{"id":"W2324571583","doi":"10.1097/acm.0b013e3182674629","title":"Admissions File Review","year":2012,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Medical Education and Admissions","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Research Chairs; University of Toronto","funders":"","keywords":"Cronbach's alpha; Computer science; Reliability (semiconductor); Component (thermodynamics); Stratified sampling; Sample (material); Psychology; Statistics; Psychometrics; Mathematics; Clinical psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.04455442,0.001285338,0.002629736,0.01908517,0.00476296,0.006053022,0.004840515,0.002702417,0.2173778],"category_scores_gemma":[0.292302,0.0009352325,0.001989685,0.01366817,0.00168187,0.004100737,0.005813926,0.002992854,0.08014461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006730916,"about_ca_system_score_gemma":0.02576625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004028569,"about_ca_topic_score_gemma":0.004971787,"domain_scores_codex":[0.8980848,0.03547466,0.03074078,0.005563713,0.02704061,0.00309538],"domain_scores_gemma":[0.5543827,0.06151823,0.02569658,0.03499987,0.3127678,0.01063479],"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":[0.0003472754,0.00007324191,0.001387275,0.003223505,0.00004935006,0.0003981029,0.0009410356,0.0001016856,0.0003915554,0.001672736,0.8639231,0.1274912],"study_design_scores_gemma":[0.0001562841,0.0001352702,0.004559251,0.003446126,0.00003783785,0.0003419173,0.001122445,0.0003529842,0.0006029684,0.001079159,0.9880887,0.00007714036],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03408977,0.01205056,0.04185317,0.1045284,0.0629734,0.2216441,0.1551771,0.0142636,0.3534199],"genre_scores_gemma":[0.1311022,0.01520195,0.06344327,0.03546531,0.02466003,0.2199177,0.0768206,0.008417216,0.4249717],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2173778,"threshold_uncertainty_score":0.7272011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1023918182178756,"score_gpt":0.4550881261023416,"score_spread":0.3526963078844659,"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."}}