{"id":"W4281487392","doi":"10.1097/acm.0000000000004754","title":"The Validity of MCAT Scores in Predicting Students’ Performance and Progress in Medical School: Results From a Multisite Study","year":2022,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Medical Education and Admissions","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of Calgary","funders":"","keywords":"United States Medical Licensing Examination; Predictive validity; Entrance exam; Comparability; Licensure; Medicine; Medical school; Logistic regression; Ethnic group; Psychology; Educational measurement; Medical education; Family medicine; Clinical psychology; Internal medicine; Curriculum; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01040538,0.0004632841,0.0004492388,0.002251606,0.0007741418,0.001363343,0.001127864,0.000756115,0.001094243],"category_scores_gemma":[0.04530702,0.0003495139,0.0009627132,0.001913436,0.0009628095,0.001362867,0.001986198,0.001295323,0.0005089546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006931786,"about_ca_system_score_gemma":0.001311984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009582696,"about_ca_topic_score_gemma":0.01501186,"domain_scores_codex":[0.9941871,0.002331201,0.0006345468,0.0007152332,0.001789184,0.0003426357],"domain_scores_gemma":[0.9636154,0.01227981,0.01045302,0.00334012,0.007370862,0.002940893],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003397119,0.0001074383,0.9977942,0.000004235416,0.00004629542,0.000008524233,0.0001962526,0.00003552807,0.00003329955,0.00001528297,0.00006556205,0.001659464],"study_design_scores_gemma":[0.000006808863,0.000194829,0.9984964,0.00001478789,0.0000289654,0.00003840763,0.0004055868,0.000479636,0.0001034161,0.0000289714,0.000196529,0.00000570312],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990607,0.0000484471,0.0001474976,0.0000529387,0.00001167676,0.0000239175,0.0001900995,0.000004405809,0.0004602955],"genre_scores_gemma":[0.9992231,0.0000392925,0.0002169575,0.0000203731,0.00001013278,0.00002574738,0.0003370182,0.000005066798,0.0001222125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9895946,"threshold_uncertainty_score":0.05502957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05963072680960423,"score_gpt":0.4096915125987413,"score_spread":0.350060785789137,"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."}}