A new statistical model for longitudinal ecological momentary assessment data on dual use of electronic and combustible cigarettes

References

• Buu A, Cai Z, Li R, Wong S-W, Lin H-C, Su W-C, Jorenby DE, Piper ME. The association between short-term emotion dynamics and cigarette dependence: a comprehensive examination of dynamic measures. Drug Alcohol Depend. 2021;218:108341.
   PubMed Web of Science ®Google Scholar
• National Academies of Sciences, Engineering, and Medicine. Public health consequences of e-cigarettes. Washington (DC): National Academies Press (US); 2018. https://doi.org/10.17226/24952
   Google Scholar
• Buu A, Hu Y-H, Wong S-W, Lin H-C. Comparing American college and noncollege young adults on e-cigarette use patterns including polysubstance use and reasons for using e-cigarettes. J Am Coll Health. 2019;68:610–16. doi:10.1080/07448481.2019.1583662.
   PubMed Web of Science ®Google Scholar
• Martinez U, Martinez-Loredo V, Simmons VN, Meltzer LR, Drobes DJ, Brandon KO, Palmer AM, Eissenberg T, Bullen CR, Harrell PT, et al. Erratum: how does smoking and nicotine dependence change after onset of vaping? A retrospective analysis of dual users. Nicotine Tob Res. 2020;22:864.
   PubMed Web of Science ®Google Scholar
• Brandon KO, Simmons VN, Meltzer LR, Drobes DJ, Martinez U, Sutton SK, Palmer AM, Bullen CR, Harrell PT, Brandon TH. Vaping characteristics and expectancies are associated with smoking cessation propensity among dual users of combustible and electronic cigarettes. Addiction. 2019;114:896–906.
   PubMed Web of Science ®Google Scholar
• Zhuang YL, Cummins SE, Sun JY, Zhu SH. Long-term e-cigarette use and smoking cessation: a longitudinal study with US population. Tob Control. 2016;25:i90–i5. doi:10.1136/tobaccocontrol-2016-053096.
   PubMed Web of Science ®Google Scholar
• Sweet L, Brasky TM, Cooper S, Doogan N, Hinton A, Klein EG, Nagaraja H, Quisenberry A, Xi W, Wewers ME. Quitting behaviors among dual cigarette and e-cigarette users and cigarette smokers enrolled in the tobacco user adult cohort. Nicotine Tob Res. 2019;21:278–84.
   PubMed Web of Science ®Google Scholar
• Buu A, Massey LS, Walton MA, Cranford JA, Zimmerman MA, Cunningham RM. Assessment methods and schedules for collecting daily process data on substance use related health behaviors: a randomized control study. Drug Alcohol Depend. 2017;178:159–64. doi:10.1016/j.drugalcdep.2017.05.003.
   PubMed Web of Science ®Google Scholar
• Jorenby DE, Smith SS, Fiore MC, Baker TB. Nicotine levels, withdrawal symptoms, and smoking reduction success in real world use: a comparison of cigarette smokers and dual users of both cigarettes and E-cigarettes. Drug Alcohol Depend. 2017;170:93–101. doi:10.1016/j.drugalcdep.2016.10.041.
   PubMed Web of Science ®Google Scholar
• Comulada WS, Swendeman D, Wu N. Cell phone-based ecological momentary assessment of substance use context for Latino youth in outpatient treatment: who, what, when and where. Drug Alcohol Depend. 2016;167:207–13. doi:10.1016/j.drugalcdep.2016.08.623.
   PubMed Web of Science ®Google Scholar
• D’Amico EJ, Martino SC, Collins RL, Shadel WG, Tolpadi A, Kovalchik S, Becker KM. Factors associated with younger adolescents’ exposure to online alcohol advertising. Psychol Addict Behav. 2017;31:212–19.
   PubMed Web of Science ®Google Scholar
• Gorka SM, Hedeker D, Piasecki TM, Mermelstein R. Impact of alcohol use motives and internalizing symptoms on mood changes in response to drinking: an ecological momentary assessment investigation. Drug Alcohol Depend. 2017;173:31–38. doi:10.1016/j.drugalcdep.2016.12.012.
   PubMed Web of Science ®Google Scholar
• Gottfredson NC, Sokol RL. Explaining excessive weight gain during early recovery from addiction. Subst Use Misuse. 2019;54:769–78. doi:10.1080/10826084.2018.1536722.
   PubMed Web of Science ®Google Scholar
• Hing N, Russell AMT, Thomas A, Jenkinson R. Wagering advertisements and inducements: exposure and perceived influence on betting behaviour. J Gambl Stud. 2019;35:793–811. doi:10.1007/s10899-018-09823-y.
   PubMed Web of Science ®Google Scholar
• Mason MJ, Mennis J, Zaharakis NM, Way T. The dynamic role of urban neighborhood effects in a text-messaging adolescent smoking intervention. Nicotine Tob Res. 2016;18:1039–45. doi:10.1093/ntr/ntv254.
   PubMed Web of Science ®Google Scholar
• Mennis J, Mason M, Ambrus A, Way T, Henry K. The spatial accuracy of geographic ecological momentary assessment (GEMA): error and bias due to subject and environmental characteristics. Drug Alcohol Depend. 2017;178:188–93. doi:10.1016/j.drugalcdep.2017.05.019.
