{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008918851,0.000175832,0.0003523444,0.0001408834,0.0001786226,0.00003777242,0.00003268123,0.0001044092,0.00001792915],"category_scores_gemma":[0.001733347,0.0001387979,0.0001913626,0.0007262901,0.00004309321,0.0002090138,0.00007403643,0.0001861518,0.00001349877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002494286,"about_ca_system_score_gemma":0.0001662388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005719159,"about_ca_topic_score_gemma":0.0001240958,"domain_scores_codex":[0.998475,0.0002049543,0.0002324732,0.000378602,0.0003914131,0.0003175248],"domain_scores_gemma":[0.9991061,0.000350387,0.0001202003,0.0001760333,0.0001184556,0.0001288072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002682623,0.00007762961,0.9903872,0.00002394686,0.0005577502,0.001001872,0.0006107791,0.00001053109,0.00005292483,0.000009518537,0.005905753,0.001093848],"study_design_scores_gemma":[0.0005849107,0.0003493753,0.9959073,0.0002943827,0.0002242358,0.00002120158,0.001036176,0.0006797287,0.00004059396,0.0000486899,0.0006554233,0.0001579524],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974123,0.0001082465,0.00004023246,0.0002495605,0.0002111637,0.0003185475,0.00001775404,0.0005799939,0.001062151],"genre_scores_gemma":[0.998834,0.00008882796,0.00004883712,0.0001487992,0.00004848305,0.00002507011,0.00008436163,0.0000196816,0.0007019828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005520145,"threshold_uncertainty_score":0.5660016,"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."}}