Evidence map›Paper›PMID 42054564›Full record

ArticleJMIR formative research2026

The Comprehensive Assessment of Social Media Use: Development and Validation Study.

Nathan Job Lowry, Rebecca R Gebert, Zachary Rogers, Christine B Cha, Colleen M Jacobson

Abstract readValidation Study
In one paragraph

Article in JMIR formative research, 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.

Nathan Job LowryDepartment of Counseling and Clinical Psychology, Teachers College, Columbia University, 525 West 120th Street, New York, NY, 10027, United States, 1 212-678-3000.ORCID 0000-0002-2047-7370
Rebecca R GebertDepartment of Psychological & Brain Sciences, Boston University, Boston, MA, United States.ORCID 0000-0002-7069-5405
Zachary RogersDepartment of Counseling and Clinical Psychology, Teachers College, Columbia University, 525 West 120th Street, New York, NY, 10027, United States, 1 212-678-3000.ORCID 0009-0000-4280-3520
Christine B ChaChild Study Center, School of Medicine, Yale University, New Haven, CT, United States.ORCID 0000-0002-3598-4092
Colleen M JacobsonContinuum Psychiatric Services, LLP, New York, NY, United States.ORCID 0000-0001-6905-7513

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Nearly all youth use the internet daily, with many maintaining several social media accounts. As increasing numbers of young people engage online and the ways we communicate fundamentally change, it is increasingly important to ask: how do these shifts influence youth mental health? To better understand how social media may affect mental health, researchers require validated tools that capture young people's heterogeneous experiences with social media. However, few available measures evaluate the full range of positive and negative behaviors associated with its use, limiting our ability to meaningfully advance interventions promoting online hygiene. Objective: This study aims to develop and validate the Comprehensive Assessment of Social Media Use (CASM). The CASM is a self-report survey measure that moves beyond simple duration or frequency of use and captures how young people engage with social media. Importantly, the CASM assesses both the positive and negative dimensions of social media engagement. Methods: Two studies are outlined in this paper. Study 1 outlines the process of item generation and exploratory factor analysis. Study 2 outlines confirmatory factor analysis and validity testing. Both studies were conducted online and enrolled a convenience sample of college-aged young adults. Study 1 enrolled 260 participants (mean age 19.73, SD 2.91; n=172, 66.2% female; n=164, 63.1% White; n=38, 14.6% lesbian, gay, bisexual, transgender/transsexual, and queer [LGBTQ]). Study 2 enrolled 508 participants (mean age 18.99, SD 1.17; n=323, 63.6% female; n=272, 53.5% White; n=58, 11.4% LGBTQ). Results: Exploratory and confirmatory factor analysis resulted in a 29-item CASM scale that assesses 7 distinct aspects of young adult social media use: self-branding, compulsive use, disruptive use, impulsive sharing, social engagement, induce negative emotions, and induce positive emotions. This model accounted for 61% of the variance in responses. The chi-squared test of model fit was significant (χ²356=941, P<.001; root mean square error of approximation=0.064; comparative fit index=0.855; Tucker-Lewis index=0.848; standardized root mean squared residual=0.060). Factor internal consistency reliability ranged from 0.699 to 0.817. Validity testing suggested moderate discriminant, convergent, and criterion validity. Conclusions: The CASM measures a broad range of social media behaviors, enabling researchers to more effectively examine associations between online engagement and mental health outcomes. We hope the CASM will help researchers better understand how young people interact with social media, and that this knowledge will inform the development of more targeted interventions promoting healthy online habits.

Indexed as

PsychometricsSocial MediaAdolescentAdultDigital MediaFactor Analysis, StatisticalFemaleHumansMaleMedia ExposureReproducibility of ResultsSelf ReportSurveys and QuestionnairesYoung Adultmental healthscale developmentsocial mediasurvey measurementyoung adults

Identifiers

PMID42054564
PMCPMC13128055

What Socratic 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 Socratic graph.