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Record W4410078184 · doi:10.1186/s12982-025-00567-w

Unveiling breastfeeding knowledge among Muslim women in Qatar: an exploratory study

2025· article· en· W4410078184 on OpenAlexaff
Nabila Chaabna, Ziyad Mahfoud, Nicole Letourneau, Daniel Forgrave, Deborah White

Bibliographic record

VenueDiscover Public Health · 2025
Typearticle
Languageen
FieldMedicine
TopicBreastfeeding Practices and Influences
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsBreastfeedingExploratory researchPsychologyTraditional medicineMedicineSociologyPediatricsAnthropology

Abstract

fetched live from OpenAlex

Low global breastfeeding rates pose a significant public health issue. In Qatar, the majority of Muslim women do not breastfeed their babies despite guidelines from Islamic and health organizations. Various factors influence women’s decisions to breastfeed, but limited research exists on breastfeeding knowledge and its predictors among Muslim women. This study aims to (a) assess breastfeeding knowledge and its sources among Muslim women in Qatar and (b) identify predictors of breastfeeding knowledge. A group of 414 postpartum Muslim women was recruited using convenience sampling. Data on breastfeeding knowledge was collected using a pre-developed questionnaire, summarized, and overall knowledge scores were computed. Predictors of breastfeeding knowledge were identified using linear regression. Although participants demonstrated accurate breastfeeding knowledge, notable gaps remain, particularly in understanding the protective effects of breastfeeding against conditions such as diabetes (48.1%) and ovarian cancers (52.7%), as well as guidelines on breastfeeding initiation (25.0%) and exclusivity (29.7%). The participants identified television and social media, mothers, and mothers-in-law as the primary sources of their breastfeeding knowledge. Predictors of higher breastfeeding knowledge included higher levels of education, living with a husband only, prior breastfeeding experience, and the intention to exclusively breastfeed. To improve breastfeeding knowledge and practices, targeted educational programs and family-oriented media campaigns that address these knowledge gaps are essential. Additionally, providing accessible counseling support can reinforce accurate breastfeeding information and create supportive breastfeeding environments. These strategies are crucial for bridging knowledge gaps and promoting breastfeeding rates in Qatar and globally.

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)0.005
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 score0.084
Threshold uncertainty score0.871

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.002
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 head0.055
GPT teacher head0.371
Teacher spread0.316 · 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

Citations1
Published2025
Admission routes1
Has abstractyes

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