Book reviews
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
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.565 | 0.498 |
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".