The ‘McAutocrat of the breakfast-table’: Highland hospitality in nineteenth-century travel writing
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.
Bibliographic record
Abstract
The concept of the tourism imaginary can be employed to illuminate representational histories of the inn and the innkeeper in the nineteenth-century Scottish Highlands. In evaluations of Scottish hospitality, the innkeeper’s relationship to modern tourism culture was appraised in tandem with the wider role of the inn and its local social, cultural and commercial functions. Some commentators critiqued Highland tourism practices as inhospitable, often through caricatures of the miserly innkeeper. Other writers treated Highland inns as indices of local economic prosperity, and the innkeeper as either an upholder of local morality or a victim of economic structures and even climatic conditions. As the tourism sector expanded, a variety of texts positioned inns and innkeepers at the heart of debates over the relationship between Highland culture and practices of commercial hospitality.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it