{"id":"W4383187179","doi":"10.1001/jamasurg.2023.2137","title":"Global Incidence and Risk Factors Associated With Postoperative Urinary Retention Following Elective Inguinal Hernia Repair","year":2023,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Urinary retention; Inguinal hernia; Incidence (geometry); Perioperative; Hernia; Context (archaeology); Surgery; Urinary system; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006293476,0.00021465,0.0003232817,0.0008756057,0.0002122143,0.0004004677,0.0003214549,0.0003115379,0.001351092],"category_scores_gemma":[0.002508737,0.0001577363,0.0003613955,0.001371288,0.0003466675,0.0005022821,0.0005607308,0.0003818039,0.0001386326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000215317,"about_ca_system_score_gemma":0.000288678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003245948,"about_ca_topic_score_gemma":0.00453142,"domain_scores_codex":[0.999526,0.0001277799,0.00008403978,0.00009221157,0.00008845272,0.00008156398],"domain_scores_gemma":[0.9979671,0.0002061621,0.001384761,0.00008133175,0.0001350594,0.0002255758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001795579,0.000006283934,0.9993945,0.00001094466,0.00002085251,0.00001746673,0.00001908418,0.00001331257,0.00002180181,0.00000409568,0.00003519098,0.0004385523],"study_design_scores_gemma":[0.000001855187,0.00004023765,0.9995387,0.000009292334,0.00001137561,0.0001514725,0.0001339053,0.00004365257,0.000008496408,0.000007114501,0.00005217349,0.000001758917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975976,0.001137707,0.00006640142,0.00009869591,0.000008737016,0.00001091116,0.0006619606,0.000004959361,0.0004130337],"genre_scores_gemma":[0.9990166,0.0004144684,0.00006139425,0.00002110263,0.00001956141,0.000007008539,0.0004157193,0.000001065407,0.00004312982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003245948,"threshold_uncertainty_score":0.00645411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02482326120428628,"score_gpt":0.271129308688445,"score_spread":0.2463060474841587,"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."}}