{"id":"W3194929515","doi":"10.1002/jcsm.12756","title":"Diagnostic criteria for cancer cachexia: reduced food intake and inflammation predict weight loss and survival in an international, multi‐cohort analysis","year":2021,"lang":"en","type":"article","venue":"Journal of Cachexia Sarcopenia and Muscle","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":97,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; University of Toronto; Université Laval; University of Alberta","funders":"Canadian Institutes of Health Research; Alberta Innovates; Killam Trusts","keywords":"Medicine; Internal medicine; Weight loss; Confidence interval; Cachexia; Proportional hazards model; Cancer; Cohort; Biomarker; Clinical endpoint; Hazard ratio; Gastroenterology; Obesity; Clinical trial","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":[],"consensus_categories":[],"category_scores_codex":[0.0006567469,0.0001285278,0.0004888945,0.0003346476,0.00007702647,0.00007745622,0.00005639921,0.00009180207,0.00007797581],"category_scores_gemma":[0.000389246,0.0001163896,0.00007049228,0.0002331983,0.00005774243,0.0003826947,0.00003890082,0.0002200494,1.556276e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008838553,"about_ca_system_score_gemma":0.0001661616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005530646,"about_ca_topic_score_gemma":0.0008383315,"domain_scores_codex":[0.9986933,0.0001005768,0.0005803311,0.0002284612,0.0002228677,0.0001744528],"domain_scores_gemma":[0.9987726,0.0002072891,0.0002282719,0.0001096734,0.0004245947,0.0002575588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004057008,0.0001836994,0.9629409,0.0003273596,0.0004686562,0.0001097332,0.001122632,0.000009865808,0.01869991,0.0001060169,0.00009215848,0.01553332],"study_design_scores_gemma":[0.0048798,0.0002633758,0.9861868,0.0003387441,0.000676515,0.0001359086,0.0004532946,0.001937384,0.001763635,0.0001266075,0.003120376,0.0001175677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909717,0.002589934,0.0003399795,0.005380725,0.0003229388,0.0002933029,0.00004103953,0.000007370792,0.00005295442],"genre_scores_gemma":[0.9892774,0.006144078,0.003757331,0.0002408411,0.0004481731,0.00003006904,0.00004414489,0.00001548645,0.00004242713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02324584,"threshold_uncertainty_score":0.474623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04772158708275861,"score_gpt":0.3734359646754481,"score_spread":0.3257143775926895,"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."}}