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Record W4405187946 · doi:10.3138/jmvfh-2023-0077

Informing peer support programs for active duty military spouses of U.S. Army soldiers

2024· article· en· W4405187946 on OpenAlexvenueno aff
Elisa V. Borah, Anil Arora, Abby E. Blankenship

Bibliographic record

VenueJournal of Military Veteran and Family Health · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicFamily Support in Illness
Canadian institutionsnot available
Fundersnot available
KeywordsActive dutyMilitary personnelDutyPsychologyPeer reviewAeronauticsOperations researchPolitical scienceComputer securityEngineeringLawComputer science

Abstract

fetched live from OpenAlex

Introduction: Military spouses experience stressors adapting to the careers of service members. The Veteran Spouse Resiliency Group (V-SRG) is a group peer support program designed to foster community, share available support services, including educational, career, health care, and community resources, and promote self-care and wellness practices. As part of a randomized controlled trial (RCT) funded by the U.S. Department of Defense, this initial study assessed the needs of military spouses to adapt and test the V-SRG program for the Army spouse population. This qualitative study sought to understand military spouses' 1) perceived challenges and rewards of military life, 2) needs for additional support, and 3) recommendations for a peer support program. Methods: Participants were 35 spouses of active duty U.S. Army soldiers. Zoom group sessions were recorded, transcribed, and analyzed with inductive (open) coding to develop upper-level categories derived from the research questions. Results: Most participants were female (97%); 43% were white and 17% were Black or African American, Asian, or Native Hawaiian or other Pacific Islander. Themes identified to be tested in the new program in the larger parent RCT included challenges of education and career progression, parenting and child care, deployment, and accessibility of medical and behavioural health care. Benefits included value of military community and occasional positive aspects of relocation. Finally, recommendations for peer support programming included content, program structure, and program amenity recommendations. Discussion: Military spouses described aspects of military life to inform the design of a peer support program to meet their needs and preferences.

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)0.003
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.006
Threshold uncertainty score0.019

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0030.000
Scholarly communication0.0010.001
Open science0.0010.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0060.000

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 head0.049
GPT teacher head0.350
Teacher spread0.302 · 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 designQualitative
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
Published2024
Admission routes1
Has abstractyes

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