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Record W4409158421 · doi:10.63315/jrcd.v20i1.2361

"We are a Family That Doesn't Have Much Every Day, so we Eat What we Get": The Bodily Health of a Group of Rural Women Living in South Africa

2025· article· en· W4409158421 on OpenAlexvenueno aff
Shelley Ann Vickerman, Fatiema Benjamin, Rachel Chinyakata, Mulalo Mpilo, Nicolette V. Roman

Bibliographic record

VenueJournal of rural and community development · 2025
Typearticle
Languageen
FieldHealth Professions
TopicFood Security and Health in Diverse Populations
Canadian institutionsnot available
Fundersnot available
KeywordsGender studiesPsychologySociologyMedicineSocioeconomics

Abstract

fetched live from OpenAlex

South Africa's health system continues to exhibit stark inequalities, with the well-being of individuals inextricably linked to their geographic location and social position. This study explored the concept of bodily health from the perspective of women living in rural areas, employing the human capabilities approach as a theoretical framework. Using a qualitative, exploratory approach, semi-structured individual interviews were conducted with 45 participants, including parents, caregivers, and key stakeholders, in two rural towns in South Africa. Participants' understanding of health varied, and they highlighted the inadequacy of healthcare services available to them. The findings reveal the multifaceted nature of rural health, where factors such as the proximity of healthcare facilities, the availability of medical personnel and supplies, and the level of trust in the healthcare system all play a crucial role in shaping individuals' experiences and perceptions of bodily health. Collaborative efforts among diverse stakeholders are necessary to develop and implement comprehensive approaches that ensure equitable access to quality healthcare and nutrition in rural areas, ultimately fostering the well-being of individuals and families. This study underscores the importance of a capabilities-oriented perspective in understanding and addressing the complex realities of rural health in South Africa, where the interplay of geography, socioeconomic status, and intersectional identities profoundly shapes the pursuit of optimal bodily health. Keywords: food insecurity; human capabilities approach; rural healthcare; rural women's health, South Africa ______________________________________________________________________________ « Nous sommes une famille qui n’a pas grand-chose chaque jour, alors nous mangeons ce que nous recevons » : la santé corporelle d'un groupe de femmes rurales vivant en Afrique du Sud Le système de santé sud-africain continue de présenter de fortes inégalités, le bien-être des individus étant inextricablement lié à leur situation géographique et à leur position sociale. Cette étude a exploré le concept de santé corporelle du point de vue des femmes vivant dans les zones rurales, en utilisant l'approche des capacités humaines comme cadre théorique. À l'aide d'une approche qualitative et exploratoire, des entretiens individuels semi-structurés ont été menés auprès de 45 participants, dont des parents, des soignants et des parties prenantes clés, dans deux villes rurales d'Afrique du Sud. La compréhension de la santé par les participants variait et ils ont souligné l'insuffisance des services de santé mis à leur disposition. Les résultats révèlent la nature multidimensionnelle de la santé rurale, où des facteurs tels que la proximité des établissements de santé, la disponibilité du personnel et des fournitures médicales et le niveau de confiance dans le système de santé jouent un rôle crucial dans la formation des expériences et des perceptions des individus en matière de santé corporelle. Des efforts de collaboration entre diverses parties prenantes sont nécessaires pour développer et mettre en oeuvre des approches globales garantissant un accès équitable à des soins de santé et à une nutrition de qualité dans les zones rurales, favorisant à terme le bien-être des individus et des familles. Cette étude souligne l'importance d'une perspective axée sur les capacités pour comprendre et aborder les réalités complexes de la santé rurale en Afrique du Sud, où l'interaction de la géographie, du statut socio-économique et des identités intersectionnelles façonne profondément la recherche d'une santé corporelle optimale. Mots-clés : insécurité alimentaire, approche des capacités humaines, soins de santé ruraux, santé des femmes rurales, Afrique du Sud

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)0.002
metaresearch head score (Gemma)0.003
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.018
Threshold uncertainty score0.036

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0080.006
Scholarly communication0.0030.003
Open science0.0010.004
Research integrity0.0020.002
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 head0.118
GPT teacher head0.371
Teacher spread0.253 · 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".

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Citations1
Published2025
Admission routes1
Has abstractyes

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