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Record W4409417609 · doi:10.1186/s12905-025-03713-3

Household food insecurity, sociodemographic and lifestyle risk factors associated with high blood pressure among women in farming communities in Ghana

2025· article· en· W4409417609 on OpenAlexfundno aff
Aaron Kobina Christian, Ruth Tenkoramaa Owu, Irene Akwo Kretchy

Bibliographic record

VenueBMC Women s Health · 2025
Typearticle
Languageen
FieldHealth Professions
TopicFood Security and Health in Diverse Populations
Canadian institutionsnot available
FundersFondation Rideau HallSocial Sciences and Humanities Research Council of CanadaFondations communautaires du CanadaInternational Development Research Centre
KeywordsMedicineFood insecurityEnvironmental healthReproductive medicineSocioeconomic statusAgricultureBlood pressureSocioeconomicsFood securityGerontologyPopulationPregnancyGeography

Abstract

fetched live from OpenAlex

BACKGROUND: Hypertension remains a primary contributor to avoidable mortality and impairment. This study aimed to examine the association between household food insecurity (HFI), another public health concern, and hypertension among women farmers in peri-urban and rural communities in Ghana. METHODS: Self-reported hypertension status, blood pressure measurement, and HFI were assessed using data on 430 women from a cross-sectional survey. We examined the odds of hypertension in women experiencing different categories of food insecurity while controlling for other known factors. RESULTS: Close to 74% (n = 319) of respondents belonged to households that were food-secure with 26% (n = 111) in food-insecure households. At the time of the survey, about a fifth of the participants (19%) reported to have ever been diagnosed with hypertension and 22% were living with high blood pressure (i.e., systolic: 140 mm Hg or higher and diastolic: 90 mm Hg or higher). Living in a rural community compared to a peri-urban community was associated with lower odds of living with high blood pressure. Older women were more likely than younger women to report having known hypertension and living with high blood pressure. Dangbe women were less likely to have high blood pressure than women from other ethnic groups. An increase in physical/morbidity activity was associated with a decreased likelihood of high blood pressure among food-insecure women. CONCLUSIONS: This study buttresses the importance of hypertension awareness among older women, particularly, in urbanizing communities, and the need to explore mediating factors through which ethnicity may influence living with high blood pressure.

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)0.000
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.021
Threshold uncertainty score0.043

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.101
GPT teacher head0.351
Teacher spread0.250 · 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 designObservational
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
Published2025
Admission routes1
Has abstractyes

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