Bibliographic record
Abstract
Fusein-Iraku Seiken no Shihai Kouzou (The Ruling Structure of Saddam Husayn's Regime) , Keiko Sakai (2003) Tokyo: Iwanami Shoten, xvi + 342 pp., 3.045 Iraku: Sensou to Senryou (Iraq: War and Occupation) , Keiko Sakai (2004) Tokyo: Iwanami Shinnsho, 244 pp., 777 Iraku Sensou Deita Bukku (Data Book of the Iraq War) , Masayuki Yamauchi and Motohiro Ono (eds.) (2004) Tokyo: Akashi Shoten, 119 pp. text + 139 pp. tables, 2.100 Gendai Islam Sekai Ron (The Islamic World: Heritage, Rebirth and Contemporary Dynamics) , Yasushi Kosugi (2006) Nagoya: Nagoya University Press, xviii + 790 + 114 pp., 6.300 Mu dh akkirt: Al-Sir' min ajl al-Dmuqrtiyyah fi al-'Iraq , Muhammad Hadid (2006) London: Dar al-Saqi, 576 pp., ISBN: 1855167220 (pbk), GB 16.00 The Looting of the Iraq Museum, Baghdad: The Lost Legacy of Ancient Mesopotamia , Milbry Polk and Angela M.H. Schuster (eds.) (2005) New York: Henry N. Abrams, 242 pp. including index, ISBN: 0810958724 (hbk), US 35.00. Revolt on the Tigris: The Al-Sadr Uprising and the Governing of Iraq , Mark Etherington (2005) London: Hurst, 252 pp. including index, ISBN: 1-85065-773-4 (hbk), 15
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.
How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".