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Record W7017464352

Approaches to Treat Opioid Use and Concurrent Mental Health Disorders in Canada: An Exploratory Analysis of Psychedelic-Assisted Psychotherapy

2023· dissertation· en· W7017464352 on OpenAlexaboutno aff

Bibliographic record

VenueUVic’s Research and Learning Repository (University of Victoria) · 2023
Typedissertation
Languageen
FieldPsychology
TopicPsychedelics and Drug Studies
Canadian institutionsnot available
Fundersnot available
KeywordsMental healthLegislatureOpioid use disorderOpioidJurisdictionAnxietyGovernment (linguistics)
DOInot available

Abstract

fetched live from OpenAlex

The opioid crisis is one of the most significant public health and policy challenges facing Canadians today, with 94% of opioid overdose deaths occurring by accident, impacting not only individuals, but families, friends and communities involved. The research identified policy initiatives, legislative and regulatory approaches implemented in Canada to respond to the opioid crisis. In particular, the thesis focused on how these approaches have addressed opioid use disorders and concurrent mental health disorders. Research has identified that over 50% of those experiencing opioid use disorder also experience concurrent mental health disorders. Several studies have linked opioid use disorder to concurrent mental health disorders of post-traumatic stress disorder, anxiety and depression, which have been clinically proven to be cured by psychedelic-assisted psychotherapy and in some cases, surpassing success rates of conventional psychotherapies. Currently, psychedelic-assisted psychotherapy is not a treatment option within Canada’s opioid crisis response and psychedelic substances are heavily restricted by the Government of Canada (only available for extenuating circumstances, such as end-of-life care). This research focuses on these and other policy, legislative and regulatory frameworks that could present barriers and/or opportunities for a complementary treatment option like psychedelic-assisted psychotherapy to treat opioid use disorder and concurrent mental health disorders. A comparative case study research approach was used for this research. A jurisdiction scan was conducted to explore the opioid crisis response to date by the Government of Canada and the five hardest hit provinces and territories – Alberta, British Columbia, Ontario, Saskatchewan and Yukon. Included in this scan was the legislative and regulatory frameworks that exist in Canada related to psychedelics and psychedelic-assisted psychotherapy. In conclusion, jurisdictional successes from Saskatchewan’s focus on trauma-informed practice and Alberta’s recent regulation of psychedelic-assisted psychotherapy are highlighted. Recommendations on next steps for the federal/provincial/territorial governments' approach to psychedelic-assisted psychotherapy are provided, including researching the efficacy and safety of psychedelics alongside opioid agonist therapy.

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.288
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.124
GPT teacher head0.352
Teacher spread0.228 · 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 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

Citations0
Published2023
Admission routes1
Has abstractyes

Explore more

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