{"id":"W2767839794","doi":"10.1186/s12882-017-0745-9","title":"Evaluating the effectiveness of IV iron dosing for anemia management in common clinical practice: results from the Dialysis Outcomes and Practice Patterns Study (DOPPS)","year":2017,"lang":"en","type":"article","venue":"BMC Nephrology","topic":"Erythropoietin and Anemia Treatment","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Vifor Pharma; Kyowa Hakko Kirin; Fresenius Medical Care North America; Sanofi; AbbVie; Baxter Healthcare Corporation; Kidney Foundation of Canada; Amgen","keywords":"Medicine; Dosing; Anemia; Internal medicine; Ferritin; Hemodialysis; Gastroenterology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01056913,0.000170756,0.0005760671,0.00003457713,0.000320495,0.00004591211,0.0002272436,0.0001034812,0.000004601341],"category_scores_gemma":[0.01035278,0.00009233985,0.0001116865,0.0000445519,0.0002339858,0.0001103328,0.0002550315,0.0002638972,0.000002197328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005271554,"about_ca_system_score_gemma":0.00004362609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002040156,"about_ca_topic_score_gemma":0.0009038064,"domain_scores_codex":[0.9950156,0.003420156,0.0006487948,0.0004416324,0.0002610672,0.0002127519],"domain_scores_gemma":[0.9564306,0.04171986,0.0006974376,0.001018778,0.00009377568,0.00003961339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01964532,0.001513563,0.9535884,0.0001019997,0.0006198613,0.00007063557,0.001446965,0.00002676078,0.0001616388,0.00009943207,0.00006809439,0.02265733],"study_design_scores_gemma":[0.01619478,0.00206964,0.9725885,0.00009446916,0.002517595,0.00001999516,0.005556842,0.0003538986,0.00002748245,0.0001331513,0.0003621443,0.00008148099],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862714,0.0001802896,0.0001119957,0.009887811,0.0001928609,0.002790961,0.00001944395,0.00001113435,0.0005341451],"genre_scores_gemma":[0.9929877,0.0001540345,0.005480367,0.0009718493,0.0001330661,0.0002003811,0.00002467433,0.00001646289,0.00003148443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03858506,"threshold_uncertainty_score":0.9979835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1281794346807764,"score_gpt":0.4898666424806029,"score_spread":0.3616872077998264,"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."}}