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Record W2116870950 · doi:10.1177/0890334413491630

Pharmacists as an Underutilized Resource for Improving Community-Level Support of Breastfeeding

2013· article· en· W2116870950 on OpenAlexaboutno aff
Roger Edwards

Bibliographic record

VenueJournal of Human Lactation · 2013
Typearticle
Languageen
FieldMedicine
TopicBreastfeeding Practices and Influences
Canadian institutionsnot available
Fundersnot available
KeywordsBreastfeedingMedicineResource (disambiguation)Family medicineNursingPediatricsComputer science

Abstract

fetched live from OpenAlex

With their highly visible roles in the community, frequent interactions with soon-to-be and new parents, and knowledge of medication safety, pharmacists can be a key component in breastfeeding promotion and support. A review of the literature showed that pharmacists have poor knowledge but positive attitudes toward breastfeeding and that pharmacy practices are variable and mostly guided by personal experience. A review of 58 health professional organizations' English-language infant feeding/breastfeeding policy statements showed that no US pharmacists' association has a position statement, as exists for professional pharmacist organizations in Canada and Australia. We explored pharmacists' interactions with mothers before and after birth and possible opportunities to expand pharmacists' roles in the promotion and support of breastfeeding. Barriers to meeting unmet needs of breastfeeding mothers were identified in order to plan strategies for implementing programs to address these barriers. Through input obtained from pharmacy and breastfeeding experts and from information available in the published literature, good matches between unmet needs and capabilities were identified in (a) provision of health promotion resources and public awareness campaigns, (b) assistance with purchase of breastfeeding products and pumps, and (c) provision of information, support, and referral related to commonly encountered difficulties as well as medication use during lactation. Absence of adequate breastfeeding knowledge was identified as a crucial barrier. Leveraging pharmacists to address unmet preventive health needs is especially important as we strive to align resources to support healthy behaviors in our current health care delivery environment.

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)0.007
metaresearch head score (Gemma)0.041
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.012
Threshold uncertainty score0.039

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.041
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0020.001
Scholarly communication0.0030.003
Open science0.0010.004
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0120.002

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 head0.093
GPT teacher head0.387
Teacher spread0.293 · 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

Citations15
Published2013
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Human LactationSame topicBreastfeeding Practices and InfluencesFrench-language works237,207