Reviews
Bibliographic record
Abstract
Abstract Everyone Eats: Understanding Food and Culture, E. N. Anderson (2014) 2nd ed., New York and London: New York University Press, 362 pp., ISBN: 9780814760062, p/bk, £14.56; ISBN: 9780814770146, h/bk, £47.56 The Cultivation of Taste: Chefs and the Organization of Fine Dining, Christel Lane (2014) Oxford: Oxford University Press, 384 pp., ISBN: 9780199651658, h/bk, £30.00 Vodka Politics: Alcohol, Autocracy and the Secret History of the Russian State, Mark Lawrence Schrad (2014) New York, NY: Oxford University Press, 512 pp., ISBN: 9780199755592, h/bk, £22.99 Street Food: Culture, Economy, Health and Governance, Ryzia De Cassia Vieira Cordoso, Michéle Companion and Stefano Roberto Marras (eds) (2014) Abingdon: Routledge, xviii+281 pp., ISBN: 9781138023680, h/bk, £85.00 Foodies and Food Tourism, Donald Getz, Richard Robinson, Tommy Andersson and Sanja Vujicic (2014) Oxford: Good Fellow Publishers Ltd, 239 pp., ISBN: 9781910158005, p/bk, $48.00/£29.99 Heritage in the Digital Era: Cinematic Tourism and the Activist Cause, Rodanthi Tzanelli (2013) Abingdon: Routledge, xv + 247 pp., ISBN: 9781415643801, h/bk, £90.00 Binational Human Rights: The U.S.-Mexico Experience, William Paul Simmons and Carol Mueller (eds) (2014) Philadelphia, PA: University of Pennsylvania Press, 300 pp., ISBN: 9780812246285, h/bk, £36.00 Contemporary Adulthood and the Night-time Economy, Oliver Smith (2014) Basingstoke: Palgrave Macmillan, 204 pp., ISBN: 9781137344519, h/bk, £58 Disruptive Tourism and its Untidy Guests: Alternative Ontologies of Future Hospitalities, Soile Veijola, Jennie Germann Molz, Olli Pyyhtinen, Emily Höckert and Alexander Grit (2014) Basingstoke: Palgrave Macmillan, viii+167 pp., ISBN: 9781137399496, h/bk, £60.00 Identity and Intercultural Exchange in Travel and Tourism, Anthony David Barker (ed.) (2015) Bristol: Channel View, xi+220 pp., ISBN: 9781845414627, p/bk, £29.95 Market Place : Food Quarters, De sign and Urban Renewal in London, Susan Parham (2012) Newcastle upon Tyne: Cambridge Scholars Publishing, xi + 332 pp., ISBN: 9781443841726, h/bk, £49.99
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 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 | 0.002 | 0.010 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.489 | 0.379 |
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".