{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001033425,0.0001446704,0.0006074391,0.0004400996,0.0000244012,0.00001031309,0.00008358418,0.00007690785,0.0004752903],"category_scores_gemma":[0.0004084797,0.0001116038,0.0001179556,0.0001863132,0.00007349213,0.0001122359,0.00001783644,0.0002518794,9.377952e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001078749,"about_ca_system_score_gemma":0.008724241,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9512734,"about_ca_topic_score_gemma":0.9991353,"domain_scores_codex":[0.9982018,0.00008026657,0.0007767487,0.0001817643,0.0003007549,0.000458658],"domain_scores_gemma":[0.9986542,0.0001342472,0.0002476786,0.0001561745,0.0001351649,0.0006725609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001145816,0.0000423272,0.9789272,0.0000308105,0.00003421684,0.01065178,0.0002901296,9.686827e-7,0.00000817411,0.0000291953,0.006673263,0.003197382],"study_design_scores_gemma":[0.001281318,0.0001173001,0.9361445,0.000671284,0.00001506732,0.0002257972,0.00008497962,0.000003472118,0.00002644448,0.00002859396,0.06127551,0.0001257481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960711,0.0006669777,0.000001922748,0.00170126,0.0005338935,0.0001373544,0.00002241089,0.000002404899,0.0008626904],"genre_scores_gemma":[0.9991059,0.0001045384,0.00005382618,0.000145018,0.0001545125,0.000002482849,0.00000233566,0.00001294943,0.0004184324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05460225,"threshold_uncertainty_score":0.9968954,"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."}}