{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003021212,0.00009406362,0.0001757675,0.00007081759,0.00009604321,0.000005491312,0.00007048053,0.00002054788,0.000006715421],"category_scores_gemma":[0.0001275111,0.00005583976,0.00002850446,0.0005615869,0.0001073379,0.00004952311,0.00004135251,0.00007840122,5.019435e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001714282,"about_ca_system_score_gemma":0.000303585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005787323,"about_ca_topic_score_gemma":0.004285728,"domain_scores_codex":[0.9993073,0.0000559178,0.0001067303,0.0001593646,0.0002256835,0.000144947],"domain_scores_gemma":[0.9994907,0.00007109834,0.0001214985,0.0001347106,0.0001061643,0.00007584514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004589949,0.0001630705,0.9971015,0.00002609555,0.00005113112,3.152625e-7,0.001126519,0.000007062088,0.00001815024,0.000005642589,0.0003229676,0.0007185637],"study_design_scores_gemma":[0.00112859,0.0007903769,0.9969672,0.0003431809,0.0000388796,1.670305e-7,0.000541932,0.00002669023,0.00004970598,0.00002195745,0.00002475523,0.00006654948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966736,0.0001780659,4.74834e-7,0.001893127,0.00004081499,0.0009098442,0.0002334269,0.00004066636,0.00003001508],"genre_scores_gemma":[0.9995526,0.00002182401,0.000002656518,0.0001408437,0.000004325399,0.0001020277,0.0001255491,0.00001193294,0.00003825809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003706996,"threshold_uncertainty_score":0.2391537,"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."}}