“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>
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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.
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.
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 | 0.001 | 0.001 |
| 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 it