{"id":"W1989238398","doi":"10.3138/jvme.0612-063r","title":"Use of <i>Z</i>-scores to Rank Applicants to Professional Degree Programs","year":2012,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Medical Education and Admissions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Ranking (information retrieval); Standardization; Weighting; Standardized test; Statistics; Rank (graph theory); Rank correlation; Cohort; Medicine; Spearman's rank correlation coefficient; Component (thermodynamics); Standard deviation; Psychology; Family medicine; Mathematics; Computer science; Information retrieval","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01259562,0.000748693,0.0005917791,0.007017349,0.0007466805,0.002430854,0.001314161,0.0003769755,0.003952106],"category_scores_gemma":[0.0422742,0.0001907442,0.0009028655,0.006439118,0.001363566,0.001118894,0.002136513,0.001008028,0.001344942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001144449,"about_ca_system_score_gemma":0.002022671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003723065,"about_ca_topic_score_gemma":0.007776632,"domain_scores_codex":[0.9873007,0.00523423,0.001417466,0.0007983536,0.004682484,0.0005667652],"domain_scores_gemma":[0.9733582,0.009316346,0.007292924,0.002445737,0.006336441,0.001250367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005508219,0.000343785,0.6912609,0.0002403513,0.0003927243,0.0001777803,0.001712651,0.004227876,0.004261294,0.006962178,0.005425928,0.2844438],"study_design_scores_gemma":[0.00007517719,0.001709697,0.9530927,0.0001270142,0.0001560789,0.0003779912,0.002957603,0.01665677,0.008326502,0.005668344,0.0106781,0.0001740575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.883362,0.0004148544,0.07815388,0.0008108952,0.0002418647,0.001149883,0.001800331,0.0007031356,0.03336307],"genre_scores_gemma":[0.9423094,0.0001854283,0.05398043,0.00007951856,0.00005385598,0.0003703238,0.0008834264,0.00007554897,0.00206206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01259562,"threshold_uncertainty_score":0.06661284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2536879981696615,"score_gpt":0.4703740095181649,"score_spread":0.2166860113485035,"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."}}