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Sharing Empirical Knowledge to Improve Breastfeeding Promotion and Support: Description of a Research Dissemination Project

2005· article· en· W2047203558 on OpenAlexaffabout
Carmen G. Loiselle, Sonia Semenic, Brigitte Côté

Bibliographic record

VenueWorldviews on Evidence-Based Nursing · 2005
Typearticle
Languageen
FieldMedicine
TopicBreastfeeding Practices and Influences
Canadian institutionsMcGill UniversityJewish General HospitalMcGill University Health Centre
Fundersnot available
KeywordsBreastfeedingPromotion (chess)Empirical researchBreastfeeding promotionKnowledge managementKnowledge sharingComputer scienceMedicinePolitical sciencePediatrics

Abstract

fetched live from OpenAlex

BACKGROUND: Effective transfer of research findings to health care settings is a shared priority among researchers, clinicians, and decision makers. A multidisciplinary, multi-method investigation conducted in 2001 that explored breastfeeding practices and support within a large immigrant community in Montreal, Quebec, Canada, bore numerous implications for practice. Peer-reviewed funding was subsequently granted to support dissemination of these findings to relevant stakeholders. METHOD: Key steps in implementing this research dissemination project included (1) identifying and attracting target audiences from hospitals, community health settings, and government agencies; (2) tailoring tools for communication of research findings to the various needs of audiences; (3) designing interactive workshops to facilitate knowledge uptake; and (4) integrating the project outcomes within a government-sponsored regional breastfeeding committee for longer-term impact. FINDINGS: Despite organizational challenges, more than 90 health care providers, decision makers, and breastfeeding support volunteers participated in the project workshops. Through feedback loops, the dissemination activities contributed new layers of understanding to the original research findings. The activities also engaged audience members to identify more effective breastfeeding support interventions and led to the adoption of breastfeeding support priorities shared by hospital, community, and government stakeholders. CONCLUSION: This dissemination project provided unique opportunities for researchers and stakeholders to share in the interpretation of research findings and to strategically plan for future interventions to promote and support breastfeeding within ethnically diverse communities. Further research dissemination work should continue to be theoretically grounded, include systematic, long-term assessment of dissemination outcomes, and be adequately financed throughout.

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)0.004
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.922
Threshold uncertainty score0.724

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.210
GPT teacher head0.481
Teacher spread0.271 · 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 designOther design
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

Citations11
Published2005
Admission routes2
Has abstractyes

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