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Record W4392699671 · doi:10.1101/2024.03.09.24304018

Nurture Early for Optimal Nutrition (NEON) Pilot Randomised Controlled Trial: Qualitative study of community facilitators and attendees’ perspective on intervention delivery

2024· preprint· en· W4392699671 on OpenAlexaff
Logan Manikam, Priyanka Patil, Ummi Bello, Subarna Chakraborty, S. Fujita, Joanna Dwardzweska, Oyinlola Oyebode, Clare Llewellyn, Kelley Webb-Martin, Carol Irish, Mfon Archibong, Jenny Gilmour, Phoebe Kalungi, Neha Batura, Rana Conway, Monica Lakhanpaul, Michelle Heys

Bibliographic record

VenuemedRxiv · 2024
Typepreprint
Languageen
FieldMedicine
TopicBreastfeeding Practices and Influences
Canadian institutionsCentre for Global Health Research
FundersNIHR Great Ormond Street Hospital Biomedical Research CentreNational Institute for Health and Care Research
KeywordsPsychological interventionMedicineThematic analysisIntervention (counseling)Qualitative researchCluster randomised controlled trialNursingFamily medicineMedical education

Abstract

fetched live from OpenAlex

Abstract Background Appropriate and healthy feeding practices can enhance a child’s health, prevent obesity, and reduce chronic metabolic disease risks. Given the ethnic variations in feeding practices and metabolic risk, interventions must be community specific. Culturally tailored, grassroots interventions targeting infant feeding can induce behavioural changes, mitigating chronic metabolic disease risks in later life. Aim The aim of this study was to explore participant feedback and inform intervention delivery methods within marginalised communities. Methods A pilot three-arm cluster randomised controlled trial was conducted in London’s Tower Hamlets and Newham boroughs, involving community participatory learning and action groups. The study recruited 186 South Asian (Indian, Bangladeshi, Pakistani, and Sri Lankan) mothers or carers of 0-2-year-old children. Attendees were invited to either face-to-face or online intervention arms, facilitated by trained multilingual community facilitators, offering culturally informed discussions on child nutrition and care practices. Qualitative feedback was collected from attendees and facilitators, with thematic analysis identifying key themes, underscoring intervention fidelity and acceptance. Results Of the initial attendees, 42 (from the remaining 153 at the study’s conclusion) and 9 community facilitators offered feedback on the intervention’s delivery and suggestions for enhancing community-based interventions’ success. Key findings highlighted the need for a more flexible approach to boost participation and the significance of providing accessible, translated documents and resources. Conclusion Parenting interventions, particularly for new mothers, should adopt a hybrid design. This would provide attendees with the flexibility to select the delivery method, session timings, and the option to participate at any stage of the intervention.

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)0.056
metaresearch head score (Gemma)0.049
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.056
Threshold uncertainty score0.295

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0560.049
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0010.001
Science and technology studies0.0030.003
Scholarly communication0.0010.002
Open science0.0020.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0090.001

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 head0.066
GPT teacher head0.400
Teacher spread0.334 · 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 designQualitative
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
Published2024
Admission routes1
Has abstractyes

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