{"id":"W2114363508","doi":"10.1093/annonc/mdu086","title":"Validation of the Consensus-Definition for Cancer Cachexia and evaluation of a classification model—a study based on data from an international multicentre project (EPCRC-CSA)","year":2014,"lang":"en","type":"article","venue":"Annals of Oncology","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":254,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"European Commission","keywords":"Medicine; Cancer; Consensus conference; Cachexia; Medical physics; 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":[0.1008623,0.001375701,0.002950634,0.004472442,0.002376196,0.003693344,0.004508311,0.003391763,0.002244632],"category_scores_gemma":[0.1777995,0.0006375186,0.003975233,0.00290421,0.002114014,0.002802528,0.004472682,0.002368532,0.0007943806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003331003,"about_ca_system_score_gemma":0.004611643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00637863,"about_ca_topic_score_gemma":0.005307981,"domain_scores_codex":[0.9348259,0.04159213,0.006673086,0.005246673,0.01027843,0.001383658],"domain_scores_gemma":[0.8226613,0.1062229,0.01216722,0.01552253,0.04087687,0.00254913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01150329,0.003284509,0.8834103,0.00199479,0.004183031,0.0002101915,0.004564855,0.008362572,0.001367142,0.002132107,0.00699788,0.07198926],"study_design_scores_gemma":[0.005476784,0.01165709,0.8617515,0.001694273,0.006075272,0.001050872,0.007464757,0.08724468,0.003066557,0.004777255,0.009352555,0.0003883871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9603778,0.001372661,0.0271334,0.000507366,0.0003249297,0.004182607,0.003229915,0.000109897,0.002761462],"genre_scores_gemma":[0.9628871,0.0002962483,0.02298431,0.0002329334,0.00007452744,0.00461454,0.008265547,0.0001301723,0.0005145412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1008623,"threshold_uncertainty_score":0.533417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6960035539468846,"score_gpt":0.5820377601904861,"score_spread":0.1139657937563985,"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."}}