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Record W2339667106 · doi:10.18192/olbiwp.v3i0.1098

Public policy, language practice and language policy beyond compulsory education: Higher education policy and student experience*

2011· article· en· W2339667106 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
venuePublished in a venue whose home country is Canada.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueOLBI Journal · 2011
Typearticle
Languageen
FieldSocial Sciences
TopicMultilingual Education and Policy
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsLanguage policyPublic policyPolicy studiesEducation policyPolicy analysisLanguage planningContext (archaeology)Political scienceLanguage educationPublic relationsSociologyPublic administrationForeign languagePedagogyHigher educationLaw

Abstract

fetched live from OpenAlex

Using higher education as a context, this article explores public policy and policy analysis in relation to language policy studies and argues for greater consideration of language issues in public policy and policy analysis. Conversely, language policy studies must also expand to integrate elements of public policy analysis in order to reveal the complexities of language practices and policies in societies where linguistic heterogeneity is the norm. This article is divided in two parts, with the first part drawing on a literature review to explore language issues in public policy for higher education. Using data from various studies on Francophone students’ access to and postsecondary experiences in a minority context, the second part will examine higher education in Ontario, Canada, from a public policy and a language policy perspective.*The author wishes to thank the reviewers for their helpful comments, the participants of the 2010 Language Policy and Planning Invited Symposium for the dialogism of our first meeting, and Professor Emeritus Stacy Churchill for his mentorship, his stewardship to the field of LPP and his inspiring work.

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)0.001
metaresearch head score (Gemma)0.001
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 score0.562
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.083
GPT teacher head0.490
Teacher spread0.407 · 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