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
CHINA ANITA CHAN. China's Workers Under Assault: the Exploitation of Labour in a Globalising Economy. Armonk, NY: M. E. Sharpe, 2001. 250 pp. US$ 22.95, paper. YIJIANG DING. Chinese Democracy after Tiananmen. Vancouver and Toronto: UBC Press, 2001. Acknowledgments, notes, glossary, bibliography, index. 172 pp. C$75.00, hardcover. BARBARA ENTWISLE and GAIL E. HENDERSON (eds). Re‐drawing Boundaries: work, Household and Gender in China. Berkeley: University of California Press, 2000. x, 344 pp. US$19.95, paper. XIN LIU. In One's Own Shadow: an Ethnographic Account of the Condition of Post‐Reform Rural China. Berkeley, Los Angeles, London: University Press, 2000. xvi, 246 pp. Illustrations, preface, notes, glossary, bibliography, index. US$15.95, paper. XUEPING ZHONG. Masculinity Besieged? Issues of Modernity and Male Subjectivity in Chinese Literature of the Late Twentieth Century. Durham and London: Duke University Press, 2000. 208 pp. Bibliography. US$49.95, hardcover; US$17.95, paper. JAPAN, KOREA MARIUS B. JANSEN. The Making of Modern Japan. Cambridge and London: Harvard University Press/Belknap, 2000. xviii, 871 pp. US$35.00, hardcover. MICHAEL MARRA (trans. and ed.) A History of Modern Japanese Aesthetics. Honolulu: University of Hawai'i Press, 2001. 398 pp. Glossary, chronology, bibliography, index. US$32.95; US$69.20, paper. SOUTH, WEST AND CENTRAL ASIA A. K. HELLUM. A Painter's Year in the Forests of Bhutan. Edmonton and Honolulu: University of Alberta/University of Hawai'i Press, 2001. 120 pp. Appendix, bibliography. US$35.00, paper. PRADIP N. KHANDWALLA. Revitalizing the State: a Menu of Options. New Delhi: Sage Publications, 1999. 303 pp. Rs. 250, paper. SHOMPA LAHIRI. Indians in Britain: Anglo‐Indian Encounters, Race and Identity 1880–1930. Portland, OR: Frank Cass, 2000. 249 pp. Glossary, bibliography, index. US$59.50, hardcover; US$24.50 paper. SOUTHEAST ASIA Economic Development of Burma: a Vision and a Strategy. A Study by Burmese Economists. Stockholm: Olof Palme International Center; Singapore: Singapore University Press, 2000. 233 pp. S$30.00, paper.
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 | 0.001 | 0.001 |
| 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) | 0.003 | 0.003 |
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