Anderson, 2015
2007
Asparouhov, 2012
Bartneck, 2015, Comparing the similarity of responses received from studies in Amazon's Mechanical Turk to studies conducted online and with direct recruitment, PLoS One, 10, 1, 10.1371/journal.pone.0121595
Berinsky, 2012, Evaluating online labor markets for experimental research: Amazon.com's mechanical turk, Political Analysis, 20, 351, 10.1093/pan/mpr057
Best, 2014, Online communication, social media and adolescent wellbeing: A systematic narrative review, Children and Youth Services Review, 41, 27, 10.1016/j.childyouth.2014.03.001
Beullens, 2013, Display of alcohol use on Facebook: A content analysis, Cyberpsychology, Behavior, and Social Networking, 16, 497, 10.1089/cyber.2013.0044
Borsari, 2001, Peer influences on college drinking: A review of the research, Journal of Substance Abuse, 13, 391, 10.1016/S0899-3289(01)00098-0
Borsari, 2003, Descriptive and injunctive norms in college drinking: A meta-analytic integration, Journal of Studies on Alcohol, 64, 331, 10.15288/jsa.2003.64.331
Brown, 2011, Mobile phones bridging the digital divide for teens in the US?, Future Internet, 3, 144, 10.3390/fi3020144
Buhrmester, 2011, Amazon's Mechanical Turk: A new source of inexpensive, yet high-quality, data?, Perspectives on Psychological Science, 6, 3, 10.1177/1745691610393980
Celeux, 1996, An entropy criterion for assessing the number of clusters in a mixture model, Journal of Classification, 13, 195, 10.1007/BF01246098
Clark, 2009
Cohen, 1992, A power primer, Psychological Bulletin, 112, 155, 10.1037/0033-2909.112.1.155
Coyne, 2013, Emerging in a digital world: A decade review of media use, effects, and gratifications in emerging adulthood, Emerging Adulthood, 1, 125, 10.1177/2167696813479782
Crump, 2013, Evaluating Amazon's Mechanical Turk as a tool for experimental behavioral research, PLoS One, 8, e57410, 10.1371/journal.pone.0057410
Davis, 2012, Friendship 2.0: Adolescents' experiences of belonging and self-disclosure online, Journal of Adolescence, 35, 1527, 10.1016/j.adolescence.2012.02.013
Ellison, 2007, The benefits of Facebook “friends:” Social capital and college students' use of online social network sites, Journal of Computer-Mediated Communication, 12, 1143, 10.1111/j.1083-6101.2007.00367.x
Ellison, 2011, Connection strategies: Social capital implications of Facebook-enabled communication practices, New Media & Society, 13, 873, 10.1177/1461444810385389
Goodman, 2013, Data collection in a flat world: The strengths and weaknesses of Mechanical Turk samples, Journal of Behavioral Decision Making, 26, 213, 10.1002/bdm.1753
Greenwood, 2016
Hampton, 2011
Hauser, 2015, Attentive Turkers: MTurk participants perform better on online attention checks than do subject pool participants, Behavior Research Methods, 48, 400, 10.3758/s13428-015-0578-z
Ipeirotis, 2010
Jackson, 2008, Race, gender, and information technology use: The new digital divide, Cyberpsychology & Behavior, 11, 437, 10.1089/cpb.2007.0157
Jung, 2008, An introduction to latent class growth analysis and growth mixture modeling, Social and Personality Psychology Compass, 2, 302, 10.1111/j.1751-9004.2007.00054.x
Kaplan, 2010, Users of the world, unite! The challenges and opportunities of social media, Business Horizons, 53, 59, 10.1016/j.bushor.2009.09.003
Katz, 1962, On the uses of the mass media as “escape”: Clarification of a concept, The Public Opinion Quarterly, 26, 377, 10.1086/267111
Katz, 1973, On the uses of the mass media for important things, American Sociological Review, 38, 164, 10.2307/2094393
Khang, 2014, Exploring influential social cognitive determinants of social media use, Computers in Human Behavior, 36, 48, 10.1016/j.chb.2014.03.038
Korda, 2013, Harnessing social media for health promotion and behavior change, Health Promotion Practice, 14, 15, 10.1177/1524839911405850
