Evidence map›Paper›PMID 42415759›Full record

ArticleFrontiers in public health2026

A latent profile analysis of opioid-related knowledge, social relationships, and campus connectedness among college students.

Christina E Freibott, Michael D Stein, Sarah Ketchen Lipson, Noel Vest

Abstract read
In one paragraph

Article in Frontiers in public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Christina E FreibottDepartment of Community Health Sciences, Boston University School of Public Health, Boston, MA, United States.
Michael D SteinDepartment of Health Law, Policy, and Management, Boston University School of Public Health, Boston, MA, United States.
Sarah Ketchen LipsonDepartment of Health Law, Policy, and Management, Boston University School of Public Health, Boston, MA, United States.
Noel VestDepartment of Community Health Sciences, Boston University School of Public Health, Boston, MA, United States.

Funding

Collegiate recovery programming in the U.S.: An implementation science and mixed methods studyK01DA053391 · NIDA · STANFORD UNIVERSITY · PI Noel Adam Vest · 2022 to 2026
$882k
NIDA NIH HHS K01 DA053391NIDA NIH HHS L30 DA056944
6 · The paper itself

Abstract

Objectives: To identify distinct patterns of opioid-related knowledge, social relationships, and campus connectedness in a national sample of college students. Methods: Data were collected from 7,087 students (ages of 18-25) from 17 colleges and universities who participated in the 2021-2022 Healthy Minds Study (HMS). Results: Using latent profile analysis (LPA), four profiles were empirically derived: Profile (1) high knowledge and willing to intervene during an overdose (14%); Profile (2) disconnected from campus and resources (12%); Profile (3) neutral/hesitant (14%); and Profile (4) low knowledge but willing to intervene during an overdose (60%). There were significant differences in opioid misuse, naloxone knowledge, presence of school-based Good Samaritan policies, and mental health status between profiles. Conclusions: While opioid-related knowledge was generally low, the majority of students felt connected to their campus community and were willing to call for help during an overdose event. By understanding what proportion of their student body falls into each profile, schools can tailor their approach. These results can inform tailored efforts at colleges and universities to implement overdose education programs, expand naloxone access, or implement Good Samaritan policies on campus.

Indexed as

Analgesics, OpioidHealth Knowledge, Attitudes, PracticeInterpersonal RelationsOpioid-Related DisordersStudentsAdolescentAdultFemaleHumansLatent Class AnalysisMaleNaloxoneUniversitiesYoung AdultAnalgesics, OpioidNaloxonecampus connectednesscollege studentslatent profile analysisnaloxoneopioid overdose

Identifiers

PMID42415759
PMCPMC13337757

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.