{"id":"W2069054085","doi":"10.1097/acm.0000000000000683","title":"Access and Selection","year":2015,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Medical Education and Admissions","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; St Joseph's Health Centre; The Wilson Centre; University of Toronto","funders":"","keywords":"Accountability; Selection (genetic algorithm); Equity (law); Curriculum; Medical education; Diversity (politics); Psychology; Public relations; Medicine; Political science; Computer science; Pedagogy","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":[0.05779279,0.0004679996,0.001060012,0.005106699,0.007281015,0.006327366,0.002450917,0.001913421,0.03537093],"category_scores_gemma":[0.1877898,0.0003870054,0.0008451846,0.004900243,0.007141879,0.005017369,0.008814287,0.002476286,0.005277069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01040199,"about_ca_system_score_gemma":0.04766384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06920898,"about_ca_topic_score_gemma":0.08144176,"domain_scores_codex":[0.9220982,0.03583881,0.007013497,0.005432094,0.02188489,0.007732389],"domain_scores_gemma":[0.8850629,0.04832663,0.009707811,0.01475988,0.02809821,0.01404466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002781988,0.000164053,0.1123206,0.0009588085,0.0001114228,0.0006574243,0.02563621,0.0003700979,0.0003327795,0.191918,0.1584877,0.5087649],"study_design_scores_gemma":[0.0001313469,0.0002355349,0.07785115,0.003949969,0.0001111425,0.001182682,0.02888882,0.0007057191,0.0005349485,0.1321848,0.7540924,0.0001316446],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09800564,0.01030784,0.06317876,0.2095523,0.004444413,0.01266125,0.009109661,0.0004271211,0.5923131],"genre_scores_gemma":[0.8059597,0.006394762,0.03713528,0.04149028,0.002634364,0.008362722,0.004577357,0.0003083884,0.09313727],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06920898,"threshold_uncertainty_score":0.3056411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2200451106862612,"score_gpt":0.4913797119554336,"score_spread":0.2713346012691724,"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."}}