This Article Appeared in a Journal Published by Elsevier. the Attached

Total Page:16

File Type:pdf, Size:1020Kb

This Article Appeared in a Journal Published by Elsevier. the Attached This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and education use, including for instruction at the authors institution and sharing with colleagues. Other uses, including reproduction and distribution, or selling or licensing copies, or posting to personal, institutional or third party websites are prohibited. In most cases authors are permitted to post their version of the article (e.g. in Word or Tex form) to their personal website or institutional repository. Authors requiring further information regarding Elsevier’s archiving and manuscript policies are encouraged to visit: http://www.elsevier.com/copyright Author's personal copy Drug and Alcohol Dependence 113 (2011) 207–214 Contents lists available at ScienceDirect Drug and Alcohol Dependence journal homepage: www.elsevier.com/locate/drugalcdep Validity of a demand curve measure of nicotine reinforcement with adolescent smokers James G. Murphy a,c,∗, James MacKillop b,c, Jennifer W. Tidey c, Linda A. Brazil c, Suzanne M. Colby c a Department of Psychology, University of Memphis, Memphis, TN 38152, United States b Department of Psychology, University of Georgia, Athens, GA 30602-3013, United States c Center for Alcohol and Addiction Studies, Brown University, Providence, RI 02903, United States article info abstract Article history: High or inelastic demand for drugs is central to many laboratory and theoretical models of drug abuse, but Received 4 November 2009 it has not been widely measured with human substance abusers. The authors used a simulated cigarette Received in revised form 3 August 2010 purchase task to generate a demand curve measure of nicotine reinforcement in a sample of 138 ado- Accepted 6 August 2010 lescent smokers. Participants reported the number of cigarettes they would purchase and smoke in a Available online 15 September 2010 hypothetical day across a range of prices, and their responses were well-described by a regression equa- tion that has been used to construct demand curves in drug self-administration studies. Several demand Keywords: curve measures were generated, including breakpoint, intensity, elasticity, P , and O . Although sim- Tobacco max max Smoking ulated cigarette smoking was price sensitive, smoking levels were high (8+ cigarettes/day) at prices up to Adolescents 50¢ per cigarette, and the majority of the sample reported that they would purchase at least 1 cigarette Behavioral economics at prices as high as $2.50 per cigarette. Higher scores on the demand indices Omax (maximum cigarette Reinforcement purchase expenditure), intensity (reported smoking level when cigarettes were free), and breakpoint Demand curve (the first price to completely suppress consumption), and lower elasticity (sensitivity of cigarette con- Nicotine dependence sumption to increases in cost), were associated with greater levels of naturalistic smoking and nicotine Motivation dependence. Greater demand intensity was associated with lower motivation to change smoking. These results provide initial support for the validity of a self-report cigarette purchase task as a measure of economic demand for nicotine with adolescent smokers. © 2010 Elsevier Ireland Ltd. All rights reserved. 1. Introduction Hypothetical drug purchase tasks are modeled after laboratory drug self-administration procedures, but use hypothetical choices Behavioral economic theories of addiction view substance between drug and monetary amounts that are analogous to the dependence as a state in which the reinforcing efficacy of drugs choices participants would make in a laboratory drug administra- is high in comparison to the reinforcing efficacy of other activities tion procedure (Griffiths et al., 1996; Jacobs and Bickel, 1999; Petry that are available in an individual’s environment (e.g., Loewenstein, and Bickel, 1998). For example, the initial question may assess drug 1999; Rachlin, 1997; Murphy et al., 2009a,b). Within this behavioral or alcohol purchases at zero cost per unit (e.g., a single cigarette or economic framework, demand curves have been used to describe alcoholic beverage), with subsequent questions gradually increas- the reinforcement efficacy of a drug or a specific dose of a drug ing in price up to a level at which consumption is drastically within a specific context (Bickel et al., 2000). Demand curves plot suppressed (e.g., $5 for a cigarette). The reported purchases can consumption of a drug across a range of response costs or “prices,” then be used to generate an individual’s demand curve for the and have demonstrated utility in preclinical research aimed at substance: a quantitative representation of their estimated con- assessing the abuse liability of drugs or response to an experimental sumption across a range of prices. Several reinforcement indices manipulation (for a review, see Hursh and Silberberg, 2008). can be generated from demand curves, including demand intensity Recently several investigators have developed cost-efficient (number of cigarettes or drinks consumed when price = 0), Omax measures of drug demand that do not involve actual drug con- (maximum expenditure), Pmax (the price at which demand become sumption and therefore can be administered in clinical settings elastic), breakpoint (the price which completely suppresses con- in which actual drug consumption is prohibited or inadvisable. sumption) and elasticity (the rate of decrease in consumption as a function of price). Advantages of these tasks are their close