Evidence map›Paper›PMID 41661567›Full record

ArticleExperimental and clinical psychopharmacology2026

The utility of bluetooth and smartphone technology to detect peer contact.

Nancy P Barnett, Matthew K Meisel, Alexander W Sokolovsky, Shannon R Forkus, Kristina M Jackson

Abstract read
In one paragraph

Article in Experimental and clinical psychopharmacology, 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
–field-weighted citation impact
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

5 authors.

Nancy P BarnettDepartment of Behavioral and Social Sciences, School of Public Health, Brown University.ORCID 0000-0001-9634-8287
Matthew K MeiselDepartment of Behavioral and Social Sciences, School of Public Health, Brown University.
Alexander W SokolovskyDepartment of Behavioral and Social Sciences, School of Public Health, Brown University.
Shannon R ForkusDepartment of Management, Policy, and Community Health, School of Public Health, University of Texas Health Science Center at Houston.
Kristina M JacksonRutgers Addiction Research Center, Rutgers Robert Wood Johnson Medical School.ORCID 0000-0001-5449-5473

Funding

Dual Use of ENDS and Combustible Cigarettes: Shared, Distinct, and Cross-Conditioned ProcessesK08DA048137 · NIDA · BROWN UNIVERSITY · PI SOKOLOVSKY, ALEXANDER WILLIAM · 2020 to 2024
$976k
Developmental Transitions, Social Networks, and Alcohol Use Among Non Four-Year College Emerging AdultsK01AA025994 · NIAAA · BROWN UNIVERSITY · PI MEISEL, MATTHEW K · 2017 to 2021
$902k
Ecological assessment of social network contacts in drinking contexts: Peer proximity detection using wearable sensorsR21AA027329 · NIAAA · BROWN UNIVERSITY · PI BARNETT, NANCY P, JACKSON, KRISTINA MELIA · 2019 to 2020
$427k
National Institutes of Health; National Institute on Alcohol Abuse and AlcoholismNational Institutes of Health; National Institute on Drug AbuseNIAAA NIH HHS K01 AA025994NIAAA NIH HHS R21 AA027329NIDA NIH HHS K08 DA048137
6 · The paper itself

Abstract

Adolescents and young adults often engage in risk behaviors in close proximity to peers. Detecting peer presence could identify high-risk contexts, but typically relies on self-report, which is prone to bias. This study evaluated the feasibility, acceptability, functionality, and validity of a smartphone-based passive detection system using Bluetooth beacons to identify real-world peer proximity. Twenty-one young adult participants (38% women) and their peers (

Indexed as

Mobile ApplicationsPeer GroupSmartphoneAdolescentAdultEcological Momentary AssessmentFeasibility StudiesFemaleHumansMaleRisk-TakingSelf ReportYoung Adult

Identifiers

PMID41661567
PMCPMC13014808

What Socratic 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 Socratic graph.