Occupation, settlement, and the social determinants of health for West Bank Palestinians
Bibliographic record
Abstract
A contentious issue in the Israel-Palestine conflict is the ongoing construction of settlements in the occupied West Bank along with its related policies, both of which have had impacts on the lives of resident Palestinians. These impacts have been documented by various UN and non-governmental agencies yet have been insufficiently studied in the academic literature. This article aims to review the literature on the social determinants of health for West Bank Palestinians and understand how settlement construction and policy influence these determinants. To accomplish these aims, the article first includes an analysis of how military infrastructure, resource allocation, land appropriation and house demolition related to the settlements influence the lives of West Bank Palestinians. The article then proceeds to review available literature on the social determinants of health in the West Bank, most notably: access to healthcare, exposure to political violence, economic conditions and water contamination, with the goal of understanding how settlement-related policies are related to these social determinants of health.
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How this classification was reachedexpand
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 | 0.006 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".