{"id":"W2574986436","doi":"10.1097/spv.0000000000000384","title":"Pessary Education for Residents","year":2017,"lang":"en","type":"letter","venue":"Female Pelvic Medicine & Reconstructive Surgery","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Urogynecology; Medicine; Obstetrics and gynaecology; Pessary; Gynecology; Family medicine; Library science; Pregnancy; Surgery","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009946894,0.000771181,0.002300303,0.001130869,0.0003880215,0.00006233928,0.0003872288,0.0008826928,0.002435816],"category_scores_gemma":[0.002458277,0.0006667119,0.0006854437,0.0001578947,0.0008024575,0.0002226233,0.0001296813,0.001406714,0.0001754465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003844892,"about_ca_system_score_gemma":0.001514744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004844172,"about_ca_topic_score_gemma":0.00001535073,"domain_scores_codex":[0.995615,0.0001534544,0.001170123,0.001289087,0.0009162866,0.000856038],"domain_scores_gemma":[0.9942238,0.001798687,0.001465618,0.001569496,0.000657102,0.0002852555],"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":[0.00009932395,0.0000761323,0.02574372,0.002130945,0.0004275111,0.0004959183,0.000108181,2.887422e-8,0.000005490394,0.00006716394,0.8724752,0.09837037],"study_design_scores_gemma":[0.001260119,0.0002464505,0.05627082,0.00916826,0.001257389,0.0006800907,0.0003977004,0.00000381684,0.00004369865,0.001317687,0.9287168,0.0006371671],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01832295,0.01021645,0.0003046509,0.8411373,0.02363814,0.005590044,0.0002926498,0.00025714,0.1002406],"genre_scores_gemma":[0.01813488,0.003893102,0.001724641,0.8163659,0.06748009,0.002853052,0.009925934,0.000487019,0.07913539],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0977332,"threshold_uncertainty_score":0.9995784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05963785224588466,"score_gpt":0.3343436298142328,"score_spread":0.2747057775683481,"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."}}