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Record W7132878293

Rocks Will Melt With the Sun: Higher Education, National Identity and the Independence Debate in Scotland

2021· dissertation· W7132878293 on OpenAlexaff
John Graeme Stewart

Bibliographic record

VenueTSpace · 2021
Typedissertation
Language
FieldArts and Humanities
TopicScottish History and National Identity
Canadian institutionsCanadian Association for the Study of Adult Education
Fundersnot available
KeywordsIndependence (probability theory)PoliticsNationalismParliamentNexus (standard)Government (linguistics)National identity
DOInot available

Abstract

fetched live from OpenAlex

Higher education has become connected to the political debate around independence in Scotland, playing a significant role in both regular elections for the Scottish Parliament and in the debate around the 2014 Independence Referendum. Using the nationalism-social policy nexus as a framework for analysis, this thesis explores how contemporary higher education policy has been deliberately connected to a historical conception of a distinct tradition of higher education in Scotland to position nationalist political actors as the protectors of Scotland’s political values and identity, and independence as the only way to ensure the continuity of these values in the face of England’s differing approach to higher education and social service provision. Using document review, a content analysis, key informant interviews and several international comparative case studies, this dissertation validates the existence of a belief in a distinct Scottish tradition, and how appeals to that tradition can be motivating in certain political contexts, such as normal parliamentary elections. It also find that the nationalism-social policy nexus helps explain both the sharp policy divergence, particularly on tuition fees, between Scotland and the United Kingdom, and why higher education came to play a role in the 2014 Independence debate. Interestingly, higher education was deployed by both the “Yes” and “No” campaigns to support their respective arguments. This fact enriches our understanding of the nexus, in that it is effective in explaining why a nationalist sub-state government may make certain policy choices, but is unable to predict whether these choices become politically motivating for voters. The dissertation furthers our understanding of the relationship between higher education and the state, notably how political forces such as sub-state nationalism drive policymaking in postsecondary education systems. State power is often theorized as unitary, where one central political authority exerts influence on higher education institutions to further specific nation-building or ideological goals. The case of Scotland suggests that higher education policy is not only driven by what is useful to the state, but also by those who seek to re-negotiate or dismantle it.

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)0.011
metaresearch head score (Gemma)0.015
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.197
Threshold uncertainty score0.391

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.015
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0210.025
Scholarly communication0.0150.008
Open science0.0010.008
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0040.000

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 head0.023
GPT teacher head0.303
Teacher spread0.280 · 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

Citations0
Published2021
Admission routes1
Has abstractyes

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