Bibliographic record
Abstract
The Literary Traveller in opens up Scotland's literary landscape for the first time in one concise volume. All prominent Scottish writers from the fourteenth to the twenty-first century are included and discussed in their literary, historical and cultural contexts, set in the landscapes where they were born and which inspired them. It details the birthplaces, childhoods, former homes and burial places of famous Scottish authors, uncovers sites, restaurants and pubs with a literary connection, and lists notable bookshops, literary museums and other places of relevance in the world of Scottish writing. This attractive tome will be lavishly illustrated with photographs, while maps will enhance many of the entries, including the Kidnapped trail, Boswell and Johnson's Highland journey, Burns country, Richard Hannay's 39 Steps trail, the Pentland walks of Robert Louis Stevenson, a plan of Rosslyn Chapel, Gavin Maxwell's Sandaig, Compton Mackenzie's Barra, the Ettrick Valley of James Hogg, the Mearns of Lewis Grassic Gibbon, J. M. Barrie's Thrums and the ports and pubs of Para Handy, to name a few. There has never been a national literary guide for Scotland until now, and The Literary Traveller in will be a welcome first for book lovers all over the country and beyond.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.052 | 0.029 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".