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Record W1992785931 · doi:10.3138/cmlr.65.1.33

Promoting Local Languages in Ugandan Primary Schools: The Community as Stakeholder

2008· article· en· W1992785931 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.

venuePublished in a venue whose home country is Canada.
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

VenueCanadian Modern Language Review/ La Revue canadienne des langues vivantes · 2008
Typearticle
Languageen
FieldSocial Sciences
TopicMultilingual Education and Policy
Canadian institutionsnot available
Fundersnot available
KeywordsLanguage policyMultilingualismStakeholderLocal languageLocal communityPromotion (chess)Public relationsFocus groupPolitical sciencePedagogySociologyComputer science

Abstract

fetched live from OpenAlex

Abstract: The community is an important stakeholder in language education, and community views are critical for the successful implementation of new language policies. This article reports on a study on multilingual language policies conducted in two primary schools in two communities in eastern Uganda, one rural and one urban, from 2005 through 2006. The study focused on community responses to the new language education policy, which promotes the teaching of local languages in the first four years of schooling, using questionnaires, individual interviews, and focus-group discussions to collect data from the two communities, each linked to a local primary school. The findings show that in both communities, although participants were generally aware of the new local-language policy, they were ambivalent about its implementation in their school. They recognized the importance of local languages in promoting identity and cultural maintenance, but a higher priority was their children's upward mobility and the desire to be part of wider and more international communities. Further, while area languages such as Luganda and regional languages such as Kiswahili were perceived to have some benefits as languages of wider communication, it was English that received unequivocal support from both communities. The study concludes that parents and communities need to be better informed about the pedagogical advantages of instruction in the local language and that communities need convincing evidence that the promotion of local languages will not compromise desires for global citizenship.

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)0.002
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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.512
Threshold uncertainty score0.909

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.072
GPT teacher head0.354
Teacher spread0.281 · 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