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
Abstract Poverty Alleviation through Tourism Development: A Comprehensive and Integrated Approach, Robertico Croes and Manuel Rivera (2016) Waretown, NJ: Apple Academic Press, xxi + 246 pp., ISBN: 9781771881418, h/bk, £89.00 Sustainability in Hospitality: How Innovative Hotels are Transforming the Industry, Miguel Angel Gardetti and Anna Laura Torres (eds) (2016) Sheffield: Greenleaf Publishing Limited, vi + 263 pp., ISBN: 9781783532643, h/bk, £80.00 CSR and Sustainability: From the Margins to the Mainstream: A Textbook, Michael Hopkins (ed.) (2016) Sheffield: Greenleaf Publishing Limited, xxvii + 465 pp., ISBN: 9781783534463, h/bk, £80.00 The Seductions of Pilgrimage: Sacred Journeys Afar and Astray in the Western Religious Tradition, Michael A. Di Giovine and David Picard (eds) (2015) Farnham, Ashgate, ix + 266 pp., ISBN: 9781472440075, h/bk, £70.00 Tourism and National Identity: Heritage and Nationhood in Scotland, Kalyan Bhandari (2014) Bristol: Channel View, xiii + 154 pp., ISBN: 9781845414474, p/bk, £24.95
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 | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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