Bibliographic record
Abstract
Abstract In this article, we focus on the keyword Jawlān to highlight one of the most critical, if overlooked, dimensions of autocracy in modern Syria. Occupied by Israel in 1967, the Jawlān is a borderland where words have made political relationships possible, sustaining forms of national and kin attachments for decades. We show how, within post-1967 Syria, the Jawlān came to function as a discursive vessel for the state to address its citizenry outside the boundaries of the Golan Heights. When the 2011 moment began, ways of communicating with the state were enacted to both buttress the autocracy and solidify the resistance movement opposing it. We offer an analysis demonstrating how these various ways of hailing had grown out of autocracy but came to frame communications among citizens and structure civic relations beyond the workings of the regime and the geographical scope of its sovereignty. Drawing on the dynamics in play at this moment, we contribute to current discussions on neoliberal autocracy and borderland ontologies, approaching ideological interpellation as a mode of enfolding diasporic Syria spaces and communities outside regime-controlled areas into its political order.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.550 | 0.289 |
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".