{"id":"W3170110698","doi":"10.36834/cmej.71333","title":"Impact of accreditation on Caribbean medical schools’ processes","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Accreditation; Commission; Context (archaeology); Medical education; Workforce; Political science; Medicine; Geography; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001424777,0.0001521388,0.0003021428,0.0002881365,0.0006527725,0.00002160175,0.0003600587,0.0005415576,0.1112229],"category_scores_gemma":[0.1013381,0.0001268718,0.00009546979,0.0007610075,0.00008423046,0.0001537053,0.00002330008,0.002244819,0.0003070958],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001622515,"about_ca_system_score_gemma":0.5049511,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02496395,"about_ca_topic_score_gemma":0.07657204,"domain_scores_codex":[0.9959921,0.0006379082,0.000888258,0.0002141985,0.001552047,0.0007154414],"domain_scores_gemma":[0.9830195,0.000473328,0.0003417614,0.0002501505,0.002388214,0.01352706],"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":[0.00003027456,0.0001755522,0.04466451,0.0002361752,0.00004500174,0.0001075942,0.00221189,0.0000068324,0.000002378118,0.001201322,0.9139593,0.03735918],"study_design_scores_gemma":[0.002774826,0.000702859,0.1839418,0.01449533,0.00007350199,0.001112215,0.03840129,0.0001926636,0.00003192483,0.003974076,0.7537079,0.0005916746],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8030444,0.002008113,0.00006000092,0.1585782,0.008781388,0.0004751399,0.00007195286,0.00004111117,0.02693974],"genre_scores_gemma":[0.9633929,0.000676904,0.0002863488,0.02998842,0.004128118,0.0000384331,0.0001322527,0.00002996845,0.001326648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5033286,"threshold_uncertainty_score":0.9815289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03363475781264323,"score_gpt":0.469225368292489,"score_spread":0.4355906104798458,"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."}}