MétaCan
Menu
Back to cohort
Record W4412351678 · doi:10.38159/ehass.2025689

Community-Based Participatory Research in Education: Empowering Women School Leaders in KwaZulu-Natal

2025· article· en· W4412351678 on OpenAlexfundno aff
Ntombikayise Nkosi, Mncedisi Christian Maphalala

Bibliographic record

VenueE-Journal of Humanities Arts and Social Sciences · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicQualitative Research Methods and Ethics
Canadian institutionsnot available
FundersInyuvesi Yakwazulu-NataliYork University
KeywordsCitizen journalismParticipatory action researchSociologyCommunity-based participatory researchPolitical scienceSocioeconomicsGender studiesPedagogyAnthropology

Abstract

fetched live from OpenAlex

Community-based participatory research (CBPR) has emerged as a robust methodology to foster collaboration and empowerment in educational contexts. This paper explores the application of CBPR in the context of education, focusing specifically on its role in empowering women school leaders in KwaZulu-Natal, South Africa. Through a qualitative research approach, this study was conducted in close collaboration with women school leaders and with community stakeholders and schools’ active and integral participation. The findings of this study underscore the importance of community-based participatory approaches in empowering women school leaders and advancing gender equity in educational leadership in KwaZulu-Natal. The key findings highlight the following themes: gendered power dynamics in educational leadership, the impact of CBPR on women’s empowerment, identification of empowerment strategies, collective action and community support, and the potential for transformative change. These findings provide valuable insights for policymakers, educators, and community stakeholders, serving as a guide for promoting inclusive and equitable educational practices. Keywords: Community-based participatory research, women school leader, feminist theory, critical pedagogy, patriarchy

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 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)0.042
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.218
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0420.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.007
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
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 head0.732
GPT teacher head0.637
Teacher spread0.095 · 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; both teacher heads agree on what is shown here.

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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueE-Journal of Humanities Arts and Social SciencesSame topicQualitative Research Methods and EthicsFrench-language works237,207