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Record W7000702102

Gender Equality in Teaching and Learning in Secondary Schools in Temeke District, Tanzania

2025· article· en· W7000702102 on OpenAlexaboutno aff

Bibliographic record

VenueJournals & Books Hosting (International Knowledge Sharing Platform) · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicPoverty, Education, and Child Welfare
Canadian institutionsnot available
Fundersnot available
KeywordsTanzaniaCurriculumLikert scaleGender equalityGender biasQualitative researchQuarter (Canadian coin)Christian ministry
DOInot available

Abstract

fetched live from OpenAlex

Gender equality in teaching and learning ensures participation of girls and boys in the classroom. However, pedagogical issues and social cultural norms continue to impede the implementation of gender equality in teaching and learning in schools. This study examined adherence to gender equality in teaching and learning in secondary schools in Temeke District. Data were collected from 288 participants selected through random and purposive sampling. The study used both quantitative and qualitative approaches. In depth interview, questionnaire survey and non-participant observation methods were used to collect primary data, and documentary review was used to collect secondary data. Likert scale was used to measure gender equality adherence. Content analysis was used to analyse qualitative data according to key themes and research objectives. Major findings show that gender equality is adhered to adequately in school practices and in teaching and learning process. Three quarter of the respondents showed that the curriculum addresses gender equality in school practice including teaching and learning in the classroom. This study recommends that the Ministry of Education Science and Technology in collaboration with education stakeholders should continue to emphasize the implementation of a gender equality in teaching and learning practice in schools and to raise awareness on gender equality issues at the community level. Keywords: Gender equality, secondary schools, teaching and learning, Tanzania DOI: 10.7176/JEP/16-7-05 Publication date: July 30th 2025

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)0.005
metaresearch head score (Gemma)0.003
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 score0.303
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.002
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 head0.044
GPT teacher head0.355
Teacher spread0.311 · 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 teacher head, 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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