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Record W4403173498 · doi:10.1016/j.drugpo.2024.104601

Repurposing prescribed hydromorphone: Alternative uses of safer supply and tablet-injectable opioid agonist treatment to meet unaddressed health needs

2024· article· en· W4403173498 on OpenAlexafffundabout
Andrew Ivsins, Jeanette M. Bowles, Manal Mansoor, Thomas Kerr, Geoff Bardwell

Bibliographic record

VenueInternational Journal of Drug Policy · 2024
Typearticle
Languageen
FieldMedicine
TopicOpioid Use Disorder Treatment
Canadian institutionsSt. Paul's HospitalBritish Columbia Centre on Substance Use
FundersCanadian Institutes of Health ResearchHealth CanadaMinistry of Health, British Columbia
KeywordsHydromorphoneSAFERRepurposingMedicineBuprenorphineOxycodoneOpioidOpioid overdoseOpioid use disorderPharmacology(+)-NaloxoneComputer scienceComputer securityEngineering

Abstract

fetched live from OpenAlex

BACKGROUND: In response to the ongoing overdose crisis in Canada, a number of opioid agonist treatment and safer supply programs provide people at high overdose risk with daily-dispensed tablet hydromorphone, with some requiring witnessed ingestion and others providing take-away doses. While these programs are intended to reduce overdose events by limiting people's use of the contaminated drug supply, the experiences of people receiving hydromorphone vary. In this article we explore the ways people repurpose hydromorphone to address unmet needs. METHODS: This article draws on in-depth qualitative interviews from two studies evaluating hydromorphone tablet distribution programs in British Columbia, Canada. We used thematic analysis to identify themes related to repurposing hydromorphone. We compared themes across the two studies to identify any similarities or differences in relation to the ways study participants discussed repurposing hydromorphone tablets. We utilize vignettes - snapshots of participant experiences - to analyse and represent the data. RESULTS: Four vignettes demonstrate how hydromorphone tablets are often being used to address and resolve unmet needs of people who use drugs. While most participants reported reducing their use of illicit drugs, a variety of instrumental uses of tablet hydromorphone were also discussed, including reducing anxiety, addressing sleep issues, withdrawal management, and managing chronic pain. CONCLUSION: Our findings demonstrate how people who use drugs are maximizing the benefits of tablet hydromorphone distribution to address unmet needs. Hydromorphone distribution programs represent a public health and harm reduction intervention that is usefully addressing experiences related to structural vulnerabilities (such as inadequate pain management), which are often overlooked amongst stigmatized groups.

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)0.003
metaresearch head score (Gemma)0.005
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 score0.048
Threshold uncertainty score0.096

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0030.004
Scholarly communication0.0020.002
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0050.000

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 head0.017
GPT teacher head0.336
Teacher spread0.319 · 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

Citations1
Published2024
Admission routes3
Has abstractyes

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