{"id":"W2523548934","doi":"10.1016/j.clnu.2016.09.008","title":"Use of routinely available clinical, nutritional, and functional criteria to classify cachexia in advanced cancer patients","year":2016,"lang":"en","type":"article","venue":"Clinical Nutrition","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University; Collège de Maisonneuve; Royal Victoria Hospital; McGill University; Royal Victoria Regional Health Centre; McGill University Health Centre","funders":"Stiftung zur Förderung der Ernährungsforschung in der Schweiz; Centre Hospitalier Universitaire Vaudois; McGill University","keywords":"Medicine; Cachexia; Cancer cachexia; Cancer; Intensive care medicine; Oncology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007106239,0.0001600495,0.0006334661,0.0002091787,0.0000605657,0.00001575141,0.00004996157,0.0002653791,0.0007992106],"category_scores_gemma":[0.001435327,0.000129397,0.0001506025,0.0002655613,0.0002178951,0.000270431,0.0000529604,0.0002933072,0.00008309486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001160578,"about_ca_system_score_gemma":0.000123659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002900338,"about_ca_topic_score_gemma":0.00003615786,"domain_scores_codex":[0.9970133,0.0002112097,0.00164242,0.0005399219,0.0002945823,0.0002985203],"domain_scores_gemma":[0.9974795,0.00110953,0.0002422253,0.0002322414,0.0005150313,0.0004214909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003719248,0.004260758,0.8532063,0.0004343929,0.00002334277,0.000005754464,0.00000908886,2.247175e-7,0.002409882,0.0001834423,0.1248316,0.01091604],"study_design_scores_gemma":[0.01615951,0.001203229,0.8795422,0.003148531,0.00003769919,0.000003880739,0.00001425035,0.00005836987,0.0002587316,0.0008539374,0.09855174,0.0001678838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982277,0.0003301195,0.0001338043,0.01516963,0.0007664468,0.0009484205,0.0002195509,0.00004384296,0.0001111535],"genre_scores_gemma":[0.9763501,0.006582727,0.009374247,0.00603652,0.0007012668,0.0002278894,0.0001198418,0.00002971078,0.0005776618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02633599,"threshold_uncertainty_score":0.8750795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.287726847365766,"score_gpt":0.4701009482311046,"score_spread":0.1823741008653386,"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."}}