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Record W2605106853 · doi:10.1080/08865655.2017.1294023

Bringing the Anglo-Scottish Border “Back in”: Reassessing Cross-border Relations in the Context of Greater Scottish Autonomy

2017· article· en· W2605106853 on OpenAlexvenueno aff
Keith Shaw

Bibliographic record

VenueJournal of Borderlands Studies · 2017
Typearticle
Languageen
FieldSocial Sciences
TopicCross-Border Cooperation and Integration
Canadian institutionsnot available
FundersEconomic and Social Research Council
KeywordsContext (archaeology)AutonomyPoliticsSociologyBorder crossingPolitical scienceGender studiesGeographyLawArchaeology

Abstract

fetched live from OpenAlex

This special issue of the Journal of Borderlands Studies “brings the Anglo-Scottish border back in” by drawing upon six of the contributions from an ESRC Seminar Series on the nature of the cross-border relationship between Scotland and its “closest cousins,” in Northern England. The seminars, which took place in 2014–2015, involved a range of contributors including academics, policy-makers and practitioners, with the academics drawn from a range of disciplines, including politics, cultural history, visual culture, economic geography, sociology, and planning. This introduction will examine the main characteristics of the Anglo–Scottish border and capture the nature of contemporary border change. It will then focus on the cross-border relationship between Scotland and the North of England before highlighting the key themes of the six articles contained in this special issue. It will conclude by examining how debates on the Anglo–Scottish border, and its borderlands, can be located within recent attempts to reconceptualize borders and bordering.

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)0.003
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.087
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0010.000
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 head0.048
GPT teacher head0.444
Teacher spread0.396 · 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.

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
Published2017
Admission routes1
Has abstractyes

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