Reviews
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
Political Power in Spain: The Multiple Divides between MPs and Citizens, Xavier Coller, Antonio M. Jaime-Castillo and Fabiola Mota (eds) (2018) Palgrave Macmillan, 327 pp., ISBN 978-3-31963-825-6, h/bk, $169.99/€149.79 The Global Cultural Capital: Addressing the Citizen and Producing the City in Barcelona, Mari Paz Balibrea (2017) London: Palgrave Macmillan, 311 pp., ISBN 978-1-13753-595-5, h/bk; ISBN 978-1-13753-596-2, e-book, $139.99/$109.00 Catalan Cartoons: A Cultural and Political History, Rhiannon McGlade (2016) Cardiff: University of Wales Press, 272 pp., ISBN 978-1-78316-804-0, h/bk, £75 A New History of Iberian Feminisms, Silvia Bermúdez and Roberta Johnson (eds) (2018) Toronto: University of Toronto Press, 522 pp., ISBN 978-1-48750-014-6, h/bk; ISBN 978-1-48752-008-3, p/bk, $38.21 Living Anarchism: José Peirats and the Spanish Anarcho-Syndicalist Movement, Chris Ealham (2015) Oakland: AK Press, 336 pp., ISBN 978-1-84935-238-3, p/bk, $20 A Primeira República, 1910–1926: Como venceu e porque se perdeu, Fernando Rosas (2018) Lisbon: Bertrand Editora, 176 pp., ISBN 978-9-72253-676-9, h/bk, 14.40€ Theatre and Dictatorship in the Luso-Hispanic World, Diego Santos Sánchez (ed.) (2018) London and New York: Routledge, 264 pp., ISBN 978-1-13822-330-1, h/bk, £88.00; ISBN 978-1-31540-510-0, e-book, £31.49
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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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