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Record W4401545432 · doi:10.6000/1929-6029.2024.13.12

Compliance with the NATO Standards in the Field of Psychological Assistance for the Servicemen with Post-Traumatic Stress Disorder

2024· article· en· W4401545432 on OpenAlexvenueno aff
Oleh Druz, Kseniia Androsovych, Viktoriia Halchenko, Liudmyla Semencha, Tetyana Snyatkova

Bibliographic record

VenueInternational Journal of Statistics in Medical Research · 2024
Typearticle
Languageen
FieldPsychology
TopicPosttraumatic Stress Disorder Research
Canadian institutionsnot available
Fundersnot available
KeywordsAnxietyDescriptive statisticsDepression (economics)PsychologyIntrusionClinical psychologyPsychiatryTraumatic stressScale (ratio)Service memberMilitary personnelStatisticsPolitical science

Abstract

fetched live from OpenAlex

The increasing number of the servicemen with post-traumatic stress disorder (PTSD) as a result of the war raises the problem of providing them with psychological assistance among the top priorities at the national level. The aim of the study is to identify the effectiveness of using NATO standards in the system of psychological assistance to the servicemen with PTSD. Methods: The study employed the Mississippi Scale, Impact of Event Scale (IES-R), Hospital Anxiety and Depression Scale (HADS). The statistics were processed using descriptive statistics, analysis of variance, Student’s t-test for independent samples. Results: The study showed that 20.28% of the servicemen had a high level of PTSD. They have pronounced symptoms of intrusion, avoidance, hyperarousal, high anxiety, and depression. It was established that the use of NATO standards of psychological assistance to the servicemen with PTSD is reliably effective in reducing symptoms of intrusion (t=2.53, p≤0.01), avoidance (t=3.22, p≤0.01), excitability (t =4.18, p≤0.01), anxiety (t=4.56, p≤0.01), and depression (t=3.87, p≤0.01).Conclusions. The problem of the occurrence of PTSD and symptoms of the disorder among the servicemen participating in military operations was confirmed. It was proved that the use of NATO standards in the training and psychological assistance to service men is effective in reducing the PTSD level and its symptoms. Prospects: The obtained results are significant for military psychologists who work directly with the servicemen in warfare and can use the obtained data for early intervention to prevent the occurrence of PTSD.

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)0.005
metaresearch head score (Gemma)0.019
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 score0.007
Threshold uncertainty score0.025

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.019
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0000.001
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 head0.135
GPT teacher head0.561
Teacher spread0.426 · 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

Citations1
Published2024
Admission routes1
Has abstractyes

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