Book Reviews
Bibliographic record
Abstract
Yael Berda,Living Emergency: Israel’s Permit Regime in the Occupied West Bank(Stanford, CA: Stanford Briefs, 2018), 152 pp. Paperback, $14.00. Randall S. Geller,Minorities in the Israeli Military, 1948–58(Lanham, MD: Lexington Books, 2017), 238 pp. Hardback, $100.00. eBook, $95.00. Yaacov Yadgar,Israel’s Jewish Identity Crisis: State and Politics in the Middle East(Cambridge: Cambridge University Press, 2020), 226 pp. Paperback, $26.99. Kindle, $16.99. Ian S. Lustick,Paradigm Lost: From Two-State Solution to One-State Reality(Philadelphia: University of Pennsylvania Press, 2019), 232 pp. Hardback, $27.50. Ilan Peleg, ed.,Victimhood Discourse in Contemporary Israel(Lanham, MD: Lexington Books, 2019), 222 pp. Hardback, $90.00. Sarah S. Willen,Fighting for Dignity: Migrant Lives at Israel’s Margins(Philadelphia: University of Pennsylvania Press, 2019), 344 pp. Hardback, $89.95. As’ad Ghanem and Mohanad Mustafa,Palestinians in Israel: The Politics of Faith after Oslo(Cambridge: Cambridge University Press, 2018), 206 pp. Paperback, $29.99. Daniel G. Hummel,Covenant Brothers: Evangelicals, Jews, and U.S.-Israeli Relations(Philadelphia: University of Pennsylvania Press, 2019), 352 pp. Hardback, $49.95. Cary Nelson,Israel Denial: Anti-Zionism, Anti-Semitism, and the Faculty Campaign Against the Jewish State(Bloomington: Indiana University Press, 2019), 658 pp. Hardback, $45.00. Kindle, $7.99. Letters to the Editors
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.
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 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.008 | 0.005 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.576 | 0.532 |
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".