MétaCan
Menu
← Back to cohort
Record W4406696569 · doi:10.3390/ijerph22020145

Genetic Perception Versus Nutritional Factors: Analyzing the Indigenous Baduy Community’s Understanding of Stunting as a Health Issue

2025· article· en· W4406696569 on OpenAlexaboutno aff
Liza Diniarizky Putri, Herlina Agustin, Iriana Bakti, Jenny Ratna Suminar

Bibliographic record

VenueInternational Journal of Environmental Research and Public Health · 2025
Typearticle
Languageen
FieldNursing
TopicChild Nutrition and Water Access
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousGovernment (linguistics)Health carePublic healthPsychological interventionContext (archaeology)Equity (law)Health equityMetisPolitical scienceEconomic growthEnvironmental healthPublic relationsBusinessSocioeconomicsMedicineNursingSociologyGeographyLaw

Abstract

fetched live from OpenAlex

This study investigates the challenges and opportunities in addressing public health issues in the context of stunting in the Baduy community. Baduy is a remote indigenous group in Indonesia. The Indonesian government and NGOs such as SRI and Dompet Dhuafa have attempted to abolish stunting. However, factors such as cultural aspects, communication gaps, and logistic problems prevent the optimization of health interventions. Midwives and other health workers have yet to win the community's trust and provide quality services, but the lack of sustainable solutions further worsens their problem. This studyhighlights the urgency of culturally appropriate, long-term strategies that stay within the unique Baduy lifestyle and belief system, including integrating the tribal leaders into health campaigns. This study also seeks to explain the role of modern healthcare in the Baduy community, particularly the functional acceptance of modern medicine due to its effectiveness in treating severe health problems. However, controversies regarding access to healthcare for Indigenous peoples, especially regarding government resources for care in urban centers, reveal broader issues of healthcare equity in Indonesia. The study finds the need to advocate improved and culturally sensitive interventions, particularly in health communication and government support, to ensure sustainable improvements in public health for Indigenous peoples such as the Baduy.

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)0.002
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 score0.042
Threshold uncertainty score0.083

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.002
Scholarly communication0.0010.001
Open science0.0000.002
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 head0.139
GPT teacher head0.427
Teacher spread0.288 · 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

Citations3
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueInternational Journal of Environmental Research and Public Health→Same topicChild Nutrition and Water Access→French-language works237,207→