Bibliographic record
Abstract
Leafing through earlier issues of the Jerusalem Quarterly I came across an essay by Elia Zureik titled "The Israeli Gaze" (JQ 66, 2016), in which he dealt with the origins of the surveillance protocols defining much of the Israeli culture of control that emerged in the 1990s.That essay took me to an earlier time of dialogue and polemics over the future of Palestine during Elia's sojourn to Jerusalem in 1995-96.During that period Elia, accompanied by his wife Mary, decided to spend his sabbatical year at Birzeit University while on leave from Queens University.After a long absence spent teaching in Canada, with brief stints in Kuwait and the UK, he was ready to come back home.His home of course was 'Akka, which he had left after the death of his parents in 1961 to relocate to the new world and a new life as a budding social scientist.But by the late 1990s, with Palestine dismembered, Jerusalem was the closest he could get to his return home.While teaching at Birzeit Elia became engaged with the activities of the newly established Institute for Jerusalem Studies in Shaykh Jarrah (the precursor to the
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.011 | 0.025 |
| Scholarly communication | 0.009 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 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".