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Record W4393928328 · doi:10.3138/jmvfh-2023-0065

Role of military context and couple well-being in the psychological vulnerability of military wives in the United States

2024· article· en· W4393928328 on OpenAlexvenueno aff
Mallory Lucier‐Greer, Debra R. Campbell

Bibliographic record

VenueJournal of Military Veteran and Family Health · 2024
Typearticle
Languageen
FieldHealth Professions
TopicEmployment and Welfare Studies
Canadian institutionsnot available
FundersNational Institute of Food and AgricultureU.S. Department of Agriculture
KeywordsContext (archaeology)PsychologyVulnerability (computing)Military personnelPolitical scienceSocial psychologyComputer securityHistoryLawComputer scienceArchaeology

Abstract

fetched live from OpenAlex

Introduction: Rooted in a socio-ecological and stress process framework, assumptions are that both distal contextual factors (military context) and more proximal interpersonal factors (couple well-being) have bearing on a person's psychological vulnerability. Methods: Using cross-sectional data from 222 U.S. military wives, this study explored how military context (specifically, number of deployments, perceived social support from the military community, and assessments of military life satisfaction) was associated with psychological vulnerability (depressive symptoms and personal well-being). Furthermore, the authors examined the mediating role of couple well-being, a latent variable composed of marital quality, relationship communication satisfaction, and relationship warmth. Results: A series of structural equation models indicated that social support from the military community was directly associated with higher levels of personal well-being among military wives. Additionally, wives who were more satisfied with military life tended to indicate higher levels of couple well-being; in turn, higher levels of couple well-being were associated with less psychological vulnerability for spouses through both lower levels of depressive symptoms and higher levels of personal well-being. Discussion: Results suggest that military contextual factors have some bearing on the psychological vulnerability of military wives, especially when spouses do not feel supported by the military community. Nonetheless, couple relationship appeared to be the most salient resource for combating wives' psychological vulnerability and, thus, a potential leverage point for intervention.

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)0.001
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 score0.019
Threshold uncertainty score0.037

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.056
GPT teacher head0.404
Teacher spread0.348 · 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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