{"id":"W4382932203","doi":"10.1097/dcr.0000000000002744","title":"Incidence and Factors Associated With Mental Health Disorders in Patients With Rectal Cancer Post–Restorative Proctectomy","year":2023,"lang":"en","type":"article","venue":"Diseases of the Colon & Rectum","topic":"Stoma care and complications","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital","funders":"","keywords":"Medicine; Incidence (geometry); Hazard ratio; Colorectal cancer; Proportional hazards model; Cohort study; Mental health; Retrospective cohort study; Colorectal surgery; Cohort; Internal medicine; Urinary diversion; Cancer; Psychiatry; Confidence interval; Bladder cancer; Cystectomy; Abdominal surgery","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":[0.0003743673,0.0001394354,0.000212204,0.0006077382,0.0003190493,0.0005114487,0.0002898879,0.000266595,0.001602882],"category_scores_gemma":[0.002456682,0.0002544422,0.0003990303,0.001007891,0.0002287456,0.0003700086,0.0004324851,0.0006426114,0.0001391593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004407407,"about_ca_system_score_gemma":0.0003581798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008711903,"about_ca_topic_score_gemma":0.0121159,"domain_scores_codex":[0.9995967,0.00007998334,0.00005714005,0.00006590894,0.00009392847,0.0001063852],"domain_scores_gemma":[0.9981741,0.000215006,0.001182424,0.00007560712,0.000137558,0.000215307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000164764,0.000008967006,0.9995605,0.000004094696,0.00001362823,0.00002935218,0.0000184004,0.00001411673,0.00001686022,0.000004706436,0.00004187462,0.0002710792],"study_design_scores_gemma":[0.000002039618,0.00002552222,0.9996026,0.000005441587,0.000008640031,0.0001464839,0.00006893262,0.00006381855,0.00001094267,0.000005676927,0.00005864614,0.000001346592],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988356,0.000298472,0.0000379781,0.00008830703,0.000006142708,0.00000848717,0.0004205978,0.000002545214,0.0003018311],"genre_scores_gemma":[0.9993439,0.0001885583,0.0000390664,0.00001759043,0.000009318022,0.000006246595,0.0003332699,8.28707e-7,0.00006128291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008711903,"threshold_uncertainty_score":0.01732236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01008204685378028,"score_gpt":0.2740449370683035,"score_spread":0.2639628902145232,"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."}}