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Record W4416865424 · doi:10.32920/ihtp.v5i3.2638

Grandparents’ and great-grandparents’ knowledge, attitude and experiences supporting breastfeeding: A non-experimental study

2025· article· W4416865424 on OpenAlexaffvenueabout
Jennifer Abbass‐Dick, Aisha Hussain, Manon Lemonde

Bibliographic record

VenueInternational Health Trends and Perspectives · 2025
Typearticle
Language
FieldMedicine
TopicBreastfeeding Practices and Influences
Canadian institutionsOntario Tech University
Fundersnot available
KeywordsGrandparentBreastfeedingBreastfeeding promotionPromotion (chess)Exploratory researchHealth promotionQualitative research

Abstract

fetched live from OpenAlex

Background: Breastfeeding has many health benefits for babies and mothers, but many families face challenges in meeting breastfeeding recommendations. Grandparents often influence new parents’ infant feeding experiences, yet little is known about their knowledge, attitudes, experiences, and needs regarding supporting breastfeeding in Canada. Purpose: This non-experimental exploratory descriptive study aimed to explore the knowledge, attitudes, and experiences of grandparents and great-grandparents in supporting breastfeeding to inform intergenerational breastfeeding promotion programs. Methods: An online survey was completed by 111 grandparents and great-grandparents living in Canada. Results: Approximately, 96% of participants had one or more children that were breastfed and 53% had a child breastfeed for over 24 months. The mean knowledge score was 78, (S.D 5.5) and the mean attitude score was 69.7 (S.D 8.71). These scores were significantly positively correlated and higher among participants who had received breastfeeding education (p=0.01). Conclusion: Grandparents and great-grandparents want information tailored to their role in supporting breastfeeding. Providing them with accessible, trustworthy, and respectful education tailored to their experiences would assist with the provision of inclusive intergenerational family-centered care.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.071
Threshold uncertainty score0.141

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.040
GPT teacher head0.419
Teacher spread0.378 · 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 source (direct Gemma or distilled Codex), 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

Citations0
Published2025
Admission routes3
Has abstractyes

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