Evidence map›Paper›PMID 34447859›Full record

ArticleTranslational issues in psychological science2020

Risk and Protective Factors of Current Opioid Use Among Youth Living on or Near American Indian Reservations: An Application of Machine Learning.

Mark A Prince, Bradley T Conner, Samuel R Davis, Randall C Swaim, Linda R Stanley

Open access · hybridAbstract read
In one paragraph

Article in Translational issues in psychological science, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
0.6field-weighted citation impact, top 31% 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

3 citing papers in PubMed, 7 citations in OpenAlex.

  1. Article
  2. Article
  3. Review
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

5 authors at 1 institution in 1 country.

Mark A PrinceDepartment of Psychology, Colorado State University.ORCID 0000-0002-8848-0568
Bradley T ConnerDepartment of Psychology, Colorado State University.ORCID 0000-0001-6069-4401
Samuel R DavisDepartment of Psychology, Colorado State University.ORCID 0000-0002-2352-6422
Randall C SwaimDepartment of Psychology, Colorado State University.
Linda R StanleyTri-Ethnic Center for Prevention Research, Colorado State University.ORCID 0000-0002-5306-7394
Colorado State University · US

Funding

Substance Use Among American Indian Youth: Epidemiology & EtiologyR01DA003371 · NIDA · COLORADO STATE UNIVERSITY-FORT COLLINS · PI Meghan A Crabtree, KIMBERLY L HENRY · 1985 to 2026
$13.7M
NIDA NIH HHS R01 DA003371
6 · The paper itself

Abstract

Opioid use among youth, particularly among American Indian (AI) youth, is rising, resulting in a large number of accidental overdoses and deaths. In order to develop effective prevention strategies, we need to use exploratory data analysis to identify previously unknown predictors of opioid use among youth living on or near reservations. The present study is an application of Machine Learning, a type of exploratory data analysis, to the Our Youth, Our Future epidemiological survey (

Indexed as

American IndianMachine Learningopioid usereservation-based youth

Identifiers

PMID34447859
PMCPMC8386181
OpenAlexW3131252598

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

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.