{"id":"W2571235750","doi":"10.1097/sla.0000000000002134","title":"A Pathology of Mesh and Time","year":2017,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thornhill Medical (Canada); University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Vas deferens; Spermatic cord; Inguinal hernia; Surgery; Lumen (anatomy); Hernia; Chronic pain; Anatomy; Physical therapy","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":[0.0004221651,0.0000382307,0.0002507613,0.00005356714,0.00001998867,0.000002619779,0.0000298771,0.0000295058,0.0001071963],"category_scores_gemma":[0.0002488736,0.00003157925,0.00006894069,0.00001178853,0.00009306776,0.0000357352,0.00004702715,0.00002317722,0.0000109844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":5.571475e-7,"about_ca_system_score_gemma":0.00001868037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000268038,"about_ca_topic_score_gemma":6.092354e-7,"domain_scores_codex":[0.9996178,0.00001374286,0.0001405869,0.00007290998,0.00007222065,0.00008273232],"domain_scores_gemma":[0.999452,0.00006826183,0.0001110724,0.0002697429,0.00005913034,0.00003979677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000526407,0.0004524171,0.5115087,0.001081078,0.0004197383,0.0006167477,0.000547248,2.470527e-7,0.02967705,0.001525253,0.2757016,0.1779436],"study_design_scores_gemma":[0.0002846216,0.0001123888,0.9481576,0.0001857431,0.00004835492,0.00002671509,0.00003024982,0.00002879663,0.01702613,0.0005252847,0.03350177,0.00007236433],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979782,0.0003286402,0.000005004759,0.003273072,0.00003760024,0.00005680868,0.000004006549,0.000008086939,0.01650481],"genre_scores_gemma":[0.99743,0.0006777436,0.00004113854,0.0003860241,0.00002370263,0.000001923814,0.000001892266,0.000004263257,0.001433352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4366489,"threshold_uncertainty_score":0.1287764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2113076441260949,"score_gpt":0.368698519905013,"score_spread":0.157390875778918,"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."}}