Life outcomes influenced by war-related experiences during the Gulf crisis
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This study examined the life outcomes of children exposed to the Gulf crisis in 1990-1991. We expected war-trauma exposure and psychological distress symptoms to predict poorer educational and occupational outcomes. Participants were 151 Kuwaiti citizens who were assessed during childhood (in 1993; M age = 10.6 years), and who were reassessed 10 years later in young adulthood (in 2003; M age = 21.2 years). Participants completed measures of intelligence, war-trauma exposure, posttraumatic stress symptoms, anxiety symptoms, depressive symptoms, intervening life events, and life outcomes. Results indicated that war-trauma exposure negatively impacted children's educational and occupational outcomes as young adults. Boys with higher levels of war-trauma exposure were less likely to attend University. Posttraumatic stress and anxiety symptoms also predicted poorer educational and occupational outcomes. However, this relationship was not significant when we accounted for children's intelligence. Depressive symptoms were not predictive of children's educational or occupational outcomes. Results suggest that war-trauma exposure may have life-altering effects on children. Tailored, early interventions are needed for children exposed to war traumas.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it