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Record W4408938630 · doi:10.3390/healthcare13070746

Mixed Methods Studies on Breastfeeding: A Scoping Review

2025· review· en· W4408938630 on OpenAlexaff
Greyce Pollyne Santos Silva Minarini, Eliane de Fátima Almeida Lima, Karla Crozeta Figueiredo, Nayara Pereira, A Carmona, Mariana Bueno, Cândida Çaniçali Primo

Bibliographic record

VenueHealthcare · 2025
Typereview
Languageen
FieldMedicine
TopicBreastfeeding Practices and Influences
Canadian institutionsUniversity of Toronto
FundersFundação de Amparo à Pesquisa e Inovação do Espírito Santo
KeywordsBreastfeedingPsychologyComputer scienceMedicinePediatrics

Abstract

fetched live from OpenAlex

Prenatal and postnatal health guidance, along with women’s individual experiences, greatly influences mothers’ breastfeeding decisions and duration. To understand this better, a methodology combining quantitative and qualitative data is essential. Objective: To map the scientific production on the promotion, protection, and support of breastfeeding developed from mixed methods research. Method: A scoping review that followed the JBI and PRISMA-ScR methodology. The search was carried out in the following databases: Medline/PubMed, EMBASE, Cochrane, BVS, CINAHL, Web of Science, and BDTD. The guiding question was: Which studies on the promotion, protection, and support of breastfeeding were developed using mixed methods? The research took place from December 2023 to June 2024. Results: Of the 3569 studies found, 36 studies using mixed methods were included, with a prevalence of explanatory sequential approaches. Breastfeeding rates in the selected studies remain lower than global recommendations. The barriers to breastfeeding reported by mothers include biological; emotional; cultural; unfavorable social and hospital environment; difficulties in clinical management; lack of support from family, friends, health professionals, and employers; and skepticism about the benefits of breastfeeding. On the other hand, the main facilitators of breastfeeding reported were education and counseling during prenatal, childbirth, and postpartum periods; women’s intention to breastfeed; support from family, employer, spouse, and health professionals. Conclusions: The studies highlighted various issues related to breastfeeding rates, barriers, and facilitators across different contexts and cultures worldwide. The findings demonstrate that employing mixed methods enables a comprehensive and nuanced assessment of breastfeeding practices and the evaluation of relevant interventions.

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)0.003
metaresearch head score (Gemma)0.004
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 score0.522
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0050.001
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 head0.351
GPT teacher head0.587
Teacher spread0.235 · 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

Citations1
Published2025
Admission routes1
Has abstractyes

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