{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003868908,0.0005348868,0.0005253945,0.001625647,0.0003619846,0.0009096231,0.0005784776,0.0008156496,0.0009830976],"category_scores_gemma":[0.01025925,0.0002769315,0.0003945818,0.0008663859,0.0004658352,0.0005161589,0.0008282658,0.0006408888,0.0003880476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004316002,"about_ca_system_score_gemma":0.0004855752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001632997,"about_ca_topic_score_gemma":0.004153016,"domain_scores_codex":[0.9976575,0.001248772,0.0001974732,0.0002729323,0.0004895685,0.0001337498],"domain_scores_gemma":[0.9937172,0.001556934,0.002632031,0.000414461,0.001194257,0.0004851065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001355091,0.0000358496,0.9962852,0.00002120517,0.00005068774,0.00002483864,0.00003727883,0.00007856874,0.0003496552,0.000008327579,0.0001764485,0.002796324],"study_design_scores_gemma":[0.0000152923,0.0002197409,0.9974038,0.00001804454,0.00004751814,0.0002107347,0.00007588237,0.00144915,0.0002899972,0.00003146411,0.0002299176,0.000008490179],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943858,0.0008423802,0.001921176,0.0003171358,0.00003133721,0.0001203399,0.0006363612,0.00006826717,0.001677188],"genre_scores_gemma":[0.9970469,0.0001199574,0.002093297,0.00007839355,0.00003230171,0.00006208482,0.0004108909,0.000006789389,0.0001494504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003868908,"threshold_uncertainty_score":0.02046096,"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."}}