MétaCan
Menu
Back to cohort
Record W2979263498 · doi:10.3747/pdi.2018.00249

International Anemia Prevalence and Management in Peritoneal Dialysis Patients

2019· article· en· W2979263498 on OpenAlexaffabout
Rachel Perlman, Junhui Zhao, Douglas S. Fuller, Brian Bieber, Yun Li, Ronald L. Pisoni, Bruce Robinson, David W. Johnson, Hideki Kawanishi, Simon Davies, Martin J. Schreiber, Jeffrey Perl

Bibliographic record

VenuePeritoneal Dialysis International · 2019
Typearticle
Languageen
FieldMedicine
TopicErythropoietin and Anemia Treatment
Canadian institutionsUniversity of TorontoSt. Michael's Hospital
FundersKidney Research UK
KeywordsMedicinePeritoneal dialysisAnemiaTransferrin saturationInternal medicineFerritinHemoglobinPediatricsSerum ferritin

Abstract

fetched live from OpenAlex

Background The optimal treatment for managing anemia in peritoneal dialysis (PD) patients and best clinical practices are not completely understood. We sought to characterize international variations in anemia measures and management among PD patients. Methods The Peritoneal Dialysis Outcomes and Practice Patterns Study (PDOPPS) enrolled adult PD patients from 6 countries from 2014 to 2017. Hemoglobin (Hb), ferritin levels, and transferrin saturation (TSAT), as well as erythropoiesis stimulating agents (ESAs) and iron use were compared cross-sectionally at study enrollment in Australia and New Zealand (A/NZ), Canada, Japan, the United Kingdom (UK), and the United States (US). Results Among 3,603 PD patients from 193 facilities, mean Hb ranged from 11.0 – 11.3 g/dL across countries. The majority of patients (range 53% – 59%) had Hb 10 – 11.9 g/dL, with 4% – 12% patients ≥ 13 g/dL and 16% – 23% < 10 g/dL. Use of ESAs was higher in Japan (94% of patients) than elsewhere (66% – 79% of patients). In the US, 63% of patients had a ferritin level > 500 ng/mL, compared with 5% – 38% in other countries. In the US and Japan, 87% – 89% of PD patients had TSAT ≥ 20%, compared with 73% – 76% in other countries. Intravenous (IV) iron use within 4 months of enrollment was higher in the US (55% of patients) than elsewhere (6% – 17% patients). Conclusions In this largest international observational study of anemia and anemia management in patients receiving PD, comparable Hb levels across countries were observed but with notable differences in ESA and iron use. Peritoneal dialysis patients in the US have higher ferritin levels and higher IV iron use than other countries.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.038
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.007
GPT teacher head0.267
Teacher spread0.260 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations36
Published2019
Admission routes2
Has abstractyes

Explore more

Same venuePeritoneal Dialysis InternationalSame topicErythropoietin and Anemia TreatmentFrench-language works237,207