.001098831,0.0005357308],"domain_scores_gemma":[0.9788499,0.006211448,0.005329456,0.001697528,0.005434728,0.00247679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003969754,0.00002267345,0.9945124,0.0000136848,0.0000467388,0.000009255665,0.0002338142,0.00004572006,0.00007109025,0.00006538949,0.0001443242,0.0047952],"study_design_scores_gemma":[7.950119e-7,0.0000352342,0.9992934,0.000009908261,0.00001372659,0.000008019296,0.0002824008,0.00007287791,0.00003082659,0.00001452617,0.0002358249,0.000002241454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931641,0.001127729,0.0004558581,0.0005365697,0.000019802,0.00002297339,0.0003903996,0.00001861175,0.004264005],"genre_scores_gemma":[0.9989366,0.000124731,0.0001756657,0.00004265406,0.000004932139,0.000007011106,0.0002596159,0.000008247939,0.0004405585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2347533,"threshold_uncertainty_score":0.4667739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.109663677109641,"score_gpt":0.3937415203098215,"score_spread":0.2840778432001805,"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."}}