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
Abstract Vogel, Ezra F., Yuan Ming, and Tanaka Akihiko, eds. The Golden Age of the USChina-Japan Triangle, 1972–1989. Cambridge, MA and London: Harvard University Asia Center and Harvard University Press, 2002. Pp. viii, 268. $40.00 (US). Malmborg, Mikael AF and Bo Strath, eds. The Meaning of Europe: Variety and Contention within and among Nations. Oxford and New York: Berg, 2002; dist. New York: New York University Press. Pp. xiv, 326. $22.50 (US), paper. Freedman, Robert O., ed. The Middle East Enters the Twenty-first Century. Gainesville: University Press of Florida, 2002. Pp. x, 397. $29.95 (US) Steinert, Johannes-Dieter and Inge Weber-Newth, eds. European Immigrants in Britain, 1933–1950. Munich: K. G. Saur, 2003; dist. Farmington Hills: Gale Group. Pp. 224. $89.00 (US). Gabaccia, Donna R. and Franca Iacovetta, eds. Women, Gender, and Transnational Lives: Italian Workers of the World. Toronto: University of Toronto Press, 2002. Pp. xvi, 433. $70.00 (CDN). Cesari, Laurent and Denis Varaschin, ed. Les Relations Franco-Chinoises au Vingtième Siècle et Leurs Antécédents. Arras: Artois Presses Université, 2003. Pp. 290. €21.00, paper. Showalter, Dennis E., ed. Future Wars: Coalition Operations in Global Strategy. Chicago: Imprint Publications, 2002. Pp. 184. $22.95 (US) paper. Witoszek, Nina and Lars Tragardh, eds. Culture and Crisis: The Case of Germany and Sweden. New York: Berghahn, 2002. Pp. viii, 251 $69.95 (US) Kennedy, Gregory C. and Keith Neilson, eds. Military Education: Past, Present, and Future. Westport: Praeger, 2002. Pp. xii, 239. $64.95 (US). Sevaldsen, Jorgen ed., with Bo Bjbrke and Claus Bjorn. Britain and Denmark: Political, Economic, and Cultural Relations in the 19th and 20th Centuries. Copenhagen: Museum Tusculanum Press, University of Copenhagen, 2003; dist. Portland: ISBS. Pp. 658. $59.00 (US). Ambrosio, Thomas, ed. Ethnic Identity Groups and US Foreign Policy. Westport: Praeger, 2002. Pp. viii, 232. $27.95 (US) 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 | 0.000 | 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) | 0.012 | 0.001 |
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