MétaCan
Menu
Back to cohort

Multiple micronutrient powders reduce stunting and anemia and improve language development among full‐term low birth weight children in Bangladesh (389.3)

2014· article· en· W1511261240 on OpenAlexaff
Sohana Shafique, Daisy R. Singla, Frances E. Aboud, Saira Parveen Jolly, Stanley Zlotkin

Bibliographic record

VenueThe FASEB Journal · 2014
Typearticle
Languageen
FieldNursing
TopicChild Nutrition and Water Access
Canadian institutionsMcGill UniversitySickKids FoundationHospital for Sick ChildrenUniversity of Toronto
FundersBill and Melinda Gates Foundation
KeywordsMicronutrientAnemiaBayley Scales of Infant DevelopmentToddlerMedicinePediatricsLow birth weightBirth weightCognitive developmentHemoglobinCognitionPregnancyInternal medicinePsychologyDevelopmental psychologyPsychomotor learningBiologyPsychiatry

Abstract

fetched live from OpenAlex

Objective: Explore efficacy of 22‐element micronutrient powders (MNP) plus nutrition, health and hygiene education (NHHE) to reduce stunting and anemia, and improve mental development among low birth weight (LBW) infants. Methods: Prospective community‐based cluster‐randomized trial, conducted among 244 full‐term LBW infants from 6‐12 months (mo) in rural Bangladesh. A total of 24 clusters were randomly assigned to two groups: i) NHHE plus MNP (to be provided with available complementary food); ii) NHHE only. Capillary blood was collected at 6 and 12mo using HemoCue. At ~18mo cognitive and language scores of children were assessed using Bayley Scales of Infant and Toddler Development III (n=186). Results: At 12 mo, compared to ‘NHHE only’, infants in ‘NHHE+MNP’ had significantly lower proportion of stunting (55.9% vs 33.6%, p<0.001) and anemia (23.9% vs 11.7%, p<0.001). Mean Hb concentration in the ‘NHHE+MNP’infants increased from 93.8±10.8 g/L at 6mo to 109.8±12.3 g/L at 12mo (p<0.05), whereas no such difference was found in ‘NHHE only’ group. Expressive language scores were significantly higher among ‘NHHE+MNP’ compared with ‘NHHE only’ (p<0.01; d=0.45). There were no differences between groups on cognitive or receptive language scores. Conclusion: Use of broad range micronutrient powders effectively reduce stunting and anemia and improve expressive language among term LBW children. Grant Funding Source : Bill & Melinda Gates Foundation to FHI 360, through the Alive & Thrive Small Grants Program managed

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: Non-randomized trial · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.005
Threshold uncertainty score0.010

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
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 head0.005
GPT teacher head0.216
Teacher spread0.211 · 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 designNon-randomized trial
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

Citations5
Published2014
Admission routes1
Has abstractyes

Explore more

Same venueThe FASEB JournalSame topicChild Nutrition and Water AccessFrench-language works237,207