Bibliographic record
Abstract
Resisting Rebellion: The History and Politics of Counterinsurgency. By Anthony James Joes. Lexington: The University Press of Kentucky, 2004. 360p. $35.00. At the end of this book, Anthony James Joes has written a two-page epilogue entitled “Conflict in Iraq,” which notes the enormous task that the U.S. government has set itself in the long-term construction of a democratic order in the face of violent opposition and internal social conflict. And while the bulk of the book was obviously written prior to the war in Iraq, it can be read as a constructive critique of U.S. counterinsurgency policy in the months following the invasion. Joes draws on a wide range of cases from over two centuries of guerrilla warfare to illustrate what he sees as the key reasons for the success or failure of numerous counterinsurgency campaigns. His thoughtful and informative analysis provides a useful basis for a comparative perspective that has been largely absent from many of the assessments of the guerrilla war in Iraq and America's counterinsurgency policies.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.006 | 0.020 |
| Scholarly communication | 0.008 | 0.005 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.007 | 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 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".