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Updated: Jan 27, 2026

Comparing the Effects of Electronic Cigarette Vapor and Cigarette Smoke in a Novel In Vivo Exposure System
Published on: May 24, 2017
E-cigarette Dependence Measures in Dual Users: Reliability and Relations With Dependence Criteria and E-cigarette
Megan E Piper1, Timothy B Baker1, Neal L Benowitz2
1Department of Medicine, Center for Tobacco Research and Intervention, School of Medicine and Public Health, University of Wisconsin, Madison, WI.
This study evaluated three electronic cigarette (e-cigarette) dependence scales in adult dual users. The e-cigarette Wisconsin Inventory of Smoking Dependence Motives (e-WISDM) and Penn State Electronic Cigarette Dependence Index (PS-ECDI) showed higher reliability than the e-cigarette Fagerström Test of Cigarette Dependence (e-FTCD).
Area of Science:
- Public Health
- Addiction Science
- Tobacco Control
Background:
- Electronic cigarettes (e-cigarettes) have altered the nicotine and tobacco product landscape, but their public health impact remains unclear.
- Developing reliable and valid measures of e-cigarette dependence is crucial for assessing and predicting their public health consequences.
Purpose of the Study:
- To examine the internal consistency, structure, and validity of three e-cigarette dependence scales.
- To compare the psychometric properties of the e-cigarette Fagerström Test of Cigarette Dependence (e-FTCD), the e-cigarette Wisconsin Inventory of Smoking Dependence Motives (e-WISDM), and the Penn State Electronic Cigarette Dependence Index (PS-ECDI).
Main Methods:
- Adult dual users (N=256) completed the e-FTCD, e-WISDM, and PS-ECDI at baseline.
- Participants provided urine cotinine samples and reported e-cigarette use at 1-year follow-up.
Main Results:
- The e-WISDM demonstrated the highest internal consistency (α = .81–.96), followed by the PS-ECDI (α = .74) and e-FTCD (α = .51).
- A single-factor structure was supported for the e-FTCD, an 11-factor structure for the e-WISDM, but not for the PS-ECDI.
- All three scales correlated significantly with continued e-cigarette use at 1 year, indicating validity.
Conclusions:
- The e-WISDM and PS-ECDI are more reliable measures of e-cigarette dependence than the e-FTCD.
- All three scales (e-FTCD, PS-ECDI, e-WISDM) are valid measures of e-cigarette dependence, correlating with heavy use and continued use over time.
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