{"id":"W2024982448","doi":"10.1053/ajkd.2002.30543","title":"Nutritional status in the HEMO study cohort at baseline","year":2002,"lang":"en","type":"article","venue":"American Journal of Kidney Diseases","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":138,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; McMaster University","keywords":"Medicine; Internal medicine; Albumin; Serum albumin; Dialysis; Hemodialysis; Cohort; Endocrinology; Animal science; Gastroenterology; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003696098,0.0001380324,0.0004299928,0.0002275932,0.0000636617,0.00002871409,0.0001574032,0.000008987327,0.001325885],"category_scores_gemma":[0.001017814,0.00008081612,0.0002732214,0.0004825253,0.0001671324,0.00007018021,0.00003992277,0.000126748,0.00003846839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001123684,"about_ca_system_score_gemma":0.0001219262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003335067,"about_ca_topic_score_gemma":0.000003639659,"domain_scores_codex":[0.9980044,0.0002925842,0.0004800808,0.0001561863,0.0008292504,0.000237461],"domain_scores_gemma":[0.9982851,0.0001801964,0.0002758782,0.0002368128,0.0001334502,0.0008885787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004693412,0.006525438,0.8317608,0.00002664007,0.0003890099,0.0009934078,0.0002979043,0.00002681827,0.00001773784,0.00001358337,0.1517322,0.007747193],"study_design_scores_gemma":[0.002554436,0.001493566,0.9537264,0.0001515865,0.001286131,0.00007217198,0.002849919,0.0001905479,0.000003116182,0.00002251593,0.03752884,0.0001207611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869322,0.001270509,0.0000289041,0.008979228,0.00008717766,0.0004491089,0.000108587,0.000009432617,0.002134878],"genre_scores_gemma":[0.9899956,0.0005898201,0.0001024426,0.008663245,0.0002903864,0.00001743787,0.00002897047,0.00001248054,0.0002996086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1219657,"threshold_uncertainty_score":0.9995871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01179313998451465,"score_gpt":0.2644791450091064,"score_spread":0.2526860050245918,"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."}}