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Record W4411495253 · doi:10.1177/21582440251334881

Healthcare Providers’ Preconception Care Knowledge and Associated Factors in Ethiopia: A Systematic Review and Meta-Analysis

2025· review· en· W4411495253 on OpenAlexaboutno aff
Agerie Mengistie Zeleke, Worku Chekol Tassew

Bibliographic record

VenueSAGE Open · 2025
Typereview
Languageen
FieldMedicine
TopicGlobal Maternal and Child Health
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineHealth careOdds ratioFamily medicineScopusCochrane LibraryConfidence intervalMeta-analysisMEDLINEStatistical significanceEnvironmental health

Abstract

fetched live from OpenAlex

Preconception care can play a critical role in reducing maternal and child mortality and morbidity. It provided by knowledgeable healthcare providers is very important to reduce maternal and child mortality and morbidity. However, there are no available detailed review articles in Ethiopia. Therefore, the purpose of this study was to ascertain the pooled knowledge of preconception care and related factors among Ethiopian healthcare providers. A variety of data sources, such as PubMed, Scopus, Embase, and African Journal Online were used to identify studies. A web search engine was used to search for relevant articles from January 1, 2023 to March 2, 2023. The data were extracted by Excel and analyzed using Stata 11 software. Pooled effect sizes were calculated based on the pooled prevalence of knowledge of preconception care and odds ratios for associated factors, with a 95% confidence interval indicating statistical significance. To evaluate statistical heterogeneity, the Cochrane Q test and I 2 statistic were used. Newcastle–Ottawa Scale was used the quality appraisal. Eight studies involving 3,848 healthcare providers were included. The pooled prevalence of a good knowledge of preconception care among healthcare providers in Ethiopia was 53.54 (95% CI [45.09, 61.98]), p < .0001. Healthcare providers who had a degree and above educational status (AOR = 4.83; 95% CI [1.80, 12.96]), working at hospital health facilities (AOR = 2.97; 95% CI [2.07, 4.27]), ever reading preconception care guidelines (AOR = 3.49; 95% CI [2.39, 5.07]), availability of libraries at health facilities (AOR = 5.59; 95% CI [2.84, 11.04]), trained healthcare providers on HIV counseling and testing (AOR = 6.86; 95% CI [3.75, 12.53]), and trained healthcare providers on preconception care (AOR = 6.19; 95% CI [4.23, 9.06]) were predictors of a good knowledge with preconception care. Nearly half of healthcare providers do not have good knowledge of preconception care in Ethiopia. Therefore, healthcare providers’ knowledge of preconception care should be improved through preconception care and HIV counseling and testing training and access to guidelines, libraries, and the internet at nearby health facilities, especially at health centers. Finally, stakeholders collaborate with policymakers to develop strategies to improve healthcare providers’ preconception care good knowledge.

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.606
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0100.001
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.109
GPT teacher head0.427
Teacher spread0.318 · 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 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

Citations0
Published2025
Admission routes1
Has abstractyes

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