Bibliographic record
Abstract
The cakewalk meets reality and Rashomon Cobra II: The Inside Story of the Invasion and Occupation of Iraq , Michael R. Gordon and General Bernard E. Trainor, (2006) New York: Pantheon Books, 603 pp., ISBN 0375422625 (hbk), US27.95 Chain of Command: The Road from 9/11 to Abu Ghraib , Seymour Hersh, (2006) New York: Harper Collins, 394 pp., ISBN 0060195916 (hbk), US24.95 Fiasco: The American Military Adventure in Iraq , Thomas E. Ricks, (2006) New York: Penguin Press, 482 pp., ISBN 159420103X (hbk), US27.95 The Assassin's Gate: America in Iraq , George Packer, (2005) New York: Farrar, Strauss and Giroux, 467 pp., ISBN 0641792581 (hbk), US26.00 Night Draws Near: Iraq's People in the Shadow of America's War , Anthony Shadid, (2006) New York: Picador USA, 507 pp., ISBN 0312426038 (pbk), US15.00 Basra, the Failed Gulf State: Separatism and Nationalism in Southern Iraq , Reidar Visser, (2005) Muenster (Germany): LIT Vertag, 256 pp. including index, ISBN 3825887995 (pbk), US39.95 Kurdish National Movement Its Origins and Development, Wadie Jwaideh, (2006) Syracuse, NY: Syracuse University Press, 419 pp., ISBN 081563093X (pbk), US40.50
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 | 0.003 | 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 | 0.001 |
| Open science | 0.001 | 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".