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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 OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

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.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.053
Threshold uncertainty score0.512

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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)0.0000.000

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