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Record W2920336814 · doi:10.1002/fsn3.964

Feasibility and acceptability of food‐based complementary feeding recommendations using Trials of Improved Practices among poor families in rural Eastern and Western Uganda

2019· article· en· W2920336814 on OpenAlex

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.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueFood Science & Nutrition · 2019
Typearticle
Languageen
FieldNursing
TopicChild Nutrition and Water Access
Canadian institutionsnot available
FundersGlobal Affairs CanadaWorld Health Organization
KeywordsFocus groupEnvironmental healthPromotion (chess)MedicineSocioeconomicsBusinessMarketingPolitical scienceSociology

Abstract

fetched live from OpenAlex

Inadequate complementary feeding practices are a major contributor to stunting among children in Uganda. The WHO recommends the promotion of local food-based complementary feeding recommendations (FBCFRs) to address nutrient gaps during complementary feeding. This study tested the feasibility and acceptability of FBCFRs, using trials of improved practices (TIPs). Qualitative and quantitative methods were used in a cross-sectional survey over three household visits. At first household visit, information on socio-demographic factors and food frequency was collected and FBCFRs introduced. The second household visit assessed the use and barriers related to the FBCFRs, while the third household visit assessed the continued use of the FBCFRs. Focus group discussions and key informant interviews provided the insights into community norms on the FBCFRs. Most FBCFRs were feasible and acceptable. However, caretakers found it difficult to implement a full set of FBCFRs together with the recommended frequencies. Caretakers were more likely to try and continue using FBCFRs that had familiar methods of preparation and commonly used ingredients. Seasonality and cost were major barriers to use. Through TIPs, mothers demonstrated that they are open to try new ways of improving their children's nutrition.

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)0.002
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 score0.105
Threshold uncertainty score0.548

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.002
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 head0.110
GPT teacher head0.379
Teacher spread0.269 · 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