Comparative analysis of contemporary approaches to social and psychological support for combatants and their families
Bibliographic record
Abstract
In the context of full-scale war in Ukraine, the issue of psychosocial support for combatants and their families is becoming particularly relevant. High levels of stress, the risk of developing maladjustment, and problems of resocialisation and adaptation after participating in combat operations necessitate the creation of systematic psychological support programmes. The study was based on a systematic analysis of the literature and a review of the results of previous studies. The methodology was selected in accordance with the outlined objectives and the specifics of the object and subject of the study: comparative analysis, content analysis of scientific publications, and a systematic approach. The methodological tools were selected based on the outlined goal and the specifics of the object and subject of the study: comparative analysis methods, content analysis of scientific publications, and a systematic approach to summarising the social and psychological practices used in different countries. Three main groups of approaches to psychosocial support were compared: psychological (individual and group therapy, work with maladjustment and post-traumatic stress disorder), social (resocialisation, family support, educational and professional programmes), and integrative (multidisciplinary models and case management). Accordingly, the significance of psychological, social, and integrative components in the system of social and psychological support has been established. The study proved that the Ukrainian experience is unique, and the system of social and psychological support is in the process of improvement due to the active phase of repelling military aggression, while the practices of the United States, Israel and Canada have established mechanisms of state and public support due to the absence of a direct threat. The results obtained can form the basis for optimising psychological and social rehabilitation programmes for veterans, as well as for developing integrative support models that address the needs of both combatants and their families
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".