{"id":"W2765836967","doi":"10.1111/ases.12433","title":"Proper training in laparoscopic hernia repair is necessary to minimize the rising recurrence rate in Japan","year":2017,"lang":"en","type":"article","venue":"Asian Journal of Endoscopic Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University; U.S. Department of Veterans Affairs","keywords":"Medicine; Inguinal hernia; Surgery; Hernia; Laparoscopy; Hernia repair; General surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002137573,0.0001630065,0.0006448431,0.0003097354,0.0001485911,0.00008255178,0.000212237,0.00007829217,0.0002110703],"category_scores_gemma":[0.002657048,0.00011002,0.0001990688,0.000247523,0.0000911358,0.0002620597,0.00004036665,0.0005378226,0.00001330022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006736923,"about_ca_system_score_gemma":0.0003768611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000390141,"about_ca_topic_score_gemma":0.00003317651,"domain_scores_codex":[0.9980554,0.0002290141,0.0008363129,0.0002151939,0.0003052689,0.0003587869],"domain_scores_gemma":[0.9982106,0.0006857336,0.0004352496,0.0003768736,0.0000859202,0.0002056161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002752974,0.00005695994,0.9137874,0.00003373267,0.00003894555,0.0005110088,0.005580354,0.00003244219,0.00007703786,0.0000141349,0.0001681207,0.0794246],"study_design_scores_gemma":[0.002663899,0.0000723462,0.9876369,0.002382078,0.00002517536,0.00005691815,0.003461556,0.0001499071,0.0002952854,0.0000897152,0.003054344,0.0001119054],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843602,0.000296517,0.00002786008,0.007826217,0.0008223248,0.0001880316,0.000001055564,0.00001356491,0.006464229],"genre_scores_gemma":[0.9977285,0.0000481787,0.000529266,0.001249496,0.0002669972,0.000006617367,7.856418e-7,0.00001807701,0.0001520849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0793127,"threshold_uncertainty_score":0.4486485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0766896278768586,"score_gpt":0.335815025365327,"score_spread":0.2591253974884684,"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."}}