resemblance to the ∗ Corresponding author. Tel.: +1 901 678 2630; fax: +1 901 678 2579. laboratory tasks after which they are modeled and their abil- E-mail address: [email protected] (J.G. Murphy). ity to yield precise quantitative measures of participants’ choices 0376-8716/$ – see front matter © 2010 Elsevier Ireland Ltd. All rights reserved. doi:10.1016/j.drugalcdep.2010.08.004 Author's personal copy 208 J.G. Murphy et al. / Drug and Alcohol Dependence 113 (2011) 207–214 (demand curves; Jacobs and Bickel, 1999). Simulation procedures The aim of the current study was to replicate and extend these have been widely used in experimental economics (Camerer, 1999), findings with a sample of adolescent smokers. First, we were inter- and in behavioral economic studies of addiction. For example, over ested in characterizing the impact of cigarette price on adolescent 20 published studies provide strong support for the reliability, smoking. Although epidemiological data attest to the price sensi- validity, and utility of the hypothetical delayed reward discount- tivity of adolescent smoking initiation, smoking level, and smoking ing (DRD) task with a variety of human populations (see Green cessation (Chaloupka, 2003; Powell et al., 2005), the CPT allows for and Myerson, 2004 for a review). Specifically, results suggest that a more thorough investigation of reported demand for cigarettes although an individual’s absolute level of discounting may vary across a wide range of prices, and also for the exploration of indi- across real versus hypothetical discounting paradigms, the relative vidual difference variables associated with price sensitivity, than level of discounting across paradigms is similar, as are the rela- is possible with epidemiological data on cigarette demand. Specif- tions with naturalistic drug use (Madden et al., 2004). Although ically, we investigated the ability of the CPT to generate prototypic only a few studies have examined hypothetical purchase tasks, one demand curve data and the relationships between CPT variables study found a high degree of correspondence between choices on and baseline smoking rate and nicotine dependence level. We also a hypothetical alcohol purchase task and actual laboratory based sought to examine the relationship between demand and motiva- demand for alcohol (MacKillop et al., 2010a), and another study tion to change smoking. In this case, we hypothesized that the CPT found that the reported consumption values and reinforcement demand measures would be negatively related to motivation to metrics derived from a hypothetical alcohol purchase task demon- change smoking. Individuals for whom smoking is a more potent strated good to excellent test–retest reliability (Murphy et al., reinforcer will express less interest in reducing their smoking. 2009b). Although preclinical laboratory demand curve analyses have 2. Method typically evaluated the reinforcing efficacy of several drug types 2.1. Recruitment or doses (Winger et al., 2002), hypothetical drug purchase tasks can assess potentially meaningful individual differences in suscep- Participants were recruited using newspaper, radio, and public transportation tibility to drug reinforcement. In this context, economic demand advertisements, and with flyers and presentations in public and private high schools may reflect strength of desire for drugs (i.e., motivational salience in Rhode Island and Massachusetts. Interested students called the research lab to complete a confidential screening interview. To be eligible, participants had to: 1) of drugs), and may vary across individuals, or within an individual be current smokers; 2) report smoking at least once in the prior two weeks; 3) be over time or across contexts. The demand metrics may thus have enrolled in high school (grades 9–12); and 4) read and understand English. Students clinical utility (MacKillop et al., 2010b); individual differences in were ineligible if they reported other (non-cigarette) tobacco use
Recommended publications
  • Project SUN: a Study of the Illicit Cigarette Market In
    Project SUN A study of the illicit cigarette market in the European Union, Norway and Switzerland 2017 Results Executive Summary kpmg.com/uk Important notice • This presentation of Project SUN key findings (the ‘Report’) has been prepared by KPMG LLP the UK member firm (“KPMG”) for the Royal United Services Institute for Defence and Security Studies (RUSI), described in this Important Notice and in this Report as ‘the Beneficiary’, on the basis set out in a private contract dated 27 April 2018 agreed separately by KPMG LLP with the Beneficiary (the ‘Contract’). • Included in the report are a number of insight boxes which are written by RUSI, as well as insights included in the text. The fieldwork and analysis undertaken and views expressed in these boxes are RUSI’s views alone and not part of KPMG’s analysis. These appear in the Foreword on page 5, the Executive Summary on page 6, on pages 11, 12, 13 and 16. • Nothing in this Report constitutes legal advice. Information sources, the scope of our work, and scope and source limitations, are set out in the Appendices to this Report. The scope of our review of the contraband and counterfeit segments of the tobacco market within the 28 EU Member States, Switzerland and Norway was fixed by agreement with the Beneficiary and is set out in the Appendices. • We have satisfied ourselves, so far as possible, that the information presented in this Report is consistent with our information sources but we have not sought to establish the reliability of the information sources by reference to other evidence.
