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Record W3006321892 · doi:10.21061/jvs.v6i1.158

Reducing Veterans’ Symptoms of Depression, Anxiety, Stress, and Posttraumatic Stress, and Enhancing Engagement in Occupations with SCUBA Diving and Occupational Therapy

2020· article· en· W3006321892 on OpenAlexaboutno aff
Dragana Krpalek, Naomi Achondo, Noha Daher, Heather Javaherian-Dysinger

Bibliographic record

VenueJournal of Veterans Studies · 2020
Typearticle
Languageen
FieldMedicine
TopicTraumatic Brain Injury Research
Canadian institutionsnot available
Fundersnot available
KeywordsScuba divingAnxietyMental healthPsychological interventionDepression (economics)ChecklistClinical psychologyOccupational stressOccupational therapyMedicinePhysical therapyIntervention (counseling)PsychologyPsychiatry

Abstract

fetched live from OpenAlex

Veterans face significant occupational and mental health challenges. This article explores whether an occupational therapy program in combination with SCUBA diving can enhance occupational performance and mental health outcomes for veterans more than SCUBA diving alone. A two-group random assignment pretest–posttest design was implemented to compare outcomes across two groups. Veterans in Group 1 (n = 7) completed SCUBA diving while those in Group 2 (n = 8) completed SCUBA diving in combination with occupational therapy. Outcomes were measured using the Canadian Occupational Performance Measure, PTSD Checklist for DSM-5, and the Depression, Anxiety and Stress Scale. Both groups participated in a semi-structured focus group post-participation. Additionally, those in Group 2 engaged in follow-up phone interviews. Trial registration number: NCT03928392. All participants significantly improved their occupational performance and satisfaction with performance, and reduced symptoms of PTSD, depression and stress. Those in Group 2 also experienced significant reductions in anxiety levels and reported applying learned interventions to daily life. Participating in SCUBA diving may contribute to reduced symptoms of PTSD, depression and stress among veterans. Engaging in occupational therapy may additionally contribute to reduced symptoms of anxiety and aid in therapeutic application of interventions to daily life.

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)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.014

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0040.000

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 head0.131
GPT teacher head0.383
Teacher spread0.252 · 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 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

Citations14
Published2020
Admission routes1
Has abstractyes

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