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Record W4315478447 · doi:10.1186/s40795-022-00667-9

Infant and young child feeding practices are associated with childhood anaemia and stunting in sub-Saharan Africa

2023· article· en· W4315478447 on OpenAlex
Aaron Kobina Christian, Eric Afful-Dadzie, Grace S. Marquis

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueBMC Nutrition · 2023
Typearticle
Languageen
FieldNursing
TopicChild Nutrition and Water Access
Canadian institutionsMcGill University
Fundersnot available
KeywordsMedicineOdds ratioPublic healthLogistic regressionPsychological interventionOddsClinical nutritionPediatricsDemographyUnder-fiveSanitationOpen defecationEnvironmental health

Abstract

fetched live from OpenAlex

BACKGROUND: The co-occurrence of anaemia and stunting (CAS) presents acute development and morbidity challenges to children particularly in sub-Saharan Africa (SSA). Evidence on the effect of child feeding recommendations on CAS is scarce. METHODS: We used data from 22 recent Demographic and Health Surveys in SSA countries to examine the association between caregivers' implementation of recommendations on infant and young child feeding and the CAS in their 6- to 23-mo-old children. RESULTS: Overall, in multiple logistic regression models, child feed index score, high wealth of household, increasing household size, household head with at least secondary school education, improved sanitation of household, an increase in caregiver's age and caregiver's with at least secondary education were associated with lower odds of CAS (i.e. , AOR: 0.86; 95% CI; 0.84 - 0.88: 0.75; 0.69 - 0.82: 0.98, 0.98 - 0.99: 0.76, 0.70 - 0.83: 0.81, 0.74 - 0.87: 0.87, 0.81 - 0.94: 0.69, 0.62 - 0.77 respectively). Having a diarrhoea in the past 2 weeks and having fever in the past month were associated with higher odds of CAS (AOR:1.1, 95% CI; 1.0 - 1.2: 1.1, 1.0 - 1.2, respectively). Results from the decision tree analysis showed that the educational level of women was the most important predictor of CAS, followed by child feeding score, the level of education of the family head and state of drinking water. CONCLUSION: The results buttress the importance of interventions aimed at improving feeding practices and parental educational as a vehicle to improve children's nutritional status.

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.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.004
Threshold uncertainty score0.715

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.024
GPT teacher head0.265
Teacher spread0.241 · 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