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Record W4408243413 · doi:10.1186/s12884-025-07394-6

The magnitude of preconception care utilization and associated factors among women in Ethiopia: systematic review and meta-analysis, 2024

2025· review· en· W4408243413 on OpenAlexaboutno aff
Aysheshim Asnake Abneh, Worku Taye Getahun, Getachew Altaseb Agmassie, Sintayehu Shiferaw Gelaw, Tadele Derbew Kassie

Bibliographic record

VenueBMC Pregnancy and Childbirth · 2025
Typereview
Languageen
FieldMedicine
TopicReproductive Health and Contraception
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineReproductive medicineMeta-analysisEnvironmental healthFamily medicineObstetricsPregnancyInternal medicine

Abstract

fetched live from OpenAlex

Nowadays globally a woman dies every two minutes, and a neonate dies even in every 12 s, and more than two-thirds of these maternal deaths are preventable. Preconception care is a continuum of maternity care which is one of the proven strategies to reduce not only maternal mortality and morbidity but also neonatal mortality and morbidity by improving women’s health. Therefore, this study aimed to assess the pooled magnitude of preconception care utilization and its associated factors among women in Ethiopia. Searching of studies done through PubMed, Medline, Embase, Cochrane Library, List of References, and Google Scholar. Duplication of records was removed through the Endnote software manager. The Preferred Reporting Items for Systematic Review and Meta-Analysis (PRISMA) godliness was adhered to. A Newcastle- Ottawa Scale (NOS) assessment tool was used to evaluate the quality of studies. Analysis was performed using a random effect model with STATA 17 version software. Egger’s weighted regression and I2 test were used to evaluate publication bias and heterogeneity respectively. In this systematic review and meta-analysis, a total of 6,808 women from 14 primary studies were included. The overall pooled magnitude of preconception care utilization in Ethiopia was 26% (95% CI: 18, 34). Educational status (OR = 2.18, 95%CI 1.54, 2.82), adequate knowledge of women regarding preconception care (OR = 2.69, 95%CI 1.90, 3.48), pre-existing medical illness (OR = 4.79, 95%CI 2.61, 6.06), history of adverse pregnancy outcome (OR = 3.18, 95%CI 2.74, 3.62), and husband /partner support (OR = 3.26, 95%CI 1.55, 4.97) were the identified predictors of utilization of preconception care. The overall magnitude of preconception care utilization among Ethiopian women was significantly low. Educational status of women, knowledge of women regarding Preconception care, history of adverse birth outcome, pre-existing chronic medical illness, and either psychological or financial husband support were the identified predictors of preconception care utilization. Thus, healthcare organizations should work on strategies to improve the utilization of preconception care. Moreover, advocating for better women’s education, awareness creation, and encouraging male involvement is very essential to optimize service utilization. CRD42023492995 registered on 23/12/2023.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.565
Threshold uncertainty score0.765

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0040.000
Bibliometrics0.0000.001
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 head0.069
GPT teacher head0.355
Teacher spread0.286 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations5
Published2025
Admission routes1
Has abstractyes

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