    [Show full text]
  • Creating a Future Free from Smoking, Vaping and Nicotine Extraordinary Achievements in a Year Like No Other
    CREATING A FUTURE FREE FROM SMOKING, VAPING AND NICOTINE EXTRAORDINARY ACHIEVEMENTS IN A YEAR LIKE NO OTHER 2020 ANNUAL REPORT TABLE OF CONTENTS 03 LETTER FROM THE CEO & PRESIDENT 05 YOUTH & YOUNG ADULT PUBLIC EDUCATION 13 RESEARCH & POLICY 21 COMMUNITY & YOUTH ENGAGEMENT 28 INNOVATIONS TO QUIT SMOKING, VAPING, AND NICOTINE 34 FINANCIAL STATEMENTS & BOARD OF DIRECTORS LETTER FROM CEO & PRESIDENT ROBIN KOVAL 2020 was a year like no other. In the face of a global powerful, comprehensive umbrella for all our youth- pandemic and unimaginable challenges, Truth facing national programs which have expanded Initiative remained laser-focused on its ultimate beyond prevention to include, cessation, education goal: saving lives. We intensified our efforts to and activism initiatives. In 2020, we launched six combat tobacco use as both a public health and truth campaign efforts with record engagement, social justice issue. We rapidly responded to including our first campaigns to fully integrate This national crises by providing our young audience is Quitting, our first-of-its-kind, free and anonymous with information to stay safe, healthy and to help text message quit vaping program tailored to young their communities, while working tirelessly to people. With more than 300,000 young people create a future that has never been more urgent: enrolled and strong results from our randomized one where tobacco and nicotine addiction are clinical trial — the first-ever for a quit vaping things of the past. As youth e-cigarette use persists intervention — This is Quitting is making a big impact. at epidemic levels and threatens to addict a new We brought the power of truth and This is Quitting generation to nicotine, we continue to lead the fight to classrooms and communities with Vaping: Know against tobacco use in all forms and launched an the truth, our first national youth vaping prevention update to our organization’s mission: achieve a curriculum that nearly 55,000 students have already culture where young people reject smoking, vaping, completed in just its first five months.
    [Show full text]
  • Annex 2: Description of the Tobacco Market, Manufacturing of Cigarettes
    EUROPEAN COMMISSION Brussels, 19.12.2012 SWD(2012) 452 final Part 3 COMMISSION STAFF WORKING DOCUMENT IMPACT ASSESSMENT Accompanying the document Proposal for a DIRECTIVE OF THE EUROPEAN PARLIAMENT AND OF THE COUNCIL on the approximation of the laws, regulations and administrative provisions of the Member States concerning the manufacture, presentation and sale of tobacco and related products (Text with EEA relevance) {COM(2012) 788 final} {SWD(2012) 453 final} EN EN A.2 DESCRIPTION OF THE TOBACCO MARKET, MANUFACTURING OF CIGARETTES AND THE MARKET OF RELATED NON-TOBACCO PRODUCTS A.2.1. The tobacco market.................................................................................................. 1 A.2.1.1. Tobacco products.............................................................................................. 1 A.2.1.2. Tobacco manufacturing .................................................................................... 6 A.2.1.3. Tobacco growing .............................................................................................. 8 A.2.1.4. Tobacco distribution levels............................................................................... 9 A.2.1.5. Upstream/downstream activities..................................................................... 10 A.2.1.6. Trade............................................................................................................... 10 A.2.2. Tobacco and Society............................................................................................... 11 A.2.2.1.
