{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009617328,0.0001257848,0.0002650806,0.0003645479,0.0004594279,0.0004267331,0.00006902204,0.0002442046,0.002773042],"category_scores_gemma":[0.0009114176,0.00008587306,0.0002090313,0.000598987,0.0001383376,0.0002569043,0.0003466257,0.0003530012,0.0003450204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002338041,"about_ca_system_score_gemma":0.0004418534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005046508,"about_ca_topic_score_gemma":0.01713296,"domain_scores_codex":[0.999884,0.00001664221,0.00001120317,0.00001152443,0.00002004738,0.00005663947],"domain_scores_gemma":[0.9996685,0.00003024262,0.0001489891,0.000006582136,0.00004160201,0.000104094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002229713,0.0001295708,0.9749066,0.00008808452,0.00007671052,0.0003468243,0.0001518146,0.00005236484,0.0006856952,0.00006541891,0.001364519,0.02190944],"study_design_scores_gemma":[0.000006011546,0.0001192441,0.9979424,0.00001778141,0.00002291699,0.0003472949,0.0003605695,0.00002336705,0.00004108354,0.00004772824,0.001068097,0.000003458398],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992289,0.002365122,0.00005911895,0.0006877827,0.00008631817,0.00001366831,0.0004310795,0.000006347496,0.00406148],"genre_scores_gemma":[0.9970064,0.001159951,0.000103727,0.0002469662,0.00004981797,0.000008689986,0.0004074212,0.000001569898,0.001015485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005046508,"threshold_uncertainty_score":0.01003426,"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."}}