{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003407038,0.0003021182,0.0001256144,0.001464542,0.0005294101,0.001442435,0.0003655555,0.0009944087,0.0125039],"category_scores_gemma":[0.001779243,0.0001185347,0.0002991525,0.0008691467,0.001458235,0.001409463,0.0007777287,0.0007124908,0.001673115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005945729,"about_ca_system_score_gemma":0.0004413551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000489752,"about_ca_topic_score_gemma":0.0003715202,"domain_scores_codex":[0.999651,0.00006021618,0.00003753974,0.00008518455,0.0001094738,0.00005663691],"domain_scores_gemma":[0.9990942,0.0002144392,0.0003407005,0.0001313066,0.00009567468,0.0001236355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001138934,0.0002063115,0.1521692,0.001811664,0.000216084,0.1332941,0.003761897,0.0009064957,0.05727414,0.1429555,0.02810179,0.4781638],"study_design_scores_gemma":[0.00005615332,0.0004447716,0.08022029,0.0009033158,0.00007278604,0.4738335,0.002189297,0.0008348898,0.006613182,0.01865281,0.4161358,0.00004320923],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.5253329,0.2527391,0.02025947,0.02061086,0.01060805,0.0001370868,0.0007590802,0.0004875778,0.1690658],"genre_scores_gemma":[0.9118915,0.02539047,0.00563355,0.002333208,0.003655336,0.00005023863,0.0003268085,0.00007586712,0.050643],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.0125039,"threshold_uncertainty_score":0.04182971,"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."}}