Post-deployment Reintegration Satisfaction and Events Impacting Well-being in Canadian Armed Forces Primary Army Reservists: A Qualitative Analysis.
Bibliographic record
Abstract
Background: Reservists, unlike Regular Force members, primarily serve part-time; however, they contribute significantly to domestic and international operations, comprising nearly one-fifth of deployed forces.Although Reservists are not obligated but instead volunteer for deployments, there are particular post-deployment reintegration challenges that are uniquely associated with being a Reservist, such as maintaining civilian employment, abrupt separation from the deployed unit, and restrictions associated with entitlements to military medical and mental health services.Objectives: The current research investigated two issues relevant to the Canadian Armed Forces (CAF) Reserve Force.First, it examined Primary Army Reservists' satisfaction with the post-deployment reintegration experience, employing a qualitative approach, in order to identify the main themes discussed by Reservists.Second, a qualitative examination of events that had impacted Reservists' well-being over the past year was also undertaken.Design: An online mixed-method survey was conducted, containing questions tailored to assess specific military-and Reservist-related concepts.The questions developed for this survey consisted of both open-and closed-ended items.Specifically, the initial research question focused on the responses to the following open-ended question: "Please explain your level of satisfaction with your post-deployment reintegration experience."The second research question was addressed by the question, "Are there any events (personal, national, or international) that have taken place over the past year that have had a significant impact on your well-being (e.g., how you feel about yourself, others, or the world more generally)?"Results: With regards to post-deployment reintegration satisfaction, four main themes emerged, pertaining to: (1) the reintegration process, (2) employment, (3) follow-up, and (4) support.Over half of the participants reported dissatisfaction with their reintegration process as well as indicated that follow-up was lacking or completely non-existent.More than one-third of participants discussed employment concerns, particularly issues with returning to work.Many reported that more follow-up was needed post-deployment, particularly by military health services and the home unit.Over one-third of participants reported that more support was needed, especially from the CAF.With regards to events impacting well-being over the past year, four main themes emerged, in relation to:(1) the CAF, (2) employment, (3) personal health, and (4) family.More than half of the participants discussed events that were negative in nature related to the CAF, such as perceived mistreatment and difficulties accessing CAF health services.More than half of the participants discussed employment-related concerns, such as returning to civilian work too soon or feeling forgotten by the home unit.Finally, many participants discussed personal health concerns and family events.Conclusions: Primary Army Reservists experience challenges that are unique to them following deployment such as a lack of post-deployment reintegration, insufficient follow-up and support, as well as concerns with post-deployment employment.Future research should expand upon possible ways of improving upon the post-deployment reintegration process, with a focus on developing and tailoring the process to meet the needs of Reservists. DRDC-RDDC-2019-R256 iii RésuméContexte : Contrairement aux membres de la Force régulière, les réservistes servent principalement à temps partiel.Toutefois, ces derniers contribuent de façon significative aux opérations nationales et internationales, représentant près du cinquième des forces déployées.Puisque les réservistes ne sont pas tenus de participer aux missions et qu'ils le font plutôt sur une base volontaire, certaines difficultés de réintégration post-déploiement leur sont propres, comme le maintien d'un emploi civil, la séparation brusque de l'unité déployée et les restrictions concernant les services médicaux et ceux en matière de santé mentale qui leur sont offerts à titre de militaires.Objectifs : La présente recherche a porté sur deux sujets pertinents pour la Force de réserve des FAC.Dans un premier temps, les chercheurs ont mesuré la satisfaction des membres de la Première réserve à l'égard de leur expérience de réintégration post-déploiement au moyen d'une méthode qualitative afin de déterminer les principaux thèmes qui ressortent chez les réservistes.Ensuite, les chercheurs ont procédé à un examen qualitatif des événements qui ont eu une incidence sur le bien-être des réservistes au cours de la dernière année.Concept : Un sondage en ligne fondé sur des méthodes mixtes a été réalisé.Ce dernier comportait des questions conçues pour évaluer certains concepts propres aux réservistes et aux autres militaires, parmi lesquelles figuraient des questions ouvertes et des questions fermées.La première question de recherche portait surtout sur les réponses à la question ouverte suivante: « Veuillez décrire votre niveau de satisfaction à l'égard de votre expérience de réintégration post-déploiement ».On abordait la deuxième question de recherche au moyen de la question ouverte suivante : « Est-ce qu'il y a des événements (personnels, nationaux ou internationaux) qui sont survenus au cours de la dernière année et qui ont eu une incidence importante sur votre bien-être (p.ex.sur ce que vous pensez de vous-même, des autres ou, de façon plus générale, du monde)?».
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.010 | 0.004 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".