Book 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
Poverty, Progress and Exclusion: an Economic History of Latin America in the Twentieth Century. By Rosemary Thorp. Baltimore, MD: Johns Hopkins University Press for the Inter‐American Development Bank and the European Union, 1998. Pp.xiv + 369. £20.50. ISBN 1 886938 35 0 Economic Dynamism in the Asia‐Pacific: The Growth of Integration and Competitiveness. Edited by Graham Thompson. London: Routledge, 1998. Pp.402. £50 and £14.99. ISBN 0 415 17273 X and 17274 8 India and Pakistan: The First Fifty Years. Edited by Selig S. Harrison, Paul H. Kreisberg, and Dennis Kux. Cambridge: Cambridge University Press, 1999. Pp.xii + 217. £32.50 and £10.95. ISBN 0 521 64185 3 and 64585 9 Agencies in Foreign Aid: Comparing China, Sweden and the United States in Tanzania. Edited by Goran Hyden and Rwekaza Mukandala. New York: St. Martin's Press, 1999. Pp.ix + 246. $69.95. ISBN 0 312 22098 7 Market Integration, Regionalism and the Global Economy. Edited by Richard E. Baldwin, Daniel Cohen, Andre Sapir and Anthony Venables. Cambridge: Cambridge University Press, 1999. Pp. xix + 344. £45 and £16.95. ISBN 0 521 64589 1 and 0 521 64181 0 Instruments of Change: Motivating and Financing Sustainable Development. By Theodore Panayotou. Earthscan in association with the United Nations Environment Programme, 1998. Pp.240. £19.95. ISBN 1 85383 467 X Famine in Africa: Causes, Responses and Prevention. By Joachim von Braun, Tesfaye Teklu and Patrick Webb. Baltimore, MD and London: The Johns Hopkins University Press, 1999. Pp.xvii + 218. £32.50. ISBN 0 8018 6121 7 The East Asian Welfare Model: Welfare Orientalism and the State. Edited by Roger Goodman, Gordon White and Huck‐ju Kwon. London and New York: Routledge, 1998. Pp.206. £17.99. ISBN 0 415 17211 X Critical Development Theory: Contributions to a New Paradigm. Edited by Ronaldo Munck and Denis O'Hearn. London and New York: Zed Books, 1999. Pp.xx + 217. £39.95 and £22.50. ISBN 1 85649 637 6 and 638 4 Streetlife China: Transforming Culture, Rights and Markets. By Michael Dutton. Cambridge: Cambridge University Press, 1999. Pp.xvi + 304. £13.95 (US$19.95) and £37.50 (US$54.95). ISBN 0 521 63719 8 and 63141 6
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 | 0.002 | 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 | 0.001 | 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