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Record W7135662832

From global to local: advancing PRME at the local and regional levels

2025· article· en· W7135662832 on OpenAlexaff
Laura Steele, Natascha Radclyffe-Thomas, Rachel Welton, Marc Duffy

Bibliographic record

VenueResearch Portal (Queen's University Belfast) · 2025
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicHospitality and Tourism Education
Canadian institutionsQueen's University
Fundersnot available
KeywordsKey (lock)Session (web analytics)Best practiceSustainabilityRegional developmentLocal Development
DOInot available

Abstract

fetched live from OpenAlex

This session introduces PRME Chapter UK and Ireland’s Local Networks, seven regional fora where PRME Signatories collaborate, share best practices, and engage with the PRME Principles and UN SDGs at a more localised level. The Local Networks’ success shows how PRME Chapters and individual Signatory schools can partner with academic institutions, business leaders, policymakers, and students to respond to local needs and challenges. Participants will gain (1) understanding of the benefits of addressing the Principles of PRME at more localised levels; (2) inspiration from examples of the PRME Chapter UK & Ireland Local Networks; (3) opportunities to share their stories of localising PRME and generate ideas for future development; and (4) post-event blog collating key insights from our session.

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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.204
Threshold uncertainty score0.982

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.001
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 head0.020
GPT teacher head0.286
Teacher spread0.265 · 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 designNot applicable
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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