Evidence map›Paper›PMID 37796607›Full record

ArticleJournal of medical Internet research2023

Initiation Patterns and Transitions Among Adults Using Stimulant Drugs: Latent Transition Analysis.

Joshua C Black, Hannah L Burkett, Karilynn M Rockhill, Richard Olson, Richard C Dart, Janetta Iwanicki

Open access · goldAbstract read
In one paragraph

Article in Journal of medical Internet research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
0.3field-weighted citation impact, top 37% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed, 1 citations in OpenAlex.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors at 1 institution in 1 country.

Joshua C BlackRocky Mountain Poison and Drug Safety, Denver Health and Hospital Authority, Denver, CO, United States.ORCID 0000-0002-7329-2740
Hannah L BurkettRocky Mountain Poison and Drug Safety, Denver Health and Hospital Authority, Denver, CO, United States.ORCID 0000-0003-4698-794X
Karilynn M RockhillRocky Mountain Poison and Drug Safety, Denver Health and Hospital Authority, Denver, CO, United States.ORCID 0000-0003-2831-4055
Richard OlsonRocky Mountain Poison and Drug Safety, Denver Health and Hospital Authority, Denver, CO, United States.ORCID 0000-0002-4587-7637
Richard C DartRocky Mountain Poison and Drug Safety, Denver Health and Hospital Authority, Denver, CO, United States.ORCID 0000-0001-5989-9354
Janetta IwanickiRocky Mountain Poison and Drug Safety, Denver Health and Hospital Authority, Denver, CO, United States.ORCID 0000-0001-9608-391X
Denver Health Medical Center · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe fourth wave of the drug overdose epidemic in the United States includes increasing rates of stimulant-involved overdose. Recent studies of transitions leading to stimulant misuse have shown complex patterns that are not universally applicable because they have isolated individual populations or individual behaviors. A comprehensive analysis of transitions between behaviors and the associations with present-day problematic drug use has not been conducted.

objectiveThis study aims to determine whether adults from the general population who use stimulants initiate use through a heterogeneous combination of behaviors and quantify the association between these typologies with present-day problematic drug use.

methodsIndividuals who have reported use of any stimulant in their lifetime were recruited from the 2021 Survey of Nonmedical Use of Prescription Drugs Program, a nationally representative web-based survey on drug use, to participate in a rapid follow-up survey about their past stimulant use. Individuals were asked which stimulants they used, the reasons for use, the routes of administration, and the sources of the stimulant. For each stimulant-related behavior, they were asked at what age, between 6 and 30 years, they initiated each behavior in a 6-year time window. A latent transition analysis was used to characterize heterogeneity in initiation typologies. Mutually exclusive pathways of initiation were identified manually by the researchers. The association of these pathways with present-day problematic drug use was calculated using logistic regression adjusted by the current age of the respondent.

resultsFrom a total of 1329 participants, 740 (55.7%) reported lifetime prescription stimulant use and 1077 (81%) reported lifetime illicit stimulant use. Three typologies were identified. The first typology was characterized by illicit stimulant initiation to get high, usually via oral or snorting routes and acquisition from friends or family or a dealer (illicit experimentation). The second typology was characterized by low, but approximately equal probabilities of initiating 1-2 new behaviors in a time window, but no singular set of behaviors characterized the typology (conservative initiation). The third was characterized by a high probability of initiating many diverse combinations of behaviors (nondiscriminatory experimentation). The choice of drug initiated was not a strong differentiator. Categorization of pathways showed those who were only in an illicit experimentation status (reference) had the lowest odds of having severe present-day problematic drug use. Odds were higher for a conservative initiation-only status (odds ratio [OR] 1.84, 95% CI 1.14-2.94), which is higher still for those moving from illicit experimentation to conservative initiation (OR 3.50, 95% CI 2.13-5.74), and highest for a nondiscriminatory experimentation status (OR 5.45, 95% CI 3.39-8.77).

conclusionsInitiation of stimulant-related use behaviors occurred across many time windows, indicating that multiple intervention opportunities are presented. Screening should be continued throughout adulthood to address unhealthy drug use before developing into full substance use disorders.

Indexed as

Drug OverdoseEpidemicsPrescription DrugsAdolescentAdultChildCognitionEmpirical ResearchHumansYoung AdultPrescription Drugsanalysisbehavioral trajectorydrug misusedrug overdosedrugsgeneral populationhigh dimensional analysislatent transition analysisoverdosestimulant drugstimulant initiationstimulant misusesubstance abuse

Identifiers

PMID37796607
PMCPMC10587808
OpenAlexW4387357324

What OpenQuestion holds

Textmetadata
LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.