    [Show full text]
  • Current Population Survey, July 2018: Tobacco Use Supplement File That Becomes Available After the File Is Released
    CURRENT POPULATION SURVEY, July 2018 Tobacco Use Supplement FILE Version 2, Revised September 2020 TECHNICAL DOCUMENTATION CPS—18 This file documentation consists of the following materials: Attachment 1 Abstract Attachment 2 Overview - Current Population Survey Attachment 3a Overview – July 2018 Tobacco Use Supplement Attachment 3b Overview-Tobacco Use Supplement NCI Data Harmonization Project Attachment 4 Glossary Attachment 5 How to Use the Record Layout Attachment 6 Basic CPS Record Layout Attachment 7 Current Population Survey, July 2018 Tobacco Use Supplement Record Layout Attachment 8 Current Population Survey, July 2018 Tobacco Use Supplement Questionnaire Attachment 9 Industry Classification Codes Attachment 10 Occupation Classification Codes Attachment 11 Specific Metropolitan Identifiers Attachment 12 Topcoding of Usual Hourly Earnings Attachment 13 Tallies of Unweighted Counts Attachment 14 Countries and Areas of the World Attachment 15 Allocation Flags Attachment 16 Source and Accuracy of the July 2018 Tobacco Use Supplement Data Attachment 17 User Notes NOTE Questions about accompanying documentation should be directed to Center for New Media and Promotions Division, Promotions Branch, Bureau of the Census, Washington, D.C. 20233. Phone: (301) 763-4400. Questions about the CD-ROM should be directed to The Customer Service Center, Bureau of the Census, Washington, D.C. 20233. Phone: (301) 763-INFO (4636). Questions about the design, data collection, and CPS-specific subject matter should be directed to Tim Marshall, Demographic Surveys Division, Bureau of the Census, Washington, D.C. 20233. Phone: (301) 763-3806. Questions about the TUS subject matter should be directed to the National Cancer Institute’s Division of Cancer Control and Population Sciences, Behavior Research Program at [email protected] ABSTRACT The National Cancer Institute (NCI) of the National Institutes of Health (NIH) and the U.S.
    [Show full text]
  • Tobacco Pack Display in New Zealand After the Introduction of Standardised Packaging
    Now we see them, now we don’t: Tobacco pack display in New Zealand after the introduction of standardised packaging Fourth Year Medical Student Project by Group A2 Kirsty Sutherland, Johanna Nee-Nee, Rebecca Holland, Miriam Wilson, Samuel Ackland, Claudia Bocock, Abbey Cartmell, Jack Earp, Christina Grove, Charlotte Hewson, Will Jefferies, Lucy Keefe, Jamie Lockyer, Saloni Patel, Miguel Quintans, Michael Robbie, Lauren Teape, Jess Yang June 2018 Abstract Introduction In March 2018, Government started a transition to a standardised packaging policy, to help reduce the prevalence of smoking and the heavy burden it has on health and health inequalities in New Zealand. The aims of our study were: (i) to contribute to the evaluation of the impact of standardised tobacco packaging in NZ by repeating a previous published study on smoking and tobacco packaging display at outdoor areas of Wellington hospitality venues; (ii) contextualising this intervention for Māori health and reducing health inequalities; (iii) assessing the prevalence of vaping at these same venues and (iv) assessing the prevalence of smoking and vaping while walking at selected locations. Methods The methods followed a very similar study conducted in 2014 for largely the same venues. The field work for this study was conducted from 16 May to 27 May 2018. Observations of smokers, vapers and tobacco packs were made at 56 hospitality venues in central Wellington, along three main boulevards; Cuba Street, Courtenay Place and the Waterfront. Observation data were systematically collected and recorded on a standardised form. Results A total of 8191 patrons, 1113 active smokers, 114 active vapers and 889 visible packs were observed during 2422 venue observations.
