{"id":"W4400352963","doi":"10.1097/acm.0000000000005799","title":"Moving Accreditation Forward With Accreditation Scholarship","year":2024,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Medical Association","funders":"","keywords":"Accreditation; Scholarship; Medical education; Higher education; Political science; Medicine; Law","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1044603,0.000735239,0.001178652,0.003886305,0.01965012,0.03491703,0.006542336,0.04307562,0.009081942],"category_scores_gemma":[0.246081,0.0005901075,0.001512237,0.003701676,0.05080467,0.02955222,0.01698967,0.04840285,0.002109071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04074953,"about_ca_system_score_gemma":0.1458194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1602092,"about_ca_topic_score_gemma":0.2446601,"domain_scores_codex":[0.877686,0.0475763,0.00570454,0.006259922,0.05217492,0.01059829],"domain_scores_gemma":[0.6341822,0.1825213,0.01000113,0.009955319,0.134487,0.02885298],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001757318,0.00003825538,0.000573686,0.0002430493,0.00001686984,0.0001773905,0.00462952,0.0001612576,0.00006480192,0.3220471,0.6414275,0.03060293],"study_design_scores_gemma":[0.00003307194,0.00002435522,0.0007352085,0.001633515,0.00001895727,0.00009479223,0.00478106,0.0004578095,0.0001528779,0.0778574,0.914132,0.00007899843],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.00020642,0.001898896,0.0007946191,0.9805722,0.009850269,0.0000132708,0.000006393078,0.00002336738,0.00663451],"genre_scores_gemma":[0.05553829,0.007300816,0.004139141,0.8731096,0.0474528,0.00008241284,0.00004349384,0.0001337609,0.01219976],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8955396,"threshold_uncertainty_score":0.5524457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03542535625911161,"score_gpt":0.3793027403190195,"score_spread":0.3438773840599079,"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."}}