MétaCan
Menu
Back to cohort

TESOL and Policy Enactments: Perspectives From Practice

2007· article· en· W2160532407 on OpenAlexaff
Vaidehi Ramanathan, Brian Morgan

Bibliographic record

VenueTESOL Quarterly · 2007
Typearticle
Languageen
FieldSocial Sciences
TopicMultilingual Education and Policy
Canadian institutionsYork University
FundersWorld Bank Group
KeywordsSituatedTheme (computing)Agency (philosophy)GlobalizationLocalitySociologyState (computer science)Political sciencePublic administrationPedagogySocial scienceLawLinguistics

Abstract

fetched live from OpenAlex

Prior research in the area of language policy and planning (LPP) has been focused primarily on macro decision‐making and the impact of national, local, and institutional policies in educational settings. Only recently have scholars begun examining the everyday contexts in which policies are interpreted and negotiated in ways that reflect local constraints and possibilities. The redirection of inquiry toward situated policy enactments in TESOL is the central theme of this special issue and the introductory article. In this article we address and expand on several key themes that arise from and unify the various contributions to the issue: (a) the enhanced status and implications of locality in policy research, (b) practitioner agency and the ethical concerns involved, (c) the globalization of particularistic agendas (i.e., neo‐liberalism) and their impact on nation‐state identities and policy enactments.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.075
metaresearch head score (Gemma)0.075
Version: metacan-v3-hybrid-931329e0061cValidation 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: none
Teacher disagreement score0.075
Threshold uncertainty score0.395

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0750.075
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.007
Science and technology studies0.0200.113
Scholarly communication0.0380.030
Open science0.0040.026
Research integrity0.0140.018
Insufficient payload (model declined to judge)0.0080.001

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 head0.032
GPT teacher head0.477
Teacher spread0.445 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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

Citations124
Published2007
Admission routes1
Has abstractyes

Explore more

Same venueTESOL QuarterlySame topicMultilingual Education and PolicyFrench-language works237,207