Bibliographic record
Abstract
Cultural Cleansing in Occupied Iraq: A Review Article Beyond the Green Zone: Dispatches from an Unembedded Journalist in Occupied Iraq, Dahr Jamail, (2007) Chicago: Haymarket Books, 240 pp., ISBN 1931859477 (hbk), US 20.00 City of Widows: An Iraqi Woman's Account of War and Resistance, Haifa Zangana, (2007) New York: Seven Stories Press, 160 pp., ISBN 1583227792 (hbk), US 20.00 The Shock Doctrine: The Rise of Disaster Capitalism, Naomi Klein, (2007) New York: Henry Holt and Company, 576 pp., ISBN 0805079831 (hbk), US 28.00 Imperial Life in the Emerald City: Inside Iraq's Green Zone, Rajiv Chandrasekaran, (2007) New York: Knopf Publishing, 365 pp., ISBN 0307278832 (hbk), US 14.95 In the Belly of the Green Bird: The Triumph of the Martyrs in Iraq, Nir Rosen, (2007) Darby, PA: Diane Publishing Company, 264 pp., ISBN 1422368033 (hbk), US 26.00 Blackwater: The Rise of the World's Most Powerful Mercenary Army, Jeremy Scahill, (2007) New York and San Francisco: Avalon Publishing Group, 452 pp., ISBN 1560259795 (hbk), US 26.95 The Israel Lobby and US Middle East Policy, John J. Mearsheimer and Stephen M. Walt, (2007) New York: Farrar, Straus and Giroux, 496 pp., ISBN 0374177724 (hbk), US 26.00 Last Days in Babylon: The History of a Family, the Story of a Nation, Marina Benjamin, (2006) New York: The Free Press, 320 pp., ISBN 9780743258432 (hbk), US 25.00 A Different Kind of War: The UN Sanctions Regime in Iraq, Hans C. von Sponeck, (2006) New York: Berghahn Books, xii + 322 pp., ISBN 1-84545-2220-4 (hbk), 39.95/22.95
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 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 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.007 | 0.005 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.387 | 0.303 |
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".