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However, the concept of online dating addiction remains debated.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"objective\">\n                    <jats:title>Objective<\/jats:title>\n                    <jats:p>This systematic literature review synthesized quantitative research on problematized online dating behaviors with a specific focus on (1) definitions and measurement of problematic dating app use, (2) the examined adverse correlates, and (3) study designs.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"methods\">\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>From 16 databases, we identified 263 reports related to problematic online dating. Twenty-nine papers\u2014published between 2009 and 2024\u2014met inclusion criteria. They covered 32 quantitative studies investigating problematic dating app use. Sample sizes varied between 64 and 4057, and participant ages ranged between 13 and 80 years, while many participants were aged between 18 and 35 years.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"results\">\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>Researchers problematized the following online dating behaviors (in descending order of frequency): use for certain motives (in 10 reports), problematic use in the sense of behavioral addiction (n=9), specific activities or experiences (n=9), compulsive use (n=6), a disbalance between offline and online interactions (too many or too few online interactions, n=4), and mere use or frequency (n=4). Even using dating apps for sexual motivations and relationship-seeking was linked to adverse correlates. Scholars have examined adverse correlates, including (1) mood and emotional issues (n=11), (2) anxieties (n=9), (3) user motives and other media variables (n=9), (4) undesired behaviors (n=8), (5) personality (n=8), (6) self-attitudes (n=7), (7) partner choice (n=5), (8) sexuality (n=5), and (9) interpersonal correlates (n=4). Methodologically, the most common scales (measuring use for certain motives and the 6-component behavioral addiction items) include life problems within their measurement of problematic dating app use (eg, use to forget problems and conflict due to use). Of 32 studies, only 3 were randomized experiments. All surveys measured dating app variables only at a single time point (cross-sectionally) and focused on between-person effects rather than within-person dynamics.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"conclusions\">\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>Research on user motives dominates the field. To understand harmful media effects, researchers should measure media use and harmful consequences separately. However, motives are often worded as coping with an undesired state (eg, use to forget problems) or enhancing a desired state (eg, use for self-esteem enhancement). Similarly, behavioral addiction scales include life problems (eg, conflict due to use). These scales thus conflate predictor and outcome. Future literature reviews or meta-analyses that examine associations should include only results of scales that validly distinguish media use from its adverse outcomes. Overall, research on internet dating addiction\u2014and internet addiction in general\u2014requires theoretically grounded definitions as well as experimental and longitudinal studies modeling between- and within-person effects.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.2196\/72850","type":"journal-article","created":{"date-parts":[[2025,5,8]],"date-time":"2025-05-08T01:10:06Z","timestamp":1746666606000},"page":"e72850-e72850","source":"Crossref","is-referenced-by-count":8,"title":["Problematic Online Dating: Systematic Review of Definitions, Correlates, and Study Designs"],"prefix":"10.2196","volume":"27","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7967-2165","authenticated-orcid":false,"given":"Marina F","family":"Thomas","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-5058-3443","authenticated-orcid":false,"given":"Sylvia","family":"D\u00f6rfler","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2750-7779","authenticated-orcid":false,"given":"Gloria","family":"Mittmann","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4949-9589","authenticated-orcid":false,"given":"Verena","family":"Steiner-Hofbauer","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1010","published-online":{"date-parts":[[2025,7,3]]},"reference":[{"key":"R1","doi-asserted-by":"publisher","DOI":"10.2196\/59656","article-title":"Interventions for digital addiction: umbrella review of meta-analyses","volume":"27","author":"Lu","journal-title":"J Med Internet Res"},{"key":"R2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jad.2016.08.030","article-title":"Problematic smartphone use: a conceptual overview and systematic review of relations with anxiety and depression psychopathology","volume":"207","author":"Elhai","journal-title":"J Affect Disord"},{"key":"R3","doi-asserted-by":"publisher","DOI":"10.1016\/j.addbeh.2020.106699","article-title":"A review of theories and models applied in studies of social media addiction and implications for future research","volume":"114","author":"Sun","journal-title":"Addict Behav"},{"key":"R4","doi-asserted-by":"publisher","DOI":"10.2196\/59740","article-title":"Scrutinizing the gateway relationship between gaming and gambling disorder: scoping review with a focus on the Southeast Asian region","volume":"13","author":"Siste","journal-title":"JMIR Serious Games"},{"key":"R5","doi-asserted-by":"publisher","DOI":"10.2196\/49860","article-title":"Pornography-watching disorder and its risk factors among young adults: cross-sectional survey","volume":"27","author":"Erd\u0151s","journal-title":"J Med Internet Res"},{"issue":"8","key":"R6","doi-asserted-by":"publisher","first-page":"1574","DOI":"10.1016\/j.jsxm.2020.03.020","article-title":"Use of geosocial networking applications is associated with compulsive sexual behavior disorder in an online sample","volume":"17","author":"Turban","journal-title":"J Sex Med"},{"issue":"4","key":"R7","doi-asserted-by":"publisher","DOI":"10.2196\/21082","article-title":"Geosocial networking dating app usage and risky sexual behavior in young adults attending a music festival: cross-sectional questionnaire study","volume":"23","author":"Garga","journal-title":"J Med Internet Res"},{"issue":"4","key":"R8","doi-asserted-by":"publisher","first-page":"423","DOI":"10.1080\/03637751.2017.1332419","article-title":"A meta-analysis of the relationships between psychosocial problems and internet habits: synthesizing internet addiction, problematic internet use, and deficient self-regulation research","volume":"84","author":"Tokunaga","journal-title":"Commun Monogr"},{"issue":"1","key":"R9","doi-asserted-by":"publisher","first-page":"115","DOI":"10.1080\/15213269.2012.756374","article-title":"Gaming addiction, gaming engagement, and psychological health complaints among Norwegian adolescents","volume":"16","author":"Brunborg","journal-title":"Media Psychol"},{"issue":"1","key":"R10","doi-asserted-by":"publisher","DOI":"10.1093\/jcmc\/zmad055","article-title":"Are active and passive social media use related to mental health, wellbeing, and social support outcomes? 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