{"id":"W1975381216","doi":"10.1007/s10459-009-9160-8","title":"Overview: what’s worked and what hasn’t as a guide towards predictive admissions tool development","year":2009,"lang":"en","type":"review","venue":"Advances in Health Sciences Education","topic":"Medical Education and Admissions","field":"Medicine","cited_by":172,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Predictive validity; Psychology; Test (biology); Situational ethics; Aptitude; Applied psychology; Personality; Job performance; Diligence; Medical education; Social psychology; Medicine; Clinical psychology; Job satisfaction; Developmental psychology","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00174791,0.000403285,0.001230701,0.0006005467,0.0004789855,0.0002817208,0.0003140589,0.0002179271,0.0007385024],"category_scores_gemma":[0.004644988,0.0002900306,0.000110251,0.001472949,0.000255954,0.002272657,0.00006984336,0.0005593186,0.00003225952],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008508795,"about_ca_system_score_gemma":0.07520793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005394219,"about_ca_topic_score_gemma":0.00002728128,"domain_scores_codex":[0.9959509,0.0002801219,0.00150767,0.0008966011,0.0007867676,0.0005779892],"domain_scores_gemma":[0.9963322,0.0003461112,0.0007202681,0.0003860721,0.0001453123,0.002070028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000548514,0.0003079628,0.00001052424,0.005978321,0.000005905216,0.000001006522,0.001147314,8.579133e-7,1.376306e-8,0.0002903039,0.004091658,0.9881607],"study_design_scores_gemma":[0.0001499046,0.0002503649,0.0001504575,0.1238813,0.0000433434,0.00007388023,0.004230559,0.00001269138,3.652632e-7,0.0004577245,0.8705236,0.0002257219],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001651528,0.9786375,0.00003492441,0.0149033,0.003178704,0.001997962,0.000001499263,0.00004512389,0.001184526],"genre_scores_gemma":[0.000004612567,0.9735957,0.009554361,0.01208819,0.0003309326,0.0004856585,0.0001177481,0.00001878314,0.003804062],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9879349,"threshold_uncertainty_score":0.9999552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08285300500620972,"score_gpt":0.5051978494295791,"score_spread":0.4223448444233694,"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."}}