{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006920125,0.0001507978,0.0004229024,0.00009001934,0.00007972378,6.382476e-7,0.0001256699,0.000170756,0.4634119],"category_scores_gemma":[0.03733195,0.00009169074,0.00005849274,0.0003833936,0.0001095098,0.00007709187,0.00003785108,0.0008628166,0.001007367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004108176,"about_ca_system_score_gemma":0.0005556746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006832193,"about_ca_topic_score_gemma":4.054937e-8,"domain_scores_codex":[0.9983845,0.00005882973,0.0004752584,0.0001748184,0.0004933757,0.0004132377],"domain_scores_gemma":[0.9936833,0.0003065712,0.0001068152,0.0003499998,0.00007012783,0.005483179],"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":[0.000005477176,0.00002606316,0.0007491903,0.0004133719,0.00001231277,0.000002547347,0.0004532292,3.03452e-9,0.0005912529,0.0007375417,0.9910462,0.005962798],"study_design_scores_gemma":[0.0005034228,0.0000684398,0.003100759,0.009808058,0.0001869715,0.0002347456,0.0003841246,0.000005674563,0.00009298754,0.0000765099,0.9854441,0.00009425669],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002284065,0.2335081,0.0001786468,0.6034133,0.001994241,0.001076919,0.00002800057,0.0003095664,0.1572072],"genre_scores_gemma":[0.1069558,0.1062064,0.0007982343,0.5674949,0.007700964,0.0001879087,0.0008950055,0.00006189905,0.2096988],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4624045,"threshold_uncertainty_score":0.9997705,"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."}}