{"id":"W2039583209","doi":"10.1007/s00464-011-2040-3","title":"Bilateral total extraperitoneal inguinal hernia repair (TEP) has outcomes similar to those for unilateral TEP: population-based analysis of prospective data of 6,505 patients","year":2011,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Hernia repair and management","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"","keywords":"Medicine; Surgery; Prospective cohort study; Abdominal surgery; Inguinal hernia; American society of anesthesiologists; Hernia; Anesthesia","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003628243,0.0002587872,0.0009224201,0.0003910226,0.0000651459,0.00001183596,0.000226881,0.0001072874,0.0003903561],"category_scores_gemma":[0.000207344,0.0002005105,0.000462118,0.0005686482,0.00008368422,0.0001182267,0.0001620375,0.0001156382,0.000003765454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007783576,"about_ca_system_score_gemma":0.000085808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00113675,"about_ca_topic_score_gemma":0.0001310236,"domain_scores_codex":[0.9977149,0.00007794283,0.0007683226,0.000585124,0.000502186,0.000351523],"domain_scores_gemma":[0.9983254,0.0001311603,0.0002057487,0.0008654746,0.0002518312,0.0002204015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003581826,0.001109078,0.9921827,0.0001472572,0.001377876,0.00003729085,0.0005826683,0.0001544155,0.00008584165,0.0001648074,0.0001343331,0.0004418451],"study_design_scores_gemma":[0.007472549,0.001270073,0.979139,0.00007733071,0.001510623,0.000001116887,0.00005195094,0.007604297,0.0009243865,0.00003463149,0.001702319,0.0002116896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969218,0.00001908855,0.0002826066,0.0001384301,0.0001519799,0.001258992,0.0004939966,0.000101467,0.0006316146],"genre_scores_gemma":[0.9860517,0.000001847275,0.0125637,0.0001298451,0.00004430794,0.00007134326,0.0008668177,0.00002988746,0.0002405136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01304373,"threshold_uncertainty_score":0.8176582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07474531151205077,"score_gpt":0.3432069908748071,"score_spread":0.2684616793627563,"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."}}