{"id":"W2117676564","doi":"10.1002/j.0022-0337.2005.69.10.tb04010.x","title":"Evaluation of Applicants to Predoctoral Dental Education Programs: Review of the Literature","year":2005,"lang":"en","type":"article","venue":"Journal of Dental Education","topic":"Medical Education and Admissions","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Curriculum; Workforce; Medical education; Variance (accounting); Psychology; Perception; Dental education; Underrepresented Minority; Medicine; Pedagogy; Political science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001086848,0.00009617615,0.0002478451,0.0001557639,0.00003429815,0.00001200585,0.0001670808,0.00006023465,0.001103785],"category_scores_gemma":[0.002260759,0.00006211848,0.0001749634,0.0005805059,0.00004228179,0.0001548415,0.00002116661,0.0002114901,0.00001142482],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003198451,"about_ca_system_score_gemma":0.007043261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001034974,"about_ca_topic_score_gemma":0.000007022305,"domain_scores_codex":[0.9976736,0.0001471827,0.0007209423,0.0001044489,0.00125972,0.00009410938],"domain_scores_gemma":[0.996938,0.00001715754,0.0006957214,0.0002310012,0.001690785,0.0004273579],"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":[0.00008437898,0.006367675,0.02071819,0.002338764,0.00008176824,1.71616e-7,0.00233184,0.000003703469,0.008377605,0.0001617619,0.08509733,0.8744368],"study_design_scores_gemma":[0.004657227,0.001897962,0.3663413,0.2100315,0.004831361,0.002771675,0.02265406,0.0002274019,0.0441785,0.0004545429,0.3413614,0.0005930829],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9656733,0.01952676,0.00000766189,0.01010779,0.001764095,0.001251623,0.000003985545,0.000004013083,0.001660735],"genre_scores_gemma":[0.9925767,0.0008752972,0.001507952,0.002944827,0.0008440333,0.00004567414,0.00003271315,0.00001015218,0.001162622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8738437,"threshold_uncertainty_score":0.9998093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0323633404052347,"score_gpt":0.430897656927667,"score_spread":0.3985343165224323,"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."}}