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The Importance of Debiasing Social Media Data to Better Understand E-Cigarette-Related Attitudes and Behaviors

Jon-Patrick Allem, Emilio Ferrara

J Med Internet Res 2016;18(8):e219

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Follow-Up Investigation on the Promotional Practices of Electric Scooter Companies: Content Analysis of Posts on Instagram and Twitter

Allison Dormanesh, Anuja Majmundar, Jon-Patrick Allem

JMIR Public Health Surveill 2020;6(1):e16833

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Identifying Sentiment of Hookah-Related Posts on Twitter

Jon-Patrick Allem, Jagannathan Ramanujam, Kristina Lerman, Kar-Hai Chu, Tess Boley Cruz, Jennifer B Unger

JMIR Public Health Surveill 2017;3(4):e74

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Automated Identification of Hookahs (Waterpipes) on Instagram: An Application in Feature Extraction Using Convolutional Neural Network and Support Vector Machine Classification

Youshan Zhang, Jon-Patrick Allem, Jennifer Beth Unger, Tess Boley Cruz

J Med Internet Res 2018;20(11):e10513

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Images of Little Cigars and Cigarillos on Instagram Identified by the Hashtag #swisher: Thematic Analysis

Jon-Patrick Allem, Patricia Escobedo, Kar-Hai Chu, Tess Boley Cruz, Jennifer B Unger

J Med Internet Res 2017;19(7):e255

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Hookah-Related Posts to Twitter From 2017 to 2018: Thematic Analysis

Jon-Patrick Allem, Likhit Dharmapuri, Adam M Leventhal, Jennifer B Unger, Tess Boley Cruz

J Med Internet Res 2018;20(11):e11669

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Characterizing Swisher Little Cigar–Related Posts on Twitter in 2018: Text Analysis

Jon-Patrick Allem, Sree Priyanka Uppu, Tess Boley Cruz, Jennifer B Unger

J Med Internet Res 2019;21(7):e14398

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E-Cigarette Surveillance With Social Media Data: Social Bots, Emerging Topics, and Trends

Jon-Patrick Allem, Emilio Ferrara, Sree Priyanka Uppu, Tess Boley Cruz, Jennifer B Unger

JMIR Public Health Surveill 2017;3(4):e98

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Instagram Posts Related to Backwoods Cigarillo Blunts: Content Analysis

Stephanie Kim, Alia Mourali, Jon-Patrick Allem, Jennifer B Unger, Tess Boley Cruz, Sabrina L Smiley

JMIR Public Health Surveill 2021;7(2):e22946

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Tobacco Use Behaviors, Attitudes, and Demographic Characteristics of Tobacco Opinion Leaders and Their Followers: Twitter Analysis

Kar-Hai Chu, Anuja Majmundar, Jon-Patrick Allem, Daniel W Soto, Tess Boley Cruz, Jennifer B Unger

J Med Internet Res 2019;21(6):e12676

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