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Record W4409834981 · doi:10.29173/mruhr691

On the Edge of Enlightenment

2025· article· en· W4409834981 on OpenAlexvenueno aff
Morgan Angus

Bibliographic record

VenueMount Royal Undergraduate Humanities Review (MRUHR) · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicScottish History and National Identity
Canadian institutionsnot available
Fundersnot available
KeywordsEnlightenmentEnhanced Data Rates for GSM EvolutionComputer sciencePhilosophyEpistemologyArtificial intelligence

Abstract

fetched live from OpenAlex

When considering Scotland’s place in the Enlightenment, the nation’s economic growth, its investments in universities and education, and eighteenth-century Scotland’s place as Europe’s centre for scientific and medical research loom large—as do the writings and ideas of thinkers such as Frances Hutcheson, Adam Smith, James Hutton, Thomas Reid, and David Hume. However, these developments, while impressive, barely encapsulate all of the changes which Scotland experienced during the Age of Enlightenment. The Scottish Highlands, for instance, underwent immense changes during the Age of Enlightenment, as the region—which had been economically, socially, and culturally distinct from the rest of Scotland since the Middle Ages—was increasingly integrated into the rest of Scotland and the British Empire through the commercialization of estates, the spread of the market economy, and the breakdown of the traditional clan system—resulting in widespread emigration from the Highlands to the Lowlands or overseas colonies. This paper thus explores the historiographical place of the Scottish Highlands in the Enlightenment, examining how and why historians have connected or disconnected the region from the intellectual and cultural movement. Beginning with a review of earlier seminal works which portrayed the eighteenth-century Highlands as a backward region shaped by “inevitable” external forces, and closing with more recent works which refute those of earlier decades and emphasize the complexity of the Highlands, as well as works which contend that the changes experienced in the eighteenth-century Scottish Highlands were a direct result of Enlightenment ideals and developments.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.675
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0050.000

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 head0.031
GPT teacher head0.240
Teacher spread0.209 · 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 designNot applicable
Domainnot available
GenreOther

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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