   PubMed Web of Science ®Google Scholar
• Mennis J, Mason M, Light J, Rusby J, Westling E, Way T, Zahakaris N, Flay B. Does substance use moderate the association of neighborhood disadvantage with perceived stress and safety in the activity spaces of urban youth? Drug Alcohol Depend. 2016;165:288–92.
   PubMed Web of Science ®Google Scholar
• Morgenstern J, Kuerbis A, Houser J, Levak S, Amrhein P, Shao S, McKay JR. Dismantling motivational interviewing: effects on initiation of behavior change among problem drinkers seeking treatment. Psychol Addict Behav. 2017;31:751–62.
   PubMed Web of Science ®Google Scholar
• Morgenstern J, Kuerbis A, Houser J, Muench FJ, Shao S, Treloar H. Within-person associations between daily motivation and self-efficacy and drinking among problem drinkers in treatment. Psychol Addict Behav. 2016;30:630–38. doi:10.1037/adb0000204.
   PubMed Web of Science ®Google Scholar
• Piasecki TM, Hedeker D, Dierker LC, Mermelstein RJ. Progression of nicotine dependence, mood level, and mood variability in adolescent smokers. Psychol Addict Behav. 2016;30:484–93. doi:10.1037/adb0000165.
   PubMed Web of Science ®Google Scholar
• Rawat V, Hing N, Russell AMT. What’s the message? A content analysis of emails and texts received from wagering operators during sports and racing events. J Gambl Stud. 2020;36:1107–21. doi:10.1007/s10899-019-09896-3.
   PubMed Web of Science ®Google Scholar
• Rhodes BE, Gottfredson NC. Effects of tobacco on affect and craving during opioid addiction recovery: an ecological momentary assessment study. Addict Behav. 2020;106:106358. doi:10.1016/j.addbeh.2020.106358.
   PubMed Web of Science ®Google Scholar
• Rusby JC, Westling E, Crowley R, Mills KL, Light JM. Associations between marijuana use and anxious mood lability during adolescence. Addict Behav. 2019;92:89–94. doi:10.1016/j.addbeh.2018.12.029.
   PubMed Web of Science ®Google Scholar
• Piper ME, Baker TB, Benowitz NL, Jorenby DE. Changes in use patterns over 1 year among smokers and dual users of combustible and electronic cigarettes. Nicotine Tob Res. 2020;22:672–80. doi:10.1093/ntr/ntz065.
   PubMed Web of Science ®Google Scholar
• Foulds J, Veldheer S, Yingst J, Hrabovsky S, Wilson SJ, Nichols TT, Eissenberg T. Development of a questionnaire for assessing dependence on electronic cigarettes among a large sample of ex-smoking E-cigarette users. Nicotine Tob Res. 2015;17:186–92. doi:10.1093/ntr/ntu204.
   PubMed Web of Science ®Google Scholar
• Gonzalez-Roz A, MacKillop J. No evidence of differences in smoking levels, nicotine dependence, carbon monoxide or motivational indices between cigarette smokers and cigarette+e-cigarette dual users in two samples. Addict Behav. 2021;112:106543. doi:10.1016/j.addbeh.2020.106543.
   PubMed Web of Science ®Google Scholar
• Aleyan S, Hitchman SC, Ferro MA, Leatherdale ST. Trends and predictors of exclusive e-cigarette use, exclusive smoking and dual use among youth in Canada. Addict Behav. 2020;109:106481. doi:10.1016/j.addbeh.2020.106481.
   PubMed Web of Science ®Google Scholar
• Baig SA, Giovenco DP. Behavioral heterogeneity among cigarette and e-cigarette dual-users and associations with future tobacco use: findings from the population assessment of tobacco and health study. Addict Behav. 2020;104:106263. doi:10.1016/j.addbeh.2019.106263.
   PubMed Web of Science ®Google Scholar
• Boozary LK, Frank-Pearce SG, Alexander AC, Waring JJC, Ehlke SJ, Businelle MS, Cohn AM, Kendzor DE. Correlates of e-cigarette use among adults initiating smoking cessation treatment. Drug Alcohol Depend. 2021;224:108724.
   PubMed Web of Science ®Google Scholar
• Jackson SE, Shahab L, West R, Brown J. Associations between dual use of e-cigarettes and smoking cessation: a prospective study of smokers in England. Addict Behav. 2020;103:106230. doi:10.1016/j.addbeh.2019.106230.
   PubMed Web of Science ®Google Scholar
• Blank ML, Hoek J, George M, Gendall P, Conner TS, Thrul J, Ling PM, Langlotz T. An exploration of smoking-to-vaping transition attempts using a “Smart” electronic nicotine delivery system. Nicotine Tob Res. 2019;21:1339–46.
   PubMed Web of Science ®Google Scholar
• Huh J, Leventhal AM. Intraindividual covariation between e-cigarette and combustible cigarette use in Korean American emerging adults. Psychol Addict Behav. 2016;30:246–51. doi:10.1037/adb0000141.
   PubMed Web of Science ®Google Scholar
• Fowles J, Barreau T, Wu N. Cancer and non-cancer risk concerns from metals in electronic cigarette liquids and aerosols. Int J Environ Res Public Health. 2020;17:2146. doi:10.3390/ijerph17062146.
   Web of Science ®Google Scholar
• Zhou Y, Irshad H, Dye WW, Wu G, Tellez CS, Belinsky SA. Voltage and e-liquid composition affect nicotine deposition within the oral cavity and carbonyl formation. Tob Control. 2021;30:485–91.
   PubMed Web of Science ®Google Scholar