    [Show full text]
  • Where Do Youth Smokers Get Their Cigarettes?
    WHERE DO YOUTH SMOKERS GET THEIR CIGARETTES? According to the 2020 Monitoring the Future Survey, nearly two out of every five (38.1%) eighth graders and about half (50.4%) of tenth graders say cigarettes are easy for them to get.1 Where and how youth smokers get their cigarettes, however, can vary considerably from state to state or city to city, depending on factors such as whether the jurisdiction strictly enforces the laws prohibiting tobacco sales to minors or requires retailers to keep all tobacco products behind the counter. Some youth smokers buy the cigarettes they smoke, either directly from retailers or other kids, or by giving money to others to buy for them. Others get their cigarettes for free from social sources (usually other kids), and still others obtain their cigarettes by shoplifting or stealing. Nationwide, older youth smokers are more likely to buy their cigarettes directly than younger smokers, who are more likely to get their cigarettes from others or by stealing.2 Some of this difference is because kids who look older typically find it easier to buy cigarettes than younger kids; but another powerful factor is that older youth smokers are more likely to be regular smokers, and regular smokers are much more likely to purchase their own cigarettes than kids who smoke less frequently or are only "experimenting."3 Not surprisingly, older or regular youth smokers who buy their own cigarettes also supply them to kids who do not purchase their own but instead rely on getting them from others.4 Direct Purchases of Cigarettes
    [Show full text]
  • Novel Insights Into Young Adults' Perceived Effectiveness Of
    International Journal of Environmental Research and Public Health Article Novel Insights into Young Adults’ Perceived Effectiveness of Waterpipe Tobacco-Specific Pictorial Health Warning Labels in Lebanon: Implications for Tobacco Control Policy Rima Nakkash 1, Malak Tleis 1 , Sara Chehab 1, Wu Wensong 2, Michael Schmidt 3, Kenneth D. Ward 4, Wasim Maziak 5,6 and Taghrid Asfar 6,7,8,* 1 Department of Health Promotion and Community Health, Faculty of Health Sciences, American University of Beirut, Beirut 1103, Lebanon; [email protected] (R.N.); [email protected] (M.T.); [email protected] (S.C.) 2 Department of Mathematics and Statistics, Florida International University, Miami, FL 33199, USA; wenswu@fiu.edu 3 Department of Art, University of Memphis, Memphis, TN 38152, USA; [email protected] 4 School of Public Health, University of Memphis, Memphis, TN 38152, USA; [email protected] 5 Department of Epidemiology, Robert Stempel College of Public Health and Social Work, Florida International University, Miami, FL 33199, USA; wmaziak@fiu.edu 6 Syrian Center for Tobacco Studies, Aleppo 2201, Syria 7 Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL 33124, USA 8 Department of Public Health Sciences, University of Miami, Miller School of Medicine, Miami, FL 33124, USA * Correspondence: [email protected] Citation: Nakkash, R.; Tleis, M.; Chehab, S.; Wensong, W.; Schmidt, Abstract: This study aims to explore the perceived effectiveness of waterpipe (WP) tobacco specific M.; Ward, K.D.; Maziak, W.; Asfar,
    [Show full text]
  • HHS Public Access Author Manuscript
    HHS Public Access Author manuscript Author Manuscript Author ManuscriptTob Control Author Manuscript. Author manuscript; Author Manuscript available in PMC 2016 March 01. Published in final edited form as: Tob Control. 2016 March ; 25(2): 153–159. doi:10.1136/tobaccocontrol-2014-051661. Testing warning messages on smokers’ cigarette packages: A standardized protocol Noel T. Brewer1,2, Marissa G. Hall1, Joseph G. L. Lee1, Kathryn Peebles1, Seth M. Noar2,3, and Kurt M. Ribisl1,2 1Department of Health Behavior, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA 2Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, NC, USA 3School of Journalism and Mass Communication, University of North Carolina, Chapel Hill, NC, USA Abstract Purpose—Lab experiments on cigarette warnings typically use a brief one-time exposure that is not paired with the cigarette packs smokers use every day, leaving open the question of how repeated warning exposure over several weeks may affect smokers. This proof of principle study sought to develop a new protocol for testing cigarette warnings that better reflects real-world exposure by presenting them on cigarette smokers’ own packs. Methods—We tested a cigarette pack labeling protocol with 76 US smokers ages 18 and older. We applied graphic warnings to the front and back of smokers’ cigarette packs. Results—Most smokers reported that at least 75% of the packs of cigarettes they smoked during the study had our warnings. Nearly all said they would participate in the study again. Using cigarette packs with the study warnings increased quit intentions (p<.05).
