{"id":"W4402721291","doi":"10.1002/ncp.11211","title":"Poor nutrition status associated with low patient satisfaction six months into treatment for head and neck/esophageal cancer treatment: A prospective multicenter cohort study","year":2024,"lang":"en","type":"article","venue":"Nutrition in Clinical Practice","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Canadian Nutrition Society; Queen's University","funders":"University of Alberta; Alberta Health Services","keywords":"Medicine; Head and neck cancer; Esophageal cancer; Prospective cohort study; Head and neck; Cohort; Cohort study; Cancer; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006004385,0.0003052428,0.0006777168,0.0002321714,0.0002067285,0.0001175833,0.00002286337,0.0002177112,0.00004332235],"category_scores_gemma":[0.0009932126,0.0002471997,0.0001347109,0.0003580794,0.0000891028,0.0005678262,0.0000132389,0.000419714,0.00001037114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002500201,"about_ca_system_score_gemma":0.0002613417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002829731,"about_ca_topic_score_gemma":0.004369108,"domain_scores_codex":[0.9969341,0.0004219072,0.00102236,0.0008223155,0.0003906781,0.0004086398],"domain_scores_gemma":[0.9962102,0.002531113,0.0002852479,0.0001967513,0.0004689002,0.0003078335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01387843,0.03353812,0.9052328,0.000826302,0.0007684565,0.000311919,0.001946173,0.000004206068,0.00003235854,0.00006867052,0.0004949494,0.0428976],"study_design_scores_gemma":[0.05213347,0.02477128,0.8994802,0.003209655,0.001166875,0.00003375891,0.002752976,0.002202903,0.0001138502,0.0003135467,0.01353801,0.0002834355],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764464,0.003098923,0.00005829448,0.006576606,0.0005516644,0.01272402,0.0002002848,0.0001741502,0.0001695765],"genre_scores_gemma":[0.979834,0.007300868,0.003101489,0.0007455702,0.0004341416,0.008268688,0.0001880063,0.00005190171,0.00007538228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04261417,"threshold_uncertainty_score":0.999998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05294185332877604,"score_gpt":0.4546676902627102,"score_spread":0.4017258369339342,"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."}}