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Record W4417521393 · doi:10.29011/2577-2228.100547

Features of Social Frustration During Military Operations

2025· article· W4417521393 on OpenAlexaboutno aff

Bibliographic record

VenueJournal of Community Medicine & Public Health · 2025
Typearticle
Language
FieldPsychology
TopicLeadership, Courage, and Heroism Studies
Canadian institutionsnot available
Fundersnot available
KeywordsGovernment (linguistics)Frustration

Abstract

fetched live from OpenAlex

Purpose: The article highlights a topical issue devoted to studying the psychological impact of martial law on mental health, namely the peculiarities of social frustration among adolescents, who are the most vulnerable category in conditions of chronic social stress, uncertainty, loss of security and disruption of basic life guidelines.The aim of the study was to identify the features and psychological characteristics of social frustration in young people in conditions of martial law, to analyse levels of stress manifestations and adaptation mechanisms.Methods: The tasks included research into personality characteristics, which was carried out using the Five-Factor Personality Questionnaire (R. McCrae and P. Costa), which in turn made it possible to determine individual psychological characteristics (neuroticism, extraversion, openness, agreeableness, conscientiousness), and the diagnosis of emotional regulation and social functioning using: the Toronto Alexithymia Scale (TAS) which helped to identify difficulties in recognising and expressing emotions, and the Wasserman Social Frustration Level Diagnostic Method (modified by Boiko), which helped to analyse the level of dissatisfaction with social conditions, which increases during wartime.The following were also used: theoretical and methodological analysis, psychodiagnostic techniques, and mathematical and statistical approaches.The combination of theoretical, psychodiagnostic, and statistical methods made it possible to conduct a comprehensive study and obtain reliable scientific results.All stages of the study complied with ethical standards, in particular the principles of voluntariness, confidentiality and legal protection of research subjects.Results: The study found that the development of social frustration during the war is due to both objective and subjective factors.Conclusion: Therefore, based on the results obtained made it possible to create a model of a comprehensive programme to support the psychological health of young people during military operations, focused on stabilising their emotional state, developing adaptation strategies and psychoeducation, and improving their social well-being.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.141
GPT teacher head0.436
Teacher spread0.295 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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