{"id":"W2278218582","doi":"10.1503/cjs.003915","title":"Recurrence of inguinal hernias repaired in a large hernia surgical specialty hospital and general hospitals in Ontario, Canada","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network; Institute for Clinical Evaluative Sciences; Mount Sinai Hospital","funders":"","keywords":"Medicine; Specialty; Inguinal hernia; Confidence interval; Comorbidity; Hernia; General surgery; Hazard ratio; Emergency medicine; Surgery; Internal medicine; Family medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004224634,0.0002118581,0.000288219,0.000799994,0.001093071,0.0006701921,0.0008081918,0.0003681075,0.001456891],"category_scores_gemma":[0.002504804,0.0002708154,0.0004998266,0.00173721,0.0005922249,0.0003275134,0.0007386559,0.0005371647,0.00007538072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01130383,"about_ca_system_score_gemma":0.01106712,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9491034,"about_ca_topic_score_gemma":0.9699555,"domain_scores_codex":[0.999222,0.00006621986,0.00006533811,0.0001199432,0.0002642149,0.0002621405],"domain_scores_gemma":[0.9964446,0.0002133136,0.001768712,0.00009705662,0.0006879152,0.0007883648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002107186,0.000005264634,0.9991233,0.000008917792,0.00001877512,0.00005338875,0.0001212255,0.00002170412,0.00004156533,0.000009398885,0.0001202776,0.0004550994],"study_design_scores_gemma":[0.000002316948,0.000008861177,0.9994978,0.000008787332,0.00000756307,0.00007522712,0.0002542795,0.00005219041,0.000009267369,0.000003262193,0.00007814024,0.000002264712],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983948,0.0003976414,0.0000290494,0.0001613424,0.000005153845,0.000009663709,0.0005861621,0.000002937074,0.0004132762],"genre_scores_gemma":[0.9993339,0.0001522978,0.00003397365,0.00003134316,0.000004634514,0.000003473925,0.0003178482,0.000001009397,0.0001215592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05089664,"threshold_uncertainty_score":0.1023927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01597406265611718,"score_gpt":0.2205105644922543,"score_spread":0.2045365018361372,"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."}}