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Record W4401294882 · doi:10.1177/14789299241266198

Time on Our Side: Is Scottish Independence More Likely in the Future?

2024· article· en· W4401294882 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.

Bibliographic record

VenuePolitical Studies Review · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicPolitical Systems and Governance
Canadian institutionsUniversité de Sherbrooke
Fundersnot available
KeywordsReferendumIndependence (probability theory)PoliticsPolitical economyPolitical scienceInterpretation (philosophy)BrexitHome ruleLawSociologyEconomicsEuropean unionEconomic policy

Abstract

fetched live from OpenAlex

The Scottish independence movement and its leadership have claimed ‘time is on our side’, citing the increased support for independence among younger citizens as evidence a future referendum would be more likely to deliver a ‘Yes’ result. Even amid protracted crises and tumultuous leadership changes within the Scottish National Party, observers still point to robust support for independence among younger voters as evidence of future change. Assessing this claim is important because it clarifies the role of different cleavages in Scottish and British politics and it helps us understand the motivations on both sides for trying to control the timing of any future independence referendum. In this research note, we assess the claim that time sides with the pro-independence movement, using data from the Scottish Social Attitudes Surveys and the Scottish Election Study from 1999 to 2021. Overall, we find limited support for the claim that generational replacement will help the pro-independence movement. Based on data from 1999 to 2021, the most appropriate interpretation is that time will neither help nor hurt the independence movement. Therefore, we need to treat claims on this topic from political actors with caution.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.897
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.001

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 head0.055
GPT teacher head0.404
Teacher spread0.349 · 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