{"id":"W2007125688","doi":"10.3148/71.1.2010.27","title":"<i>Identification and Treatment of</i>Protein-energy Malnutrition in Renal Disease","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Dietetic Practice and Research","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Alberta Health Services","funders":"","keywords":"Medicine; Guideline; Clinical Practice; Intensive care medicine; Nephrology; Malnutrition; Dialysis; Kidney disease; Disease; Internal medicine; Family medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.004145515,0.0001101159,0.0003123307,0.001127239,0.0003460591,0.0007128036,0.0003147619,0.0004748405,0.002079859],"category_scores_gemma":[0.01159821,0.0002045586,0.0004583791,0.001801748,0.0002266534,0.0009246749,0.0009320723,0.000533097,0.0007013428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007816792,"about_ca_system_score_gemma":0.001161359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0163271,"about_ca_topic_score_gemma":0.02393801,"domain_scores_codex":[0.9961281,0.001638358,0.001103065,0.0002126502,0.0006667617,0.0002510226],"domain_scores_gemma":[0.9912379,0.001619142,0.004588792,0.0003893436,0.001434133,0.0007305734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004514296,0.0001212196,0.9881774,0.0001560271,0.00004436529,0.00001747,0.0003587323,0.00004030935,0.00008778182,0.00002707494,0.001991854,0.008932641],"study_design_scores_gemma":[0.00001301105,0.0001408983,0.9968034,0.00006018224,0.00001386139,0.00008788933,0.000503006,0.00009212191,0.00006000813,0.00001804439,0.002202663,0.000004868918],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765653,0.0007790357,0.0005068235,0.002158265,0.00002910405,0.0007421558,0.01189936,0.00005879102,0.007261162],"genre_scores_gemma":[0.985838,0.0009186911,0.004058867,0.001527202,0.00004610453,0.000645056,0.005635074,0.000009405579,0.001321696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0163271,"threshold_uncertainty_score":0.03246409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0375268839152697,"score_gpt":0.3452296709678673,"score_spread":0.3077027870525976,"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."}}