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Record W2013413543 · doi:10.1177/0890334414535507

Breastfeeding Knowledge, Confidence, Beliefs, and Attitudes of Canadian Physicians

2014· article· en· W2013413543 on OpenAlexaffabout
Catherine Pound, Kathryn Williams, Renée Grenon, Mary Aglipay, Amy C. Plint

Bibliographic record

VenueJournal of Human Lactation · 2014
Typearticle
Languageen
FieldMedicine
TopicBreastfeeding Practices and Influences
Canadian institutionsChildren's Hospital of Eastern Ontario
Fundersnot available
KeywordsBreastfeedingMedicineFamily medicineConfidence intervalAffect (linguistics)PediatricsNursingPsychologyInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: Physicians' attitudes and recommendations directly affect breastfeeding duration. Yet, studies in many nations have shown that physicians lack the skills to offer proper guidance to breastfeeding mothers. OBJECTIVE: This study aims to assess breastfeeding knowledge, confidence, beliefs, and attitudes of Canadian physicians. METHODS: A breastfeeding questionnaire was developed and piloted prior to study enrollment. These questionnaires were sent to 1429 pediatricians (PED), 1329 family physicians (FP), and final-year pediatric and final-year family medicine residents (PR and FMR). RESULTS: The analysis included 397 PED, 322 FP, 17 PR, and 44 FMR who completed the questionnaire. Mean overall correct knowledge score was 67.8% for PED, 64.3% for FP, 72.7% for PR, and 66.8% for FMR. Two hundred eighty-five PED (74.2%), 228 FP (73.1%), 7 PR (41.2%), and 21 FMR (53.8%) felt confident with their breastfeeding counseling skills. Less than half (49.6% of PED and 45.4% of FP) believed that evaluating breastfeeding was a primary care physician's responsibility, and few PED or FP (5.1% and 11.3%) routinely observed breastfeeding in mother-infant pairs. CONCLUSION: Several areas of potential deficits were identified in Canadian physicians' breastfeeding knowledge. Physicians would benefit from greater education and support, to optimize care of infants and their mothers.

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)0.001
metaresearch head score (Gemma)0.007
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 score0.036
Threshold uncertainty score0.072

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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 head0.024
GPT teacher head0.314
Teacher spread0.290 · 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

Citations97
Published2014
Admission routes2
Has abstractyes

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