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Record W3141227427 · doi:10.21061/jvs.v7i1.200

Perceptions and Use of Alcohol and Medical Cannabis among Canadian Military Veterans Living with PTSD

2021· article· en· W3141227427 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJournal of Veterans Studies · 2021
Typearticle
Languageen
FieldMedicine
TopicCannabis and Cannabinoid Research
Canadian institutionsUniversity of ReginaUniversity of Saskatchewan
Fundersnot available
KeywordsCannabisPsychiatryAlcohol use disorderMedicineClinical psychologyPerceptionAddictionMilitary serviceMilitary personnelPsychologyAlcohol

Abstract

fetched live from OpenAlex

Posttraumatic stress disorder (PTSD) is a common psychiatric diagnosis among Canadian military veterans, and alcohol and medical cannabis are commonly used by this group to cope with PTSD symptoms. This paper is part of a larger study that examined a cohort of 5 veterans, over a 1-year period, who used both medical cannabis and alcohol and were matched with a PTSD service dog. This paper compares the perceptions and use of alcohol and medical cannabis among the veterans to cope with their PTSD symptoms and outlines key implications. Semi-structured interviews offer insight into similarities and differences between the veterans’ perceptions and use of the two substances. Both substances are used by the veterans to manage their PTSD symptoms, typically worsening them if used in excess. Medical cannabis is a prescribed medication; however, it is perceived by the veterans to be associated with a negative discourse and in particular stigma. This is not the case for alcohol. The veterans identified alcohol use as more influenced by social norms and perceived it as more of a concern for addiction compared to medical cannabis. This did not, however, appear to impact the level of alcohol use. These findings offer unique insight into the military culture’s general acceptance of alcohol but not medical cannabis use. This has possible implications for veterans’ use of alcohol and/or medical cannabis to help manage their PTSD symptoms.

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)0.000
metaresearch head score (Gemma)0.001
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 score0.237
Threshold uncertainty score0.978

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
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 head0.039
GPT teacher head0.328
Teacher spread0.289 · 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