{"id":"W4390100106","doi":"10.1371/journal.pone.0296258","title":"Scheduled and urgent inguinal hernia repair in Ontario, Canada between 2010 and 2022: Population-based cross sectional analysis of trends and outcomes","year":2023,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Hernia repair and management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Women's College Hospital; University of Toronto; Public Health Ontario; Western University","funders":"","keywords":"Medicine; Pandemic; Comorbidity; Inguinal hernia; Emergency medicine; Odds ratio; Public health; Retrospective cohort study; Odds; Logistic regression; Public hospital; Population; Cross-sectional study; General surgery; Hernia; Coronavirus disease 2019 (COVID-19); Surgery; Internal medicine; Disease; Nursing; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000525561,0.0003022806,0.0003053778,0.001066289,0.001064844,0.000839648,0.0008809848,0.0003795314,0.001324851],"category_scores_gemma":[0.001429017,0.0003546496,0.0005177463,0.003523946,0.0004738803,0.0003950459,0.0006354543,0.0004695401,0.0001757236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01293593,"about_ca_system_score_gemma":0.01393045,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9750524,"about_ca_topic_score_gemma":0.9843987,"domain_scores_codex":[0.9993784,0.00003195963,0.00005398037,0.0001106365,0.0002397066,0.0001852952],"domain_scores_gemma":[0.9979219,0.00007197199,0.0009222189,0.00007961544,0.0006631701,0.0003411878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002019205,0.000007557396,0.9988708,0.00001390489,0.00002782318,0.00001738532,0.00007869575,0.00003451126,0.00004040149,0.000008989124,0.000327523,0.0005521066],"study_design_scores_gemma":[0.000002637252,0.000009886268,0.9994164,0.000008704065,0.00001033959,0.00002159267,0.0001859924,0.00007723825,0.0000112861,0.000002849671,0.0002505908,0.000002535111],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827155,0.0007642122,0.00008609457,0.0002470593,0.00001411723,0.00004130165,0.0149364,0.00001321192,0.001181973],"genre_scores_gemma":[0.99453,0.0004182489,0.00011106,0.00008467829,0.000009193867,0.0000223729,0.004427279,0.000003073398,0.0003939125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02494758,"threshold_uncertainty_score":0.09385717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04151845379901792,"score_gpt":0.2779082120103556,"score_spread":0.2363897582113377,"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."}}