{"id":"W2057224222","doi":"10.1016/j.jamcollsurg.2013.09.015","title":"Cost Effectiveness of Mesh Prophylaxis to Prevent Parastomal Hernia in Patients Undergoing Permanent Colostomy for Rectal Cancer","year":2013,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Stoma care and complications","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal General Hospital; McGill University Health Centre","funders":"","keywords":"Medicine; Abdominoperineal resection; Colostomy; Surgery; Cost effectiveness; Colorectal cancer; Cohort; Stoma (medicine); Quality of life (healthcare); Abdominal surgery; Cancer; Internal medicine; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002864885,0.000106777,0.0005516491,0.0001874165,0.00004407136,0.000003151031,0.0001752908,0.00002438951,0.00001910929],"category_scores_gemma":[0.0002515919,0.00007461622,0.0002351113,0.0005637428,0.0001058207,0.00005163093,0.00005242382,0.0001274412,0.000001317095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000291017,"about_ca_system_score_gemma":0.0004901781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004562052,"about_ca_topic_score_gemma":0.0001752458,"domain_scores_codex":[0.9987665,0.0001549713,0.0004825255,0.0001110903,0.0003121585,0.0001727463],"domain_scores_gemma":[0.997778,0.0005706907,0.0006488356,0.0002023932,0.0006919961,0.0001080796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002793173,0.00149871,0.9731221,0.0002644328,0.0003280753,0.000005265502,0.0002687792,0.0002618903,0.0110956,0.00006424274,0.003572685,0.006725017],"study_design_scores_gemma":[0.001401533,0.00271662,0.9871159,0.0006517509,0.00009028951,0.00002303743,0.0003430999,0.00002940485,0.00715104,0.00005438555,0.0003452042,0.00007769726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968118,0.00004733667,0.00005777246,0.001003966,0.0001584541,0.001730607,0.0001094841,0.000002971619,0.00007761082],"genre_scores_gemma":[0.9992647,0.00001786693,0.00031071,0.0001014695,0.00002435405,0.0001952711,0.000001323089,0.00001517381,0.00006917329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0139938,"threshold_uncertainty_score":0.3042761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01810645881949335,"score_gpt":0.3003269992375964,"score_spread":0.282220540418103,"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."}}