"Back to the Future": A Comparative Ethical Look at Israeli Arab Future Vision Documents
Bibliographic record
Abstract
Israeli Arabs' "future vision" documents are an ethical-political manifesto, contextualized in academic discourse and informed by socio-historical parallels. Hence, this article examines their political ethics in a comparative perspective, by referencing the case of Israeli Arabs along with two other distinct intra-state conflicts: the strife between Anglophones and Francophones in Canada and the struggle between Macedonians and Albanians in Macedonia. These cases illuminate two main ethical-political alternatives to the present pattern of relations between Jews and Arabs in Israel. Although the Canadian case indicates a renunciation of ethno-nationalism in favor of civic and linguistic patriotism, the Macedonian case presents an attempt to reconcile ethno-national affiliation with democratic principles. Projecting the ethical discussion of the Canadian and Macedonian cases onto Israel, I contend that normative acceptance of the mutual and dual right of self-determination, regarding both the individual's collective identity and the collective's polity, is a precondition for reconciliation between Jews and Arabs.
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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 | 0.006 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.008 | 0.016 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".