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Methods In Addiction Research

A proof-of-concept study testing the factor structure of the Stop Signal Task: overlap with substance use and mental health symptoms

ORCID Icon, ORCID Icon, ORCID Icon, , ORCID Icon & ORCID Icon
Received 12 Dec 2023, Accepted 04 Feb 2024, Published online: 01 Apr 2024
 

ABSTRACT

Background: Research utilizing experimental tasks usually does not report estimates of internal reliability of measurement. However, modern measurement theories conceptualize reliability as sample dependent indicating that reliability should be empirically demonstrated in the samples used to make inferences.

Objectives: Test whether confirmatory factor analytic (CFA) estimates of reliability can be applied to a commonly used task measuring response inhibition (the Stop Signal Task) to predict substance use (alcohol and cannabis) and mental health symptoms.

Methods: Thirty-seven participants between the ages of 18–20 (72% female; 16% Asian, 3% Native American, 11% Black or African American, 59% White; 32% Latino/a/x) were recruited via social media advertisement and attended a laboratory visit. The Stop Signal Reaction Time (SSRT) was calculated as the outcome for three experimental blocks and used as indicators in a CFA.

Results: CFA suggests the task yields reliable scores; factor loadings were statistically significant (p < .05) and substantial (standardized loadings ranged from .74 to .94). However, reliability increased across experimental blocks and error was non-trivial (ranging from 50% to 12% of the variance). The inhibition factor predicted higher maximum number of drinks consumed (β = .37, p < .05), higher frequency of cannabis use (β = .39, p < .05), and more cannabis use occasions within using days (β = .40, p < .05), as well as facets of mental health (anxious/depression, attention, and anxiety problems; all p’s < .05).

Conclusion: Results support the utility of CFA to test for reliability of measurement, with the ability to inhibit dominant responses serving as a transdiagnostic correlate of substance use and mental health problems.

Disclosure statement

No potential conflict of interest was reported by the author(s).

Correction Statement

This article has been corrected with minor changes. These changes do not impact the academic content of the article.

Additional information

Funding

Preparation of this manuscript was supported by the National Institute on Drug Abuse grant [K08DA045935] (CVL), the National Institute on Alcohol Abuse and Alcoholism grant [K08AA024794] (HLV), and the National Institute of General Medical Sciences (NIGMS) grant [P20GM139767] (research project to CVL), and Institutional Development Award [U54GM115677] from the NIGMS which funds Advance Clinical and Translational Research (Advance-CTR; HLV). The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.

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