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
This essay reviews the following works: The FBI in Latin America: The Ecuador Files . By Marc Becker. Durham, NC: Duke University Press Books, 2017. Pp. vii + 322. $27.95 paperback. ISBN: 9780822369080. The CIA in Ecuador . By Marc Becker. Durham, NC: Duke University Press Books, 2021. Pp. xi + 317. $27.95 paperback. ISBN: 9781478011385. Movilidad y poder en el sur del Ecuador, 1950–1990 . By María Mercedes Eguiguren. Quito: Editorial FLACSO Ecuador, 2019. Pp. viii + 274. Open access e-book. ISBN: 9789978675199. Peasant Wars in Bolivia: Making, Thinking, and Living the Revolution in Cochabamba (1952–64) . By José M. Gordillo. Calgary: University of Calgary Press, 2022. Pp. xiv + 337. $34.99 paperback. ISBN: 9781773854014. A Concise History of Bolivia . 3rd ed. By Herbert F. Klein. New York: Cambridge University Press, 2021. Pp. xix + 380. $34.99 paperback. ISBN: 9781108948890. Indigenous Struggle and the Bolivian National Revolution: Land and Liberty . By James Kohl. New York: Routledge, 2021. Pp. xii + 413. $64.95 paperback. ISBN: 9780367471392. Historical Dictionary of Ecuador . By George M. Lauderbaugh. Lanham, MD: Rowman & Littlefield Publishers, 2019. Pp. xlviii + 322. $96.84 hardcover. ISBN: 9781538102459. ¡Vamos a avanzar! The Chaco War and Bolivia’s Political Transformation, 1899–1952. By Robert Niebuhr. Albuquerque: University of New Mexico Press, 2021. Pp. xii + 260. $60.00 hardcover. ISBN: 9781496207784. Los inconformistas del Centenario: Intelectuales, socialismo y nación en una Bolivia en crisis (1925–1939). By Pablo Stefanoni. La Paz: Plural Editores, 2015. Pp. 383. ISBN: 9789995416430. The Bolivia Reader: History, Culture, Politics. Edited by Sinclair Thomson, Rossana Barragán, Xavier Albó, Seemin Qayum, and Mark Goodale. Durham, NC: Duke University Press, 2018. Pp. xx + 719. $35.95 paperback. ISBN: 9780822371526.
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 | 0.004 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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