Separation Fear: An Integral Feature of the Complex Trauma Syndrome in War-Refugees
Bibliographic record
Abstract
Feelings of uncertainty after traumatic event (i.e., forcefully leaving living place) is a common cause of severe fear (anxiety) which may contribute to development of complex trauma syndrome. Traumatic injuries of such depleted individual’s sense of aliveness might be quite catastrophic causing a perception that one’s identity, togetherness and wholeness is lost forever. In such situation, the individual’s response may lead to a cascade of the events which may result in severe symptoms of the hyperarousal, dissociation, depersonalisation, detachment, recollection of the intrusive events, and avoidance of reminder. Separation fear (anxiety) among war-refugees is a broader condition than it is defined as the anxiety disorder in which dominant features are excessive and inappropriate anxiety of the separation from primary attachment figure(s). In war-refugees, the clinical manifestations are realistic worries about harmful things which may happen to the attachment figure(s) who are left behind – condition of persistent fears for loved ones of being killed, tortured, and possible lost forever.
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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 | 0.000 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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".