{"id":"W1971361047","doi":"10.1007/s00464-013-3252-5","title":"Laparoscopic versus open elective repair of primary umbilical hernias: short-term outcomes from the American College of Surgeons National Surgery Quality Improvement Program","year":2013,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Hernia repair and management","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; University Health Network; University of Toronto","funders":"","keywords":"Medicine; Current Procedural Terminology; Umbilical hernia; Abdominal surgery; Surgery; Univariate analysis; Body mass index; Retrospective cohort study; Logistic regression; Odds ratio; Laparoscopy; Hernia; Hepatology; Multivariate analysis; Internal medicine","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":[0.001056417,0.0002563114,0.00128487,0.00007226891,0.00007343203,0.00002086539,0.0003135844,0.00007630417,0.0006769716],"category_scores_gemma":[0.0005154865,0.000170036,0.0005092712,0.000384037,0.0004317073,0.0001205232,0.0003575849,0.0002406793,0.00001611204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002137644,"about_ca_system_score_gemma":0.0004827634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006346477,"about_ca_topic_score_gemma":0.000291195,"domain_scores_codex":[0.9968,0.0003548112,0.0009689945,0.0004995121,0.0009740683,0.0004026261],"domain_scores_gemma":[0.9955796,0.002957052,0.0003286774,0.000581087,0.0003503626,0.0002032213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003829034,0.002347059,0.974979,0.0001323261,0.001172766,0.00003690155,0.00009002108,0.000001682214,0.0009146387,0.0006727814,0.007694532,0.008129241],"study_design_scores_gemma":[0.005695566,0.000922967,0.9831917,0.00006960077,0.0001295311,0.000001872017,0.0002338772,0.00003966432,0.001563421,0.0001393091,0.007835869,0.0001766015],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894297,0.00006597866,0.000004578257,0.001114899,0.0001977946,0.00259869,0.0002430785,0.0001261285,0.006219143],"genre_scores_gemma":[0.9974082,0.00007149637,0.0008383629,0.0004294873,0.00006377121,0.0007418126,0.0001282558,0.00002637178,0.0002922597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008212703,"threshold_uncertainty_score":0.9594017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06443888065965467,"score_gpt":0.3720318373099255,"score_spread":0.3075929566502708,"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."}}