{"id":"W2887261368","doi":"10.1002/jcsm.12317","title":"Screening for low muscularity in colorectal cancer patients: a valid, clinic‐friendly approach that predicts mortality","year":2018,"lang":"en","type":"article","venue":"Journal of Cachexia Sarcopenia and Muscle","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"National Cancer Institute; Kaiser Permanente","keywords":"Medicine; Colorectal cancer; Cancer; Internal medicine; Oncology; Gerontology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001103613,0.0001452764,0.0005181695,0.0001663644,0.0001303672,0.00003309723,0.00009757008,0.0001304302,0.000088835],"category_scores_gemma":[0.000177489,0.000120057,0.0001509669,0.0001663473,0.0001388037,0.0002309703,0.00004165019,0.0003651698,0.00000118381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000972115,"about_ca_system_score_gemma":0.000216699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001018267,"about_ca_topic_score_gemma":0.00007703249,"domain_scores_codex":[0.9983668,0.00008920253,0.0006385181,0.0002206978,0.0003672554,0.0003174643],"domain_scores_gemma":[0.9987513,0.00008558855,0.0003661524,0.0001077389,0.000387544,0.0003016808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002938677,0.001999425,0.9293669,0.001198429,0.0001892826,0.00003011894,0.001743993,0.000002614972,0.001964942,0.00003971576,0.00477756,0.05574832],"study_design_scores_gemma":[0.01039597,0.00162782,0.9773048,0.0006542429,0.0001596374,0.00003240848,0.000337496,0.0009135018,0.00103709,0.0001150172,0.007281406,0.0001405945],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955857,0.0004736311,0.001230908,0.000513511,0.0003482754,0.0008484259,0.00003138723,0.0000160425,0.0009520667],"genre_scores_gemma":[0.9853639,0.0002264215,0.01297103,0.0007728434,0.0005454982,0.00004657465,0.00001380825,0.0000211321,0.00003877839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05560772,"threshold_uncertainty_score":0.4895782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08535107679866315,"score_gpt":0.3873202364111485,"score_spread":0.3019691596124853,"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."}}