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Record W2018760133 · doi:10.7205/milmed-d-12-00064

Beyond Battlemind: Evaluation of a New Mental Health Training Program for Canadian Forces Personnel Participating in Third-Location Decompression

2012· article· en· W2018760133 on OpenAlex
Mark A. Zamorski, Kim Guest, Suzanne Bailey, Bryan G. Garber

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueMilitary Medicine · 2012
Typearticle
Languageen
FieldPsychology
TopicPosttraumatic Stress Disorder Research
Canadian institutionsCanadian Armed Forces
FundersMinistère de la Défense Nationale
KeywordsMental healthMedicineThermoluminescent dosimeterMilitary personnelMedical educationTraining (meteorology)Program evaluationPsychologyApplied psychologyPsychiatry

Abstract

fetched live from OpenAlex

INTRODUCTION: Battlemind training, which improves postdeployment well-being, has been part of Canada's postdeployment Third-location Decompression (TLD) program since 2006. In 2010, a new educational program drawing on Battlemind was implemented to make it more consistent with Canada's current mental health training strategy. METHODS: Subjects consisted of 22,113 Canadian personnel returning from Afghanistan via TLD in Cyprus; 3,024 (14%) received the new program. Pre-/post-training attitude and self-efficacy questionnaires assessed the impact of the training. In addition, a quasi-experimental approach used questionnaires administered at the end of TLD to compare the satisfaction, attitudes, and self-efficacy under the old vs. new program. RESULTS: Pre-/post-training questionnaires showed medium to large positive effects of the training on targeted attitudes and self-efficacy (Cohen's d = 0.44-1.02). Participants completing the new program were more satisfied with the educational program (adjusted odds ratio = 3.2), perceived the TLD to be more valuable (odds ratio = 1.7), and had at least certain more favorable post-TLD attitudes and self-efficacy (d ranging from 0.00 to 0.29). CONCLUSION: All of these findings point to the superiority of the new program. However, quasi-experimental approaches are bias-prone, and it is unknown whether these advantages will translate into meaningful improvements in well-being.

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.

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)0.004
metaresearch head score (Gemma)0.001
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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.579
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.256
GPT teacher head0.495
Teacher spread0.239 · 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