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Record W4411018263 · doi:10.1371/journal.pgph.0004650

Iron deficiency prevalence among pregnant women in Cambodia varies widely by trimester, inflammation adjustments, and across different ferritin thresholds

2025· article· en· W4411018263 on OpenAlexafffund
Stella C Mlewa, Lulu X Pei, Cassandra Sauer, Colleen Farrell, Hou Kroeun, Mam Borath, Tim Green, Kyly C. Whitfield, Crystal D Karakochuk

Bibliographic record

VenuePLOS Global Public Health · 2025
Typearticle
Languageen
FieldMedicine
TopicIron Metabolism and Disorders
Canadian institutionsMount Saint Vincent UniversityB.C. Women's Hospital & Health CentreWomen's Health Research InstituteBC Children's HospitalChildren's & Women's Health Centre of British ColumbiaUniversity of British Columbia
FundersCanadian Institutes of Health Research
KeywordsMedicinePregnancyFerritinAnemiaIron deficiencyObstetricsIron-deficiency anemiaHemoglobinGestationGestational ageComplete blood countPhysiologyInternal medicineBiology

Abstract

fetched live from OpenAlex

Iron deficiency (ID) prevalence has been consistently reported as low among non-pregnant women in Cambodia, but less is known about iron status during pregnancy. Assessing iron status during pregnancy is critical, as deficiency can increase the risk of adverse pregnancy outcomes. We assessed anemia, ID, and inflammation prevalence in a cohort of pregnant women in Cambodia. Venous blood from 90 pregnant women (12-32 weeks' gestation) was collected before the start of a 2016 trial conducted in Prey Veng province. Gestational age was recorded on the same day as blood collection. Hemoglobin was measured on a hematology autoanalyzer, and ferritin, α-1 acid glycoprotein (AGP), and C-reactive protein (CRP) concentrations were measured with a sandwich-ELISA. Ferritin concentrations are presented as unadjusted and inflammation-adjusted (based on AGP and CRP concentrations). ANOVA and post-hoc pairwise t-tests were used to compare variables across trimesters of pregnancy. Mean±SD age of women was 26 ± 5 years. Most women (94%) reported consumption of iron and folic acid (IFA) tablets during pregnancy (mean±SD: 85 ± 19 tablets), and 72% received deworming treatment. Overall, 49% of women had anemia (hemoglobin <110 g/L for first and third trimesters; < 105 g/L for second trimester); with 43%, 34%, and 64% in the first, second and third trimester, respectively. ID prevalence (unadjusted ferritin <30 µg/L) ranged widely by trimester: 0%, 17% and 76% in the first, second and third trimester, as well as with use of a lower ferritin threshold (0-52%; < 15 µg/L), and whether ferritin was inflammation-adjusted (61% with and 43% without adjustment; < 30 µg/L). ID prevalence was high among women in third trimester, despite high IFA compliance. These findings underscore the need to consider the trimester of pregnancy in anemia and ID assessment. More research is needed to determine if trimester-specific thresholds for ferritin in pregnant populations are warranted and whether ferritin should be adjusted for inflammation in pregnancy.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.035
Threshold uncertainty score0.871

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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)0.0000.000

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 head0.019
GPT teacher head0.299
Teacher spread0.280 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations2
Published2025
Admission routes2
Has abstractyes

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