{"id":"W1998538866","doi":"10.1046/j.1492-7535.2003.00040.x","title":"Iron Management in Hemodialysis Patients: Optimizing Outcomes in Vicenza, Italy","year":2003,"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":"","keywords":"Medicine; Transferrin saturation; Iron deficiency; Anemia; Ferritin; Hemodialysis; Erythropoietin; Iron supplement; Iron sucrose; Intensive care medicine; Intravenous iron; Transferrin; Internal medicine; Surgery","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":[0.0003796242,0.0002037189,0.0001559443,0.0002521603,0.0004907965,0.0004313456,0.0001578596,0.0003812232,0.001727617],"category_scores_gemma":[0.0007609472,0.00007066441,0.0001871023,0.0003415823,0.0001750553,0.0002568406,0.0002619472,0.0002865638,0.0001932511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006208284,"about_ca_system_score_gemma":0.0006696242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007395852,"about_ca_topic_score_gemma":0.01179562,"domain_scores_codex":[0.9998034,0.00008387491,0.000009687924,0.00001700404,0.00001452522,0.00007157103],"domain_scores_gemma":[0.9996474,0.000026311,0.00006613266,0.00000895886,0.0000290266,0.0002220894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001457734,0.002153165,0.9095565,0.0001479421,0.00005229213,0.002329492,0.0004155471,0.0004513182,0.0008016548,0.0003074059,0.01199769,0.07032927],"study_design_scores_gemma":[0.0002627836,0.001388637,0.9924621,0.0000863301,0.00004142179,0.001156591,0.0005089273,0.0004512834,0.000169039,0.00009454111,0.003368251,0.0000100275],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993612,0.001233072,0.00009502273,0.001349183,0.00004787955,0.00004806346,0.0002195847,0.00001155528,0.003383676],"genre_scores_gemma":[0.9975552,0.0008216873,0.0002046214,0.0003911553,0.00009596934,0.00003917237,0.000294302,0.000003224357,0.000594617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007395852,"threshold_uncertainty_score":0.01470566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01028509422636239,"score_gpt":0.2646519448687192,"score_spread":0.2543668506423568,"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."}}