{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000435772,0.00008069379,0.0001900807,0.0001060677,0.0000360171,0.000002851939,0.00006768552,0.0001305462,0.001797655],"category_scores_gemma":[0.006928794,0.00005259574,0.000009611069,0.0002526828,0.0001349507,0.00008050396,0.00003291325,0.000465071,0.000034308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003576061,"about_ca_system_score_gemma":0.0004340214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003559553,"about_ca_topic_score_gemma":6.047753e-7,"domain_scores_codex":[0.9991385,0.00002740108,0.0002114072,0.0001666549,0.0003111495,0.0001448861],"domain_scores_gemma":[0.9978258,0.0000674992,0.00004878909,0.00007367921,0.00009318139,0.001891069],"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":[0.00009131428,0.00002034282,0.04168103,0.00007537697,0.00002473896,0.000009275959,0.00334445,4.035064e-7,0.003989233,0.003674952,0.9302956,0.01679329],"study_design_scores_gemma":[0.004773369,0.0005505396,0.03060479,0.0006348863,0.0001810152,0.000771489,0.00256924,0.0008752565,0.0009380678,0.005850404,0.9520804,0.0001705217],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5699834,0.002969704,0.001532724,0.3566238,0.0009894586,0.0005129513,7.133164e-7,0.0002360767,0.06715115],"genre_scores_gemma":[0.9549826,0.0006134688,0.0001788096,0.02634619,0.001422402,0.0000125987,0.00001279737,0.00001178124,0.0164194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3849992,"threshold_uncertainty_score":0.9991148,"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."}}