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Use of an Online Smoking Cessation Community Promotes Abstinence: Results of Propensity Score Weighting
Objective: We estimated the causal effects of use of an online smoking cessation community on 30-day point prevalence abstinence at 3 months. Methods: Participants (N = 492) were adult current smokers in the enhanced Internet arm of The iQUITT Study, a randomized trial of Internet and telephone trea...
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Published in: | Health psychology 2015-12, Vol.34 (S), p.1286-1295 |
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creator | Graham, Amanda L Papandonatos, George D Erar, Bahar Stanton, Cassandra A |
description | Objective: We estimated the causal effects of use of an online smoking cessation community on 30-day point prevalence abstinence at 3 months. Methods: Participants (N = 492) were adult current smokers in the enhanced Internet arm of The iQUITT Study, a randomized trial of Internet and telephone treatment for smoking cessation. All participants accessed a Web-based smoking-cessation program that included a large, established online community. Automated tracking metrics of passive (e.g., reading forum posts, viewing member profiles) and active (e.g., writing forum posts, sending private messages) community use were extracted from the site at 3 months. Self-selected community use defines the groups of interest: "None," "Passive," and "Both" (passive + active). Inverse probability of treatment weighting corrected for baseline imbalances on demographic, smoking, psychosocial, and medical history variables. Propensity weights estimated via generalized boosted models were used to calculate Average Treatment Effects (ATE) and Average Treatment effects on the Treated (ATT). Results: Patterns of community use were: None = 198 (40.2%), Passive = 110 (22.4%), and Both = 184 (37.4%). ATE-weighted abstinence rates were: None = 4.2% (95% CI = 1.5-6.9); Passive = 15.1% (95% CI = 8.4-21.9); Both = 20.4% (95% CI = 13.9-26.8). ATT-weighted abstinence rates indicated even greater benefits of community use. Conclusions: Community users were more likely to quit smoking at 3 months than nonusers. The estimated benefit from use of online community resources was even larger among subjects with high propensity to use them. No differences in abstinence emerged between passive and passive/active users. Results suggest that lurking in online communities confers specific abstinence benefits. Implications of these findings for online cessation communities are discussed. |
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Methods: Participants (N = 492) were adult current smokers in the enhanced Internet arm of The iQUITT Study, a randomized trial of Internet and telephone treatment for smoking cessation. All participants accessed a Web-based smoking-cessation program that included a large, established online community. Automated tracking metrics of passive (e.g., reading forum posts, viewing member profiles) and active (e.g., writing forum posts, sending private messages) community use were extracted from the site at 3 months. Self-selected community use defines the groups of interest: "None," "Passive," and "Both" (passive + active). Inverse probability of treatment weighting corrected for baseline imbalances on demographic, smoking, psychosocial, and medical history variables. Propensity weights estimated via generalized boosted models were used to calculate Average Treatment Effects (ATE) and Average Treatment effects on the Treated (ATT). Results: Patterns of community use were: None = 198 (40.2%), Passive = 110 (22.4%), and Both = 184 (37.4%). ATE-weighted abstinence rates were: None = 4.2% (95% CI = 1.5-6.9); Passive = 15.1% (95% CI = 8.4-21.9); Both = 20.4% (95% CI = 13.9-26.8). ATT-weighted abstinence rates indicated even greater benefits of community use. Conclusions: Community users were more likely to quit smoking at 3 months than nonusers. The estimated benefit from use of online community resources was even larger among subjects with high propensity to use them. No differences in abstinence emerged between passive and passive/active users. Results suggest that lurking in online communities confers specific abstinence benefits. Implications of these findings for online cessation communities are discussed.</description><identifier>ISSN: 0278-6133</identifier><identifier>ISBN: 9781433822353</identifier><identifier>ISBN: 1433822350</identifier><identifier>EISSN: 1930-7810</identifier><identifier>DOI: 10.1037/hea0000278</identifier><identifier>PMID: 26651470</identifier><language>eng</language><publisher>United States: American Psychological Association</publisher><subject>Adult ; Communities ; Female ; Human ; Humans ; Internet ; Internet - utilization ; Male ; Middle Aged ; Online Social Networks ; Propensity Score ; Residence Characteristics ; Smoking - psychology ; Smoking - therapy ; Smoking Cessation ; Smoking Cessation - methods ; Smoking Cessation - psychology ; Telemedicine ; Telephone ; Telephone Systems ; Treatment</subject><ispartof>Health psychology, 2015-12, Vol.34 (S), p.1286-1295</ispartof><rights>2015 American Psychological Association</rights><rights>(PsycINFO Database Record (c) 2015 APA, all rights reserved).