MétaCan
Menu
← Back to cohort
Record W4280514013 · doi:10.31235/osf.io/gx5qr

Impact of the COVID-19 pandemic on Infant Feeding Practices in the U.S.: Food Insecurity, Supply Shortages, and Deleterious Feeding Practices

2022· preprint· en· W4280514013 on OpenAlexaff
Jessica Marino, Kimberly Meraz, Manuvir Dhaliwal, Denise D. Payán, Tashelle Wright, Jennifer Hahn‐Holbrook

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldMedicine
TopicBreastfeeding Practices and Influences
Canadian institutionsPublic Health OntarioUniversity of Toronto
Fundersnot available
KeywordsBreastfeedingPandemicInfant formulaPovertyEconomic shortageMalnutritionFormula feedingEnvironmental healthFood insecurityBreast feedingCoronavirus disease 2019 (COVID-19)MedicineFood securityBusinessDemographyGeographyPediatricsEconomic growthEconomicsAgricultureSociology

Abstract

fetched live from OpenAlex

The COVID-19 pandemic drastically increased food insecurity among U.S. households, however, little is known about how infants, who rely primarily on human milk and/or infant formula, were impacted. We conducted an online survey with U.S. caregivers of infants (<2 years) (N=319) to assess how the COVID-19 pandemic impacted breastfeeding, formula-feeding, and household ability to obtain infant-feeding supplies and lactation support (68% mothers; 66% white; 8% living in poverty). Results suggest that the COVID-19 pandemic had a greater negative impact on formula-feeding families, largely due to formula shortages and financial strain. We found 31% of formula-feeding families indicated they experienced various challenges to obtaining formula, citing the following top three reasons: formula was sold out (20%), had to travel to multiple stores (21%), or too expensive (8%). In response, 33% of formula-feeding families reported resorting to potentially harmful feeding practices such as diluting formula with extra water (12%) or cereal (10%), preparing smaller bottles (8%), or feeding left-over/expired formula (11%). Only 15% of breastfeeding families reported feeding difficulties directly as a result of the pandemic—15% were reluctant to obtain lactation support and 9% weaned early. In fact, 51% of breastfeeding families reported increased provision of human milk to infants due to perceived benefits for the infant’s immune system (37%), ability to work remotely/stay home (31%), or concerns about money (8%) or formula shortages (8%). To protect infants from malnutrition in future crises, our results underscore the need for policies to support breastfeeding families and ensure equitable access to infant formula.

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)0.003
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 score0.065
Threshold uncertainty score0.129

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.001
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 head0.118
GPT teacher head0.409
Teacher spread0.291 · 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

Citations1
Published2022
Admission routes1
Has abstractyes

Explore more

Same topicBreastfeeding Practices and Influences→French-language works237,207→