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Record W4283322314 · doi:10.1080/21635781.2022.2067922

Families of Origin: The Experience of Parents of Single Military Members

2022· article· en· W4283322314 on OpenAlexaffabout
Lisa Williams, Elena Goubanova, LCol Robert Morrow

Bibliographic record

VenueMilitary Behavioral Health · 2022
Typearticle
Languageen
FieldPsychology
TopicPosttraumatic Stress Disorder Research
Canadian institutionsDepartment of National Defence
Fundersnot available
KeywordsWorryPsychologyThematic analysisFocus groupPsychological resilienceCoping (psychology)Developmental psychologyMilitary personnelQualitative researchSocial psychologyClinical psychologyAnxietyPsychiatryPolitical science

Abstract

fetched live from OpenAlex

Enlisting in the military is a career choice that impacts the entire family unit. Many research studies have examined the effect of military life on spouses and children of military members; however little research to date has examined the experience of parents of adult children, especially for those of single Canadian Armed Forces (CAF) members. Given that many military members are often younger and not yet in stable romantic relationships, parents are often a primary source of emotional and instrumental support. Building on military family research, the current study was conducted to gain a greater understanding of parents’ experiences upon the enlistment of their adult children and adjustment to their military career. Parents of single CAF members’ experiences were examined through a series of semi-structured interviews and focus groups in seven major Canadian cities. The study group consisted of 55 participants with a mean age of 56 years. Thematic analysis was employed to identify common themes across interviews and focus groups. Results suggest that parents often experience fear and worry over their children’s wellbeing, loss of control, and uncertainty. They strive to maintain connection to their adult children and provide emotional, instrumental, and financial support. Over time, many parents are able to develop increased resilience and adjustment to their children’s careers, in part due to the development of military connections, informal and formal support, and adaptive coping methods. The findings are discussed in relation to improving parental resilience and how the CAF may best support them.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.228
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.157
GPT teacher head0.446
Teacher spread0.289 · 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 teacher head, not a consensus.

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
Published2022
Admission routes2
Has abstractyes

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