{"id":"W4400486167","doi":"10.3148/cjdpr-2024-002","title":"Improving Malnutrition Screening among Hemodialysis Patients","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Dietetic Practice and Research","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Malnutrition; Hemodialysis; Medicine; Intensive care medicine; Environmental health; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.001508164,0.000184888,0.0004092078,0.0008396512,0.0004128394,0.0005807143,0.0002700107,0.0002520778,0.0007144273],"category_scores_gemma":[0.007319348,0.00009426231,0.0002713726,0.0006477581,0.0001408772,0.0004246224,0.0004668391,0.0003386948,0.0001022157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007371925,"about_ca_system_score_gemma":0.001486169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01964913,"about_ca_topic_score_gemma":0.03248579,"domain_scores_codex":[0.999376,0.0002740075,0.00007125759,0.00005986458,0.000134401,0.00008448541],"domain_scores_gemma":[0.9986393,0.0004060833,0.0002956656,0.00003674797,0.0004009168,0.000221224],"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":[0.0001647949,0.0003231065,0.9190187,0.0001544521,0.00004617027,0.00009477935,0.0003510969,0.0001536453,0.0005127981,0.00004990017,0.001539712,0.07759085],"study_design_scores_gemma":[0.00003009094,0.0004056648,0.9961157,0.0001267868,0.00006257684,0.0001746437,0.0004754331,0.0008209955,0.0004780967,0.00007196151,0.001227437,0.00001049561],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946817,0.001668757,0.0006023886,0.0007445636,0.00003053099,0.0001188209,0.0001645842,0.00003091947,0.00195788],"genre_scores_gemma":[0.9965693,0.0009195497,0.001827681,0.0002741871,0.00002616804,0.00004476459,0.0001484763,0.000001732325,0.0001881363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01964913,"threshold_uncertainty_score":0.03906947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0834038271888441,"score_gpt":0.4134552119743556,"score_spread":0.3300513847855115,"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."}}