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Record W2973481616 · doi:10.1037/tra0000511

Association between posttraumatic stress disorder and nonfatal drug overdose.

2019· article· en· W2973481616 on OpenAlex
William K. Lee, Kanna Hayashi, Kora DeBeck, M‐J Milloy, Cameron Grant, Evan Wood, Thomas Kerr

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.
fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenuePsychological Trauma Theory Research Practice and Policy · 2019
Typearticle
Languageen
FieldPsychology
TopicPosttraumatic Stress Disorder Research
Canadian institutionsBritish Columbia Centre on Substance Use
FundersCanadian Institutes of Health ResearchNational Institutes of HealthMichael Smith Health Research BCNational Institute on Drug AbuseCanada Research ChairsSt. Paul's Foundation
KeywordsMedicinePsychiatryOdds ratioPsycINFOPoison controlLogistic regressionInjury preventionDrug overdoseClinical psychologyMEDLINEMedical emergencyInternal medicine

Abstract

fetched live from OpenAlex

OBJECTIVE: North America is in the midst of a growing drug overdose crisis. While prescription opioid misuse and synthetic opioids such as fentanyl have been implicated in the overdose crisis, less attention has been given to the role that posttraumatic stress disorder (PTSD) may play in this crisis. As such, this study sought to examine the relationship between PTSD and risk of nonfatal overdose among people who use drugs (PWUD). METHOD: Data were derived from three prospective cohorts of PWUD in Vancouver, Canada. For each participant, PTSD was assessed using the PTSD Checklist for the DSM-5. Multivariate logistic regression analysis was used to estimate the relationship between PTSD and nonfatal overdose, adjusting for potential confounders. RESULTS: Between 2016 and 2018 among 1,059 PWUD, including 363 (34%) nonmale participants, 171 (16%) experienced a nonfatal drug overdose in the past 6 months, and 414 (39%) met criteria for a provisional PTSD diagnosis. In multivariate analysis, PTSD (adjusted odds ratio = 1.98, 95% confidence interval [1.4, 2.79]) remained independently associated with nonfatal overdose after adjustment for a range of confounders. CONCLUSIONS: Among participants in these community-recruited cohorts of PWUD, having a provisional PTSD diagnosis nearly doubled the risk of nonfatal overdose. The findings from this study support the need to incorporate a trauma-informed approach within the current overdose prevention framework. Education and training relating to trauma and PTSD should be prioritized for health care professionals who work with and treat PWUD. (PsycInfo Database Record (c) 2020 APA, all rights reserved).

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)0.009
metaresearch head score (Gemma)0.006
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.555
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0090.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0040.002

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 head0.135
GPT teacher head0.506
Teacher spread0.370 · 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