    [Show full text]
  • Project SUN: a Study of the Illicit Cigarette Market in the European Union, Norway and Switzerland 2017 Results
    Project SUN A study of the illicit cigarette market in the European Union, Norway and Switzerland 2017 Results Methodology and Appendices kpmg.com/uk Contents Chapter page Methodology Overview 1 KPMG EU flows model 5 LDS 7 EPS 9 Non-domestic legal analysis 19 Illicit Whites analysis 32 EU tax loss calculation 34 Appendices 1. Limitation of results 36 2. EPS results by country 40 3. Sources 57 4. Scope of work 60 © 2018 KPMG LLP, a UK limited liability partnership, and a member firm of the KPMG network of independent member firms affiliated with KPMG International Cooperative, a Swiss entity. All rights reserved. Methodology Overview KPMG has developed and The methodology has been tested extensively and refined to ensure that it delivers the most robust refined its methodology and justifiable results possible for quantifying counterfeit • Our approach integrated multiple sources and custom-built analytical tools and contraband incidence • In 2017, Project SUN was commissioned by the Royal United Services Institute (RUSI). RUSI across the 28 EU markets contracted this work with funding from British American Tobacco and Philip Morris International since 2006, with Norway and destined for its broader illicit trade work. As part of this, RUSI has also produced an Occasional Switzerland included in the Paper to shed light on some of the main organised crime dynamics accompanying the trends study since 2014 revealed by the KPMG data. In 2016, similarly, RUSI commissioned Project SUN with funding from British American Tobacco, Philip Morris International and Imperial Tobacco Limited destined to support its broader illicit trade research. Prior to this, between 2013-2015, Project SUN was commissioned jointly by the four major tobacco manufacturers (British American Tobacco plc, Imperial Tobacco Limited, JT International SA and Philip Morris International Management SA).
    [Show full text]
  • Pictorial Cigarette Pack Warnings: a Meta-Analysis of Experimental Studies
    Review Tob Control: first published as 10.1136/tobaccocontrol-2014-051978 on 6 May 2015. Downloaded from Pictorial cigarette pack warnings: a meta-analysis of experimental studies Seth M Noar,1,2 Marissa G Hall,3 Diane B Francis,1 Kurt M Ribisl,2,3 Jessica K Pepper,2,3 Noel T Brewer2,3 ▸ Additional material is ABSTRACT the implementation of large warnings on tobacco published online only. To view Objective To inform international research and policy, products.6 The treaty’s Article 11 specifies that please visit the journal online (http://dx.doi.org/10.1136/ we conducted a meta-analysis of the experimental health warnings may include pictures, and subse- tobaccocontrol-2014-051978). literature on pictorial cigarette pack warnings. quent guidelines for implementation state that pic- 1 Data sources We systematically searched 7 torial warnings are ‘far more effective’ than School of Journalism and 6 Mass Communication, computerised databases in April 2013 using several search text-only messages. By 2015, implementation of University of North Carolina at terms. We also searched reference lists of relevant articles. pictorial warning policies had occurred in 77 coun- Chapel Hill, Chapel Hill, North Study selection We included studies that used an tries and jurisdictions that are home to nearly 50% Carolina, USA experimental protocol to test cigarette pack warnings and of the world’s population.7 2Lineberger Comprehensive reported data on both pictorial and text-only conditions. As pictorial cigarette pack warnings have prolif- Cancer Center, University of 89 North Carolina at Chapel Hill, 37 studies with data on 48 independent samples erated globally, so has research on their impact.
