{"id":"W4220720980","doi":"10.1016/j.psychres.2022.114497","title":"Excellence, access, and the public good: Building socially responsive admissions practices for health science programs","year":2022,"lang":"en","type":"article","venue":"Psychiatry Research","topic":"Medical Education and Admissions","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"University of Toronto","keywords":"Excellence; Popularity; Public relations; Public health; Health care; Psychology; Medical education; Medicine; Political science; Nursing; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01249109,0.00009199376,0.0002013917,0.0003874761,0.005469531,0.0003149626,0.0006910559,0.00003465401,0.001275126],"category_scores_gemma":[0.02876909,0.00005879082,0.0000646118,0.002127348,0.00106161,0.0002265629,0.0006111366,0.001031636,0.000003777577],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001552437,"about_ca_system_score_gemma":0.04439594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001086466,"about_ca_topic_score_gemma":0.00003466984,"domain_scores_codex":[0.9963087,0.000558226,0.0002919338,0.0004673917,0.001663413,0.0007103255],"domain_scores_gemma":[0.9953573,0.001126619,0.0002689999,0.0004502652,0.0005548635,0.002241971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002335014,0.002144338,0.03392269,0.0004889606,0.00007280127,0.000004107949,0.002818097,4.264052e-7,0.0003161758,0.4950227,0.3817379,0.08113679],"study_design_scores_gemma":[0.002456939,0.0008452559,0.00509962,0.0001199359,0.00001920824,0.00007885602,0.01285132,0.0006119154,0.000004575006,0.02292992,0.9548787,0.0001036926],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0260434,0.001926105,0.00004821213,0.962936,0.0008212677,0.002268525,0.000007417286,0.0000444305,0.005904581],"genre_scores_gemma":[0.9422188,0.001011323,0.01533641,0.02122387,0.001089796,0.002475918,0.00003099369,0.00004272294,0.01657011],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9417122,"threshold_uncertainty_score":0.9996378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3062416816460869,"score_gpt":0.5885482789895315,"score_spread":0.2823065973434447,"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."}}