</rights><rights>2015, American Psychological Association</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-a443t-9d20a2638c28b2068f3b0ccb8795dd123197fafa6fe030bd2a730dff8e182dcc3</citedby><orcidid>0000-0003-3036-9653</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/26651470$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><contributor>Borrelli, Belinda</contributor><contributor>Kazak, Anne E</contributor><contributor>Ritterband, Lee M</contributor><creatorcontrib>Graham, Amanda L</creatorcontrib><creatorcontrib>Papandonatos, George D</creatorcontrib><creatorcontrib>Erar, Bahar</creatorcontrib><creatorcontrib>Stanton, Cassandra A</creatorcontrib><title>Use of an Online Smoking Cessation Community Promotes Abstinence: Results of Propensity Score Weighting</title><title>Health psychology</title><addtitle>Health Psychol</addtitle><description>Objective: We estimated the causal effects of use of an online smoking cessation community on 30-day point prevalence abstinence at 3 months. Methods: Participants (N = 492) were adult current smokers in the enhanced Internet arm of The iQUITT Study, a randomized trial of Internet and telephone treatment for smoking cessation. All participants accessed a Web-based smoking-cessation program that included a large, established online community. Automated tracking metrics of passive (e.g., reading forum posts, viewing member profiles) and active (e.g., writing forum posts, sending private messages) community use were extracted from the site at 3 months. Self-selected community use defines the groups of interest: "None," "Passive," and "Both" (passive + active). Inverse probability of treatment weighting corrected for baseline imbalances on demographic, smoking, psychosocial, and medical history variables. Propensity weights estimated via generalized boosted models were used to calculate Average Treatment Effects (ATE) and Average Treatment effects on the Treated (ATT). Results: Patterns of community use were: None = 198 (40.2%), Passive = 110 (22.4%), and Both = 184 (37.4%). ATE-weighted abstinence rates were: None = 4.2% (95% CI = 1.5-6.9); Passive = 15.1% (95% CI = 8.4-21.9); Both = 20.4% (95% CI = 13.9-26.8). ATT-weighted abstinence rates indicated even greater benefits of community use. Conclusions: Community users were more likely to quit smoking at 3 months than nonusers. The estimated benefit from use of online community resources was even larger among subjects with high propensity to use them. No differences in abstinence emerged between passive and passive/active users. Results suggest that lurking in online communities confers specific abstinence benefits. Implications of these findings for online cessation communities are discussed.</description><subject>Adult</subject><subject>Communities</subject><subject>Female</subject><subject>Human</subject><subject>Humans</subject><subject>Internet</subject><subject>Internet - utilization</subject><subject>Male</subject><subject>Middle Aged</subject><subject>Online Social Networks</subject><subject>Propensity Score</subject><subject>Residence Characteristics</subject><subject>Smoking - psychology</subject><subject>Smoking - therapy</subject><subject>Smoking Cessation</subject><subject>Smoking Cessation - methods</subject><subject>Smoking Cessation - psychology</subject><subject>Telemedicine</subject><subject>Telephone</subject><subject>Telephone Systems</subject><subject>Treatment</subject><issn>0278-6133</issn><issn>1930-7810</issn><isbn>9781433822353</isbn><isbn>1433822350</isbn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><recordid>eNpd0UuLFDEQB_DgA3dc9-IHkIAXEVvz6EfiQVgGX7Cw4rh4DOl0pSdrd9Im3cJ8e9POuj5yqUP98qeKQugxJS8p4c2rPWiSH2vEHbShkpOiEZTcRWcy15JzwRiv-D20WUlRU85P0MOUrtc_sqoeoBNW1xUtG7JB_VUCHCzWHl_6wXnAuzF8c77HW0hJzy54vA3juHg3H_CnGMYwQ8LnbZoz9gZe48-QlmFOa0ruT-DTSncmRMBfwfX7LPtH6L7VQ4Kzm3qKrt69_bL9UFxcvv-4Pb8odFnyuZAdI5rVXBgmWkZqYXlLjGlFI6uuo4xT2VhtdW2BcNJ2TDecdNYKoIJ1xvBT9OaYOy3tCJ0BP0c9qCm6UceDCtqpfzve7VUffqiyFpRTmgOe3QTE8H2BNKvRJQPDoD2EJSnalFJKWkqe6dP_6HVYos_r_VKMSlKugc-PysSQUgR7Owwlar2n-nPPjJ_8Pf4t_X2wDF4cgZ60mtLB6Dg7M0AyS4x5pTVM8VLtFGWi5j8BgGSqCg</recordid><startdate>20151201</startdate><enddate>20151201</enddate><creator>Graham, Amanda L</creator><creator>Papandonatos, George D</creator><creator>Erar, Bahar</creator><creator>Stanton, Cassandra A</creator><general>American Psychological