{"id":"W3038677804","doi":"10.1002/ehf2.12797","title":"Anaemia, Iron Deficiency and Heart Failure in 2020: Facts and Numbers","year":2020,"lang":"en","type":"review","venue":"ESC Heart Failure","topic":"Erythropoietin and Anemia Treatment","field":"Medicine","cited_by":125,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Heart failure; Iron deficiency; Incidence (geometry); Transferrin saturation; Internal medicine; Comorbidity; Ferritin; Pediatrics; Gastroenterology; Anemia; Cardiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001917938,0.0006882782,0.002271965,0.000165142,0.0001173316,0.00006867899,0.00009004649,0.0006217346,0.0002872909],"category_scores_gemma":[0.0001080456,0.000536775,0.0002872284,0.0004980599,0.0001958494,0.00008583666,0.0001396895,0.001090368,0.0002476768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001989793,"about_ca_system_score_gemma":0.0004175076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001798257,"about_ca_topic_score_gemma":0.0002583444,"domain_scores_codex":[0.9973497,0.0001597882,0.0006074342,0.000958259,0.0003570466,0.000567711],"domain_scores_gemma":[0.9987358,0.0001409626,0.0001188837,0.0004164273,0.00003240922,0.000555451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004769193,0.0005850107,0.01231255,0.08019646,0.0001947693,0.001890669,0.001510808,5.277634e-7,0.00005804362,0.0001939856,0.4180615,0.484948],"study_design_scores_gemma":[0.0009424067,0.0003339933,0.0004613425,0.009044513,0.0004259305,0.001408122,0.0004064066,0.000001492715,0.000003418239,0.000008429749,0.9865391,0.000424828],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001794217,0.9759445,8.741229e-7,0.02025532,0.00009830027,0.001359481,0.00004557581,0.00009009366,0.0004116596],"genre_scores_gemma":[0.001461445,0.9920877,0.004813923,0.0006164897,0.0002681717,0.00004881866,0.0001698996,0.00009393007,0.0004395873],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5684777,"threshold_uncertainty_score":0.9997084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01820375006058767,"score_gpt":0.3006127506122722,"score_spread":0.2824090005516845,"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."}}