{"id":"W2996458089","doi":"10.36834/cmej.58444","title":"Application rates to surgical residency programs in Canada","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Department of Agriculture; Dalhousie University","funders":"","keywords":"Specialty; Graduation (instrument); Medicine; Descriptive statistics; Otorhinolaryngology; Orthopedic surgery; Matching (statistics); Vascular surgery; Family medicine; Medical education; Surgery; Statistics; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001523209,0.0000549116,0.0001022945,0.0001609293,0.0002001861,0.00007032794,0.0004745527,0.00008543905,0.015018],"category_scores_gemma":[0.002148828,0.00005463173,0.00001941672,0.0004752625,0.00006140533,0.0001032901,0.00001129856,0.0003680321,0.0001536467],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00212512,"about_ca_system_score_gemma":0.2215937,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9957554,"about_ca_topic_score_gemma":0.9996828,"domain_scores_codex":[0.9980098,0.0001358233,0.0001888188,0.0001280978,0.001173536,0.000363942],"domain_scores_gemma":[0.9936902,0.0000497533,0.00004035977,0.00009129712,0.0001957885,0.005932599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001004958,0.00004900435,0.4282219,0.00001062494,0.000007016642,0.0001292578,0.007799804,0.000007561887,6.86069e-7,0.01270509,0.2202514,0.3308076],"study_design_scores_gemma":[0.0001909225,0.00001894986,0.0216424,0.00009815904,0.000002920247,0.00003099277,0.05307021,0.00001382683,5.131859e-7,0.0004528082,0.9243909,0.00008741436],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7292902,0.0002433269,0.000008862,0.2223173,0.002862159,0.000418817,0.000001667755,0.000008050571,0.04484957],"genre_scores_gemma":[0.9808351,0.00006969878,0.00005632253,0.01631037,0.0007233857,0.00001157256,0.000008034947,0.000004148534,0.001981314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7041394,"threshold_uncertainty_score":0.9858824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01428822052282647,"score_gpt":0.29117253421322,"score_spread":0.2768843136903935,"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."}}