Association</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7RZ</scope><scope>PSYQQ</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0003-3036-9653</orcidid></search><sort><creationdate>20151201</creationdate><title>Use of an Online Smoking Cessation Community Promotes Abstinence: Results of Propensity Score Weighting</title><author>Graham, Amanda L ; Papandonatos, George D ; Erar, Bahar ; Stanton, Cassandra A</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-a443t-9d20a2638c28b2068f3b0ccb8795dd123197fafa6fe030bd2a730dff8e182dcc3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2015</creationdate><topic>Adult</topic><topic>Communities</topic><topic>Female</topic><topic>Human</topic><topic>Humans</topic><topic>Internet</topic><topic>Internet - utilization</topic><topic>Male</topic><topic>Middle Aged</topic><topic>Online Social Networks</topic><topic>Propensity Score</topic><topic>Residence Characteristics</topic><topic>Smoking - psychology</topic><topic>Smoking - therapy</topic><topic>Smoking Cessation</topic><topic>Smoking Cessation - methods</topic><topic>Smoking Cessation - psychology</topic><topic>Telemedicine</topic><topic>Telephone</topic><topic>Telephone Systems</topic><topic>Treatment</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Graham, Amanda L</creatorcontrib><creatorcontrib>Papandonatos, George D</creatorcontrib><creatorcontrib>Erar, Bahar</creatorcontrib><creatorcontrib>Stanton, Cassandra A</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>PsycArticles (via ProQuest)</collection><collection>ProQuest One Psychology</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Health psychology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Graham, Amanda L</au><au>Papandonatos, George D</au><au>Erar, Bahar</au><au>Stanton, Cassandra A</au><au>Borrelli, Belinda</au><au>Kazak, Anne E</au><au>Ritterband, Lee M</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Use of an Online Smoking Cessation Community Promotes Abstinence: Results of Propensity Score Weighting</atitle><jtitle>Health psychology</jtitle><addtitle>Health Psychol</addtitle><date>2015-12-01</date><risdate>2015</risdate><volume>34</volume><issue>S</issue><spage>1286</spage><epage>1295</epage><pages>1286-1295</pages><issn>0278-6133</issn><eissn>1930-7810</eissn><isbn>9781433822353</isbn><isbn>1433822350</isbn><abstract>Objective: We estimated the causal effects of use of an online smoking cessation community on 30-day point prevalence abstinence at 3 months. Methods: Participants (N = 492) were adult current smokers in the enhanced Internet arm of The iQUITT Study, a randomized trial of Internet and telephone treatment for smoking cessation. All participants accessed a Web-based smoking-cessation program that included a large, established online community. Automated tracking metrics of passive (e.g., reading forum posts, viewing member profiles) and active (e.g., writing forum posts, sending private messages) community use were extracted from the site at 3 months. Self-selected community use defines the groups of interest: "None," "Passive," and "Both" (passive + active). Inverse probability of treatment weighting corrected for baseline imbalances on demographic, smoking, psychosocial, and medical history variables. Propensity weights estimated via generalized boosted models were used to calculate Average Treatment Effects (ATE) and Average Treatment effects on the Treated (ATT). Results: Patterns of community use were: None = 198 (40.2%), Passive = 110 (22.4%), and Both = 184 (37.4%). ATE-weighted abstinence rates were: None = 4.2% (95% CI = 1.5-6.9); Passive = 15.1% (95% CI = 8.4-21.9); Both = 20.4% (95% CI = 13.9-26.8). ATT-weighted abstinence rates indicated even greater benefits of community use. Conclusions: Community users were more likely to quit smoking at 3 months than nonusers. The estimated benefit from use of online community resources was even larger among subjects with high propensity to use them. No differences in abstinence emerged between passive and passive/active users. Results suggest that lurking in online communities confers specific abstinence benefits. Implications of these findings for online cessation communities are discussed.</abstract><cop>United States</cop><pub>American Psychological Association</pub><pmid>26651470</pmid><doi>10.1037/hea0000278</doi><tpages>10</tpages><orcidid>https://orcid.org/0000-0003-3036-9653</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Adult Communities Female Human Humans Internet Internet - utilization Male Middle Aged Online Social Networks Propensity Score Residence Characteristics Smoking - psychology Smoking - therapy Smoking Cessation Smoking Cessation - methods Smoking Cessation - psychology Telemedicine Telephone Telephone Systems Treatment |
title | Use of an Online Smoking Cessation Community Promotes Abstinence: Results of Propensity Score Weighting |
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