Reviews
Bibliographic record
Abstract
Abstract Theatre and Performance in Small Nations, Steve Blandford (ed.) (2013) Bristol and Chicago: Intellect Books, 180 pp., ISBN: 9781841506463, p/bk, 35$ El periodismo volátil. ¿Cómo atrapar la información política que se nos escapa?/Volatile Journalism: How to Catch the Political Information that Escapes?, Nereida Carrillo (2013) Barcelona: Editorial UOC, 83 pp., ISBN: 9788490299814, p/bk. 11.50€, ebook, 5.99€. Social Media and Minority Languages: Convergence and the Creative Industries, Elin Haf Gruffydd Jones and Enrique Uribe-Jongbloed (eds) Bristol, Buffalo and Toronto: Multilingual Matters, 265 pp., ISBN: 9781847699046, h/bk. 129,95 € Mort certa, hora incerta. De l’edat mitjana a la societat digital/Certain Death, Uncertain Hour: From Middle Ages to Digital Society, Ernest Benach and Miquel Pueyo (2013) Lleida: Pagès Editors, 172 pp., ISBN: 9788499753188, p/bk, 17.00€ La Guerra Civil televisada. La representación de la contienda en la ficción y el documental españoles/The Televised Civil War: The Representation of the Battle in Spanish Fiction and Documentary, Sira Hernández (ed.) (2012) Salamanca: Comunicación Social, 219 pp., ISBN: 9788415544203, p/bk, 20€, ISBN: 978841544210, e-book, 5.90€ Repudiating Feminism: Young Women in a Neoliberal World, Christina Scharff (2012) England: Ashgate, 163 pp., ISBN: 9781409410300, h/bk, £55.00, ISBN: 9781409410317, e-book, £38.50 La comunicación móvil. Hacia un nuevo ecosistema digital/Mobile Communication: Towards a New Digital Ecosystem, Juan Miguel Aguado, Claudio Feijóo and Inmaculada J. Martínez (eds) (2013) Barcelona: Gedisa, 350 pp., ISBN: 9788497847827, p/bk, 27.90€
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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 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| 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 | 0.002 | 0.004 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.516 | 0.417 |
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".