    [Show full text]
  • Waterpipe a Gateway to Cigarette Smoking Initiation Among
    View metadata, citation and similar papers at core.ac.uk brought to you by CORE provided by DigitalCommons@Florida International University Florida International University FIU Digital Commons Robert Stempel College of Public Health & Social Department of Biostatistics Faculty Publications Work 4-2015 Waterpipe a gateway to cigarette smoking initiation among adolescents in Irbid, Jordan: a longitudinal study Rana Jaber Department of Epidemiology, Florida International University, [email protected] Purnima Madhivanan Department of Epidemiology, Florida International University, [email protected] Emir Veledar Department of Biostatistics, Florida International University; Emory University; Baptist Health South Florida, [email protected] Y. Khader Jordan University of Science and Technology F. Mzayek Syrian Center for Tobacco Studies; University of Memphis See next page for additional authors Follow this and additional works at: https://digitalcommons.fiu.edu/biostatistics_fac Part of the Medicine and Health Sciences Commons Recommended Citation Jaber, Rana; Madhivanan, Purnima; Veledar, Emir; Khader, Y.; Mzayek, F.; and Maziak, Wasim, "Waterpipe a gateway to cigarette smoking initiation among adolescents in Irbid, Jordan: a longitudinal study" (2015). Department of Biostatistics Faculty Publications. 24. https://digitalcommons.fiu.edu/biostatistics_fac/24 This work is brought to you for free and open access by the Robert Stempel College of Public Health & Social Work at FIU Digital Commons. It has been accepted for inclusion in Department of Biostatistics Faculty Publications by an authorized administrator of FIU Digital Commons. For more information, please contact [email protected]. Authors Rana Jaber, Purnima Madhivanan, Emir Veledar, Y. Khader, F. Mzayek, and Wasim Maziak This article is available at FIU Digital Commons: https://digitalcommons.fiu.edu/biostatistics_fac/24 HHS Public Access Author manuscript Author Manuscript Author ManuscriptInt J Tuberc Author Manuscript Lung Dis.
    [Show full text]
  • 4 Smokingopp: Detecting the Smoking 'Opportunity' Context
    SmokingOpp: Detecting the Smoking ‘Opportunity’ Context Using Mobile Sensors SOUJANYA CHATTERJEE, University of Memphis, USA ALEXANDER MORENO, Georgia Institute of Technology, USA STEVEN LLOYD LIZOTTE, University of Utah, USA SAYMA AKTHER, University of Memphis, USA EMRE ERTIN, The Ohio State University, USA CHRISTOPHER P FAGUNDES, Rice University, USA CHO LAM, University of Utah, USA JAMES M. REHG, Georgia Institute of Technology, USA NENG WAN, University of Utah, USA DAVID W. WETTER, University of Utah, USA 4 SANTOSH KUMAR, University of Memphis, USA Context plays a key role in impulsive adverse behaviors such as fights, suicide attempts, binge-drinking, and smoking lapse. Several contexts dissuade such behaviors, but some may trigger adverse impulsive behaviors. We define these latter contexts as ‘opportunity’ contexts, as their passive detection from sensors can be used to deliver context-sensitive interventions. In this paper, we define the general concept of ‘opportunity’ contexts and apply it to the case of smoking cessation.We operationalize the smoking ‘opportunity’ context, using self-reported smoking allowance and cigarette availability. We show its clinical utility by establishing its association with smoking occurrences using Granger causality. Next, we mine several informative features from GPS traces, including the novel location context of smoking spots, to develop the SmokingOpp model for automatically detecting the smoking ‘opportunity’ context. Finally, we train and evaluate the SmokingOpp model using 15 million GPS points and 3,432 self-reports from 90 newly abstinent smokers in a smoking cessation study. CCS Concepts: • Human-centered computing → Ubiquitous and mobile computing design and evaluation methods; Additional Key Words and Phrases: Mobile Health, Context, Smoking Cessation, Intervention, GPS traces ACM Reference Format: Soujanya Chatterjee, Alexander Moreno, Steven Lloyd Lizotte, Sayma Akther, Emre Ertin, Christopher P Fagundes, Cho Lam, James M.
    [Show full text]