MétaCan
Menu
Back to cohort
Record W4410578168 · doi:10.1177/10567879251331208

Secondary Education Reforms in Sub-Saharan Africa: Comparing the Perceptions of Teachers and Students in Sierra Leone and Uganda

2025· article· en· W4410578168 on OpenAlexaff
Yee Han Peter Joong, Rose Gibbs

Bibliographic record

VenueInternational Journal of Educational Reform · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Educational Policies and Reforms
Canadian institutionsNipissing University
Fundersnot available
KeywordsSierra leonePerceptionPolitical sciencePedagogyGeographyEconomic growthMathematics educationSocioeconomicsSociologyPsychologyEconomics

Abstract

fetched live from OpenAlex

This mixed methods study compares how secondary school teachers implemented respective secondary reforms in Sierra Leone and Uganda. Major sources were surveys from sample teachers and students in 11 and nine sample schools. The survey asked how often a teaching or evaluation strategy was used. The conclusions of sample students and teachers from both countries indicate that teacher-directed lessons (teacher talk and questioning) dominated (75%). The use of student-centred learning methods (group work, activity-learning, and demonstrations) in a third of the classes. However, almost a quarter of the sample students in both countries stated that the behavior of students in the classroom was affecting their work. A major obstacle for the reform remains high-stakes examinations, which rely heavily on rote memorization, rather than the creative application of knowledge. Educators in all jurisdictions can learn from the reform efforts.

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)0.001
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 score0.114
Threshold uncertainty score0.822

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.014
GPT teacher head0.365
Teacher spread0.351 · 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

Citations1
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueInternational Journal of Educational ReformSame topicGlobal Educational Policies and ReformsFrench-language works237,207