{"id":"W2901998057","doi":"10.1097/acm.0000000000002538","title":"Postapplication Advisement for U.S. Medical School Reapplicants: One School’s Program","year":2018,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Medical Education and Admissions","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ethnic group; Quarter (Canadian coin); Medical education; Medical school; Family medicine; Psychology; Medicine; Political science; Law; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001531524,0.0002679633,0.0005658256,0.0002106419,0.0002005958,0.000006920548,0.0003812947,0.0005295781,0.04246187],"category_scores_gemma":[0.0314561,0.0001954256,0.00007916239,0.0005378345,0.000675876,0.0000752354,0.00007838212,0.001052063,0.0006066781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001561095,"about_ca_system_score_gemma":0.002583198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004301929,"about_ca_topic_score_gemma":0.000002807073,"domain_scores_codex":[0.9963322,0.00005167464,0.000982285,0.0006372338,0.001403914,0.00059272],"domain_scores_gemma":[0.9912943,0.0002555315,0.0002332818,0.000629981,0.0004906153,0.007096325],"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":[0.0004007565,0.0003400719,0.001621284,0.0002637685,0.0001301077,0.000004081117,0.0005199707,1.959445e-8,0.009371273,0.005498033,0.841262,0.1405887],"study_design_scores_gemma":[0.00516205,0.00190483,0.005932895,0.001579777,0.0003303519,0.00007611929,0.0008376674,0.0004930082,0.001608555,0.00182033,0.9800207,0.0002337042],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06474231,0.002965914,0.01987413,0.85476,0.001707645,0.01124021,0.00002497529,0.001246938,0.04343788],"genre_scores_gemma":[0.7378338,0.003661956,0.01042299,0.1955907,0.01987567,0.00425943,0.0008785297,0.0001473572,0.02732958],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6730915,"threshold_uncertainty_score":0.9767023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05464144582883559,"score_gpt":0.4483894303190054,"score_spread":0.3937479844901698,"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."}}