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Record W222535490

Air Force Deployment Reintegration Research: Implications for Leadership

2004· article· en· W222535490 on OpenAlexaboutno aff
Wendy Sullivan‐Kwantes, Angela R. Febbraro, Ann-Renée Blais

Bibliographic record

VenueDefense Technical Information Center (DTIC) · 2004
Typearticle
Languageen
FieldPsychology
TopicResilience and Mental Health
Canadian institutionsnot available
Fundersnot available
KeywordsMultidisciplinary approachContext (archaeology)Public relationsSoftware deploymentFocus groupPromotion (chess)PsychologyEngineeringPolitical scienceSociology
DOInot available

Abstract

fetched live from OpenAlex

Expanding on previous research on the reintegration experiences of Army Augmentees (Thompson & Gignac, 2001), this study investigated the post-deployment reintegration issues and experiences of a sample of 95 Canadian Air Force personnel posted at seven different Air Force bases across Canada. A total of 14 semi-structured focus groups were held. The purpose of the present report is to detail some of the leadership issues that Air Force personnel identified as important in the context of multidisciplinary teams and teams formed with augmentees. These included leadership issues in team formation (i.e., choice vs. coercion, identifying the leader, and bureaucracy), leadership issues among augmentees (i.e., lack of belonging, lack of organizational support, lack of support from the home unit, lack of group cohesion, and issues related to promotion and recognition), leadership issues in multidisciplinary teams (i.e., proper training, team integration, culture, colour-centrism), leadership issues within units during deployments, leadership issues in reintegration, and effective leadership. Recommendations include the following: determining who actually are Air Force support personnel, as this would have implications for training; improving leadership from home units, as this would have implications for organization support for Air Force augmentee, reintegration issues, and recognition of Air Force members, and leadership training for leaders of multidisciplinary teams and training for Air Force members, especially Air Force augmentees, who will be working in multidisciplinary teams. Further recommendations from this research include improving overall leadership skills through training of all Air Force members, especially those in positions of leadership, for as the participants interviewed have suggested, holding a position of leadership is not necessarily an indicator of an effective leader.

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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.799
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.001

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 head0.260
GPT teacher head0.463
Teacher spread0.203 · 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 designTheoretical or conceptual
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
Published2004
Admission routes1
Has abstractyes

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