The Psycho-Social Conditions of Asylum-Seekers from Darfur in Israel
Bibliographic record
Abstract
ObjectiveThe study appraises the prevalence of pre-migration trauma exposure, the ability to secure basic living needs, and psychological functioning among Darfuri asylumseekers and refugees living in Israel. MethodThe sample included 340 adults from Darfur. Standardized measures assessing socio-psychological functioning were utilized. Results The participants demonstrated high rates of pre-migration exposure to traumatic experiences. Thirty per cent of the participants met DSM–IV criteria PTSD, with a higher proportion for women than for men. Post-migration stressors were mentioned by the majority of the participants. ConclusionsThe State of Israel should recognize past atrocities and traumas of Darfuris who arrived in Israel. Such recognition should be offered as acceptance of their rightful access to refugee status determination. Moreover, the State of Israel needs to modify government policies and legalization facilities so that Darfuri refugees and asylum-seekers will have access to basic human needs and support services.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".