“The Palestinian’s Will to Resist Still Remains:” An Interview with Dr. Muhannad Ayyash about His Book, <i>Lordship and Liberation in Palestine-Israel</i>
Bibliographic record
Abstract
In his book, Lordship and Liberation in Palestine-Israel, Dr. Muhannad Ayyash theorizes structures of violence that lie at the root of the Palestinian struggle for liberation and Israeli settler colonialism. Dr. Ayyash’s aim is not to theorize for the sake of theory but to theorize and develop conceptual tools that are useful for scholars and scholar activists in understanding the relationship between people and land, land and life, oppression and resistance, and settler colonialism and decolonial sovereignties. This manuscript is an edited version of an interview between Dr. Muhannad Ayyash and Dr. Desmond Goss, in which they discuss the premise of the book, the significance and contradictions of the current ceasefire between Israel and the Palestinian resistance forces, the ongoing struggle for the liberation of Palestine, and the need for courage in a moment of multiple crises and heightened contradictions.
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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 | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.021 | 0.014 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.005 | 0.014 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".