Krogstad, 2015
Lee, 2013, Lonely people are no longer lonely on social networking sites: The mediating role of self-disclosure and social support, Cyberpsychology, Behavior, and Social Networking, 16, 413, 10.1089/cyber.2012.0553
Lenhart, 2015
Lenhart, 2010
Lo, 2001, Testing the number of components in a normal mixture, Biometrika, 88, 767, 10.1093/biomet/88.3.767
Malik, 2016, Uses and gratification of digital photo sharing on Facebok, Telematics and Informatics, 33, 129, 10.1016/j.tele.2015.06.009
Marshall, 2006, A descriptive epidemiology of screen-based media use in youth: A review and critique, Journal of Adolescence, 29, 333, 10.1016/j.adolescence.2005.08.016
Martin, 2015
Mason, 2012, Conducting behavioral research on Amazon's Mechanical Turk, Behavior Research Methods, 44, 1, 10.3758/s13428-011-0124-6
McLachlan, 2000
McQuail, 1994
Moreno, 2010, A content analysis of displayed alcohol references on a social networking web site, Journal of Adolescent Health, 47, 168, 10.1016/j.jadohealth.2010.01.001
Moreno, 2014, Emergence and predictors of alcohol reference displays on Facebook during the first year of college, Computers in Human Behavior, 30, 87, 10.1016/j.chb.2013.07.060
Muthén, 1998
Muthén, 2000, Integrating person-centered and variable-centered analyses: Growth mixture modeling with latent trajectory classes, Alcoholism: Clinical and Experimental Research, 24, 882, 10.1111/j.1530-0277.2000.tb02070.x
Muthén, 2010
Nadkarni, 2012, Why do people use Facebook?, Personality and Individual Differences, 52, 243, 10.1016/j.paid.2011.11.007
Nylund, 2007, Deciding on the number of classes in latent class analysis and growth mixture modeling: A Monte Carlo simulation study, Structural Equation Modeling, 14, 535, 10.1080/10705510701575396
Paolacci, 2014, Inside the Turk: Understanding Mechanical Turk as a participant pool, Current Directions in Psychological Science, 23, 184, 10.1177/0963721414531598
Paolacci, 2010, Running experiments on Amazon Mechanical Turk, Judgment and Decision Making, 5, 411, 10.1017/S1930297500002205
Pempek, 2009, College students' social networking experiences on Facebook, Journal of Applied Developmental Psychology, 30, 227, 10.1016/j.appdev.2008.12.010
Perrin, 2015
Pew Research Center, 2015
Pittman, 2016, Social media and loneliness: Why an Instagram picture may be worth more than a thousand Twitter words, Computers in Human Behavior, 62, 155, 10.1016/j.chb.2016.03.084
Schafer, 2002, Missing data: Our view of the state of the art, Psychological Methods, 7, 147, 10.1037/1082-989X.7.2.147
Sclove, 1987, Application of model-selection criteria to some problems in multivariate analysis, Psychometrika, 52, 333, 10.1007/BF02294360
Smith, 2011
Spies Shapiro, 2014, Growing up wired: Social networking sites and adolescent psychosocial development, Clinical Child and Family Psychology Review, 17, 1, 10.1007/s10567-013-0135-1
Steinfield, 2008, Social capital, self-esteem, and use of online social network sites: A longitudinal analysis, Journal of Applied Developmental Psychology, 29, 434, 10.1016/j.appdev.2008.07.002
Subrahmanyam, 2008, Online and offline social networks: Use of social networking sites by emerging adults, Journal of Applied Developmental Psychology, 29, 420, 10.1016/j.appdev.2008.07.003
Tosun, 2012, Motives for Facebook use and expressing “true self” on the internet, Computers in Human Behavior, 28, 1510, 10.1016/j.chb.2012.03.018
Wang, 2012, A dynamic longitudinal examination of social media use, needs, and gratifications among college students, Computers in Human Behavior, 28, 1829, 10.1016/j.chb.2012.05.001
Whiting, 2013, Why people use social media: A uses and gratifications approach, Qualitative Market Research: An International Journal, 16, 362, 10.1108/QMR-06-2013-0041