{"id":"W4285387551","doi":"10.1111/hdi.13030","title":"Predictors of iron versus erythropoietin responsiveness in anemic hemodialysis patients","year":2022,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Iron Metabolism and Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Imperial College Healthcare NHS Trust; Imperial College London; Imperial Health Charity","keywords":"Medicine; Anemia; Hemodialysis; Hemoglobin; Ferritin; Erythropoietin; Hepcidin; Internal medicine; Iron sucrose; Gastroenterology; Iron deficiency; Intravenous iron","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009770887,0.0002145342,0.0002812698,0.0006708424,0.0003518148,0.0005172956,0.0002636746,0.0006260957,0.001445519],"category_scores_gemma":[0.004237539,0.0001371298,0.0005986679,0.0005904839,0.0002665389,0.000324063,0.0003186472,0.0007883004,0.0002358312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002375546,"about_ca_system_score_gemma":0.0002821443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001090157,"about_ca_topic_score_gemma":0.0009300116,"domain_scores_codex":[0.999341,0.0003016459,0.0000964314,0.00006884192,0.0001064443,0.00008564092],"domain_scores_gemma":[0.9957637,0.002104911,0.00105549,0.00009115131,0.0001916842,0.0007930346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006650302,0.00008637131,0.9976344,0.000006690901,0.00005710995,0.0001056338,0.00003386704,0.0001282101,0.0001873665,0.00001876785,0.00005623516,0.001020239],"study_design_scores_gemma":[0.00003974054,0.000736949,0.9966696,0.000009910333,0.00005371892,0.0005078493,0.0001950835,0.001396285,0.0001614231,0.00008399827,0.0001366684,0.00000881899],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994103,0.0001602648,0.00004053519,0.00004446993,0.000005313872,0.000004688125,0.00003608374,0.000001549727,0.0002968223],"genre_scores_gemma":[0.9997861,0.00003479495,0.0000317159,0.00001863251,0.0000116169,0.000003589201,0.00005377472,7.158945e-7,0.00005928802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001445519,"threshold_uncertainty_score":0.005167365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01130618928096859,"score_gpt":0.2634522024253054,"score_spread":0.2521460131443368,"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."}}