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Record W7133097579

Infant Feeding Practices in a Multi-ethnic Cohort of Vulnerable Women Registered in the Canada Prenatal Nutrition Program

2022· dissertation· W7133097579 on OpenAlexfundaboutno aff
Alison Mildon

Bibliographic record

VenueTSpace · 2022
Typedissertation
Language
FieldMedicine
TopicBreastfeeding Practices and Influences
Canadian institutionsnot available
FundersCanadian Institutes of Health Research
KeywordsBreastfeedingCohortLactationBreast feedingCohort studyInfant feedingPostpartum periodInfant nutrition
DOInot available

Abstract

fetched live from OpenAlex

Background: Breastfeeding rates are lower among socio-economically vulnerable women in Canada. Improved access to skilled lactation support is one priority action to address these disparities. The Canada Prenatal Nutrition Program (CPNP) aims to support breastfeeding among vulnerable women but little is known about participants’ infant feeding practices or effective models for delivering postnatal lactation support through the CPNP. Objectives: Data from a Toronto cohort of CPNP participants were examined to determine : 1) breastfeeding intensity levels at seven time points to six months postpartum, frequency of breastmilk supplement use by time point, and intervals of exclusive breastfeeding; 2) prevalence of expressed breastmilk use and associations between its use at two weeks postpartum and breastfeeding practices (any and exclusive) to six months; 3) prevalence of household food insecurity at six months postpartum and associations with continued and exclusive breastfeeding. Methods: A pre/post study of a postnatal lactation support intervention was implemented at two CPNP sites but suspended prematurely due to the COVID-19 pandemic. Post-hoc analyses were conducted using the available dataset (study 1; n=151) and pooling it with data from a related study at another CPNP site providing free, in-home skilled lactation support (studies 2 and 3; n=337). Results: At least 60% of study 1 participants provided breastmilk for >75% of daily milk feeds at all time points and 48% exclusively breastfed for at least three consecutive months, despite only 18% doing so for six months. In the pooled cohort, in-hospital formula supplementation was common (57%) and 34% used expressed breastmilk in the first two weeks postpartum. These early feeding practices were associated with breastfeeding cessation before six months and non-exclusive breastfeeding to both four and six months. Household food insecurity was highly prevalent (44%) in the pooled cohort but was not associated with breastfeeding practices. Conclusions: Findings showed high rates of breastfeeding but a continued need for skilled lactation support from birth to improve exclusive breastfeeding. These findings inform adaptations to the redesign of the planned intervention study. Comprehensive assessment of infant feeding practices and household food insecurity in the national CPNP is also needed to shape future program delivery.

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)0.001
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 score0.023
Threshold uncertainty score0.077

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.003
Science and technology studies0.0030.000
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.065
GPT teacher head0.411
Teacher spread0.345 · 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
Published2022
Admission routes2
Has abstractyes

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