{"id":"W3158205930","doi":"10.1016/j.surg.2021.04.003","title":"Colorectal cancer patients with malnutrition suffer poor physical and mental health before surgery","year":2021,"lang":"en","type":"article","venue":"Surgery","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"Research Institute for Aging; University of Waterloo; Alberta Children's Hospital; University of Alberta; McGill University; University of Calgary; Alberta Health Services","funders":"","keywords":"Medicine; Bioelectrical impedance analysis; Quality of life (healthcare); Body mass index; Prehabilitation; Malnutrition; Colorectal cancer; Physical therapy; Cancer; Surgery; 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":[0.0001738209,0.0001276488,0.0004708672,0.0001129943,0.0001534669,0.00001732244,0.00001130449,0.00004478415,0.0001423247],"category_scores_gemma":[0.00003568548,0.0001081835,0.00008767608,0.0002294419,0.00006446104,0.00008787864,0.00001812697,0.0001576674,0.000006550776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001498236,"about_ca_system_score_gemma":0.000472067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007407144,"about_ca_topic_score_gemma":0.00008807425,"domain_scores_codex":[0.9988046,0.00007179652,0.0002439121,0.0002613339,0.0002847678,0.0003335447],"domain_scores_gemma":[0.999261,0.0001630267,0.00008779499,0.00008055554,0.0001375906,0.0002700804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003700361,0.0006553146,0.9548146,0.000668543,0.00003329793,0.00003760153,0.0002189732,3.044019e-8,0.0001195023,0.00002924807,0.03519551,0.007857372],"study_design_scores_gemma":[0.001151782,0.0001263684,0.9889813,0.00090732,0.00001795152,0.00004924592,0.0001131888,0.00002397509,0.001047359,0.00005195981,0.007396055,0.0001334702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814382,0.0007691883,0.000002218397,0.01692619,0.0003784131,0.0002602974,0.0001106359,0.00005244447,0.00006236257],"genre_scores_gemma":[0.9943556,0.000485222,0.00009660832,0.003877751,0.0003237556,0.00004548797,0.0006848897,0.00002490589,0.0001057586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03416675,"threshold_uncertainty_score":0.4411597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01953898184095362,"score_gpt":0.3006275232257395,"score_spread":0.2810885413847859,"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."}}