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Record W7006045708

Sport as a Strategy to Address Gender-Based Violence : A Study on Perceptions and Educational Knowledge of Students in Grades 8 – 12 in Windhoek, Namibia

2024· article· en· W7006045708 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJonkoping University Library (Jönköping University) · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicGender Roles and Identity Studies
Canadian institutionsnot available
FundersMcMaster University
KeywordsPerceptionDisadvantagedData collectionPower (physics)Poison controlSuicide preventionHuman factors and ergonomicsSocial issues
DOInot available

Abstract

fetched live from OpenAlex

In 2022, Namibia recorded over five thousand cases of gender-based violence (GBV), highlighting the alarming and persistent nature of this issue. GBV is both a consequence and reinforcement of deeply ingrained gender inequalities in Namibian society, stemming from factors such as colonial history, power imbalances, and traditional norms. Sport is recognized as a valuable strategy to promote gender equality by challenging stereotypes and structural norms. However, fostering these gender equalities requires understanding the perceptions and educational knowledge of youth who represent the future of Namibian society.Therefore, the purpose of this study was to identify and investigate students’ educational knowledge and perceptions of GBV and gender equality, as well as their perceptions of sport and its contribution to personal and social development and gender equality. Hereby, their experiences, traditions, and beliefs were at the center of the study. Data was collected from 24 students from disadvantaged communities who are enrolled in grades 8 to 12 in the after-school center of Physically Active Youth (P.A.Y.) in Windhoek, Namibia. The data collection process utilized an explanatory sequential mixed-method approach, collecting data from an online self-administered questionnaire and semi-structured interviews with two staff members and three students. The results of this study showed that educational and societal factors largely influence students’ perceptions and knowledge of GBV and gender equality. Students advocate for more comprehensive education and inclusive sports programs to foster personal and social development and challenge traditional gender norms. Moreover, they pointed out the need for community support and safe spaces for open discussions. Despite recognizing the barriers posed by patriarchal values, students believe in the potential of sport and education to promote gender equality and social change and to prevent GBV in Namibia.

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.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.220
Threshold uncertainty score0.784

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
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 head0.039
GPT teacher head0.308
Teacher spread0.268 · 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