{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,7]],"date-time":"2026-09-07T17:36:58Z","timestamp":1788802618135,"version":"build-2803163510"},"reference-count":48,"publisher":"MDPI AG","issue":"11","license":[{"start":{"date-parts":[[2025,11,13]],"date-time":"2025-11-13T00:00:00Z","timestamp":1762992000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Behavioral Sciences"],"abstract":"<jats:p>Based on the cognitive-behavioral model of pathological internet use (PIU), this study examined the longitudinal impact of parenting styles on college students\u2019 PIU and the roles played by rumination and environmental sensitivity. A total of 652 freshmen were tracked three times over one year by means of Parenting Style Questionnaire, the Pathological Internet Use Scale, the Rumination Thinking Scale and the High Sensitivity Personality Questionnaire. T1 positive parenting significantly negatively predicted T3 PIU, while T1 negative parenting significantly positively predicted T3 PIU; T2 rumination partially mediated the longitudinal relationship between T1 parenting styles and T3 PIU; environmental sensitivity plays a moderating role in both the direct pathway and the first half pathway of the mediating effect of parental rearing styles on pathological Internet use through rumination thinking, and the results of the moderating effect support the differential susceptibility model. We found that the indirect effect of parenting styles on PIU among college students through rumination was moderated by environmental sensitivity. Specifically, environmental sensitivity strengthened the pathway from parenting styles and rumination to PIU.<\/jats:p>","DOI":"10.3390\/bs15111549","type":"journal-article","created":{"date-parts":[[2025,11,14]],"date-time":"2025-11-14T09:06:36Z","timestamp":1763111196000},"page":"1549","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["The Longitudinal Impact of Parenting Styles on Pathological Internet Use Among College Students: The Mediating Role of Rumination and the Moderating Role of Environmental Sensitivity"],"prefix":"10.3390","volume":"15","author":[{"ORCID":"https:\/\/orcid.org\/0009-0006-6135-5800","authenticated-orcid":false,"given":"Xiaomin","family":"Ke","sequence":"first","affiliation":[{"name":"School of Psychology, Shaanxi Normal University, Xi\u2019an 710062, China"},{"name":"Shaanxi Provincial Key Research Center of Child Mental and Behavioral Health, Xi\u2019an 710062, China"},{"name":"Mental Health Education Center for College Students, Ankang University, Ankang 725000, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2925-5835","authenticated-orcid":false,"given":"Zhenhong","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Psychology, Shaanxi Normal University, Xi\u2019an 710062, China"},{"name":"Shaanxi Provincial Key Research Center of Child Mental and Behavioral Health, Xi\u2019an 710062, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2025,11,13]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"345","DOI":"10.1037\/0022-3514.73.2.345","article-title":"Sensory-processing sensitivity and its relation to introversion and emotionality","volume":"73","author":"Aron","year":"1997","journal-title":"Journal of Personality and Social Psychology"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"182","DOI":"10.1207\/s15327965pli0803_3","article-title":"Variation in susceptibility to environmental influence: An evolutionary argument","volume":"8","author":"Belsky","year":"1997","journal-title":"Psychological Inquiry"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"55","DOI":"10.30935\/cet.512531","article-title":"The relationship between perceived parental control and internet addiction: A cross-sectional study among adolescents","volume":"10","author":"Cetinkaya","year":"2019","journal-title":"Contemporary Educational Technology"},{"key":"ref_4","first-page":"137","article-title":"A review of cognitive-behavioral models of pathological Internet use","volume":"29","author":"Chen","year":"2006","journal-title":"Psychological Science (China)"},{"key":"ref_5","unstructured":"China Internet Network Information Center (2025, July 12). The 55th statistical report on China\u2019s internet development, Available online: https:\/\/www.cnnic.net.cn\/n4\/2025\/0117\/c88-11229.html."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"187","DOI":"10.1016\/S0747-5632(00)00041-8","article-title":"A cognitive-behavioral model of pathological Internet use","volume":"17","author":"Davis","year":"2001","journal-title":"Computers in Human Behavior"},{"key":"ref_7","first-page":"88","article-title":"The mechanism of the influence of parental conflict and parental control on high school students\u2019 Internet addiction: A longitudinal study","volume":"8","author":"Deng","year":"2020","journal-title":"Chinese Journal of Special Education"},{"key":"ref_8","first-page":"866","article-title":"The joint effect of parent-child relationship and environmental sensitivity on adolescent mental health","volume":"45","author":"Dong","year":"2024","journal-title":"Journal of Xi\u2019an Jiaotong University (Medical Sciences)"},{"key":"ref_9","first-page":"545","article-title":"The longitudinal impact of parental psychological control on mobile phone addiction among rural junior high school students: A moderated mediation model","volume":"33","author":"Feng","year":"2025","journal-title":"Chinese Journal of Clinical Psychology"},{"key":"ref_10","first-page":"596","article-title":"Research on the pathological psychological mechanism and comprehensive psychological intervention of Internet addiction","volume":"14","author":"Gao","year":"2006","journal-title":"Advances in Psychological Science"},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"1311","DOI":"10.1016\/S0191-8869(00)00113-6","article-title":"Negative life events, cognitive emotion regulation and emotional problems","volume":"30","author":"Garnefski","year":"2001","journal-title":"Personality and Individual Differences"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"287","DOI":"10.1016\/j.neubiorev.2019.01.009","article-title":"Sensory processing sensitivity in the context of environmental sensitivity: A critical review and development of research agenda","volume":"98","author":"Greven","year":"2019","journal-title":"Neuroscience and Biobehavioral Reviews"},{"key":"ref_13","unstructured":"Guan, L. (2021). Research on college students\u2019 online social anxiety in the micro-era. [Master\u2019s thesis, Nanjing Forestry University]."},{"key":"ref_14","first-page":"314","article-title":"Rumination and mental health","volume":"25","author":"Guo","year":"2011","journal-title":"Chinese Mental Health Journal"},{"key":"ref_15","first-page":"550","article-title":"A trial of the Nolen-Hoeksema ruminative responses scale in China","volume":"17","author":"Han","year":"2009","journal-title":"Chinese Journal of Clinical Psychology"},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"916","DOI":"10.1080\/02699931.2011.621932","article-title":"Early family context and development of adolescent ruminative style: Moderation by temperament","volume":"26","author":"Hilt","year":"2012","journal-title":"Cognition & Emotion"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"824","DOI":"10.1007\/s10826-016-0606-3","article-title":"The influence of mothers\u2019 emotional expressivity and class grouping on Chinese preschoolers\u2019 emotional regulation strategies","volume":"26","author":"Hu","year":"2017","journal-title":"Journal of Child and Family Studies"},{"key":"ref_18","first-page":"94","article-title":"Preliminary revision of the Chinese version of the short-form Egna Minnen av Barndoms Uppfostran (s-EMBU)","volume":"26","author":"Jiang","year":"2010","journal-title":"Psychological Development and Education"},{"key":"ref_19","first-page":"254","article-title":"Parental psychological control and adolescent smartphone addiction: The role of online psychological need satisfaction and environmental sensitivity","volume":"38","author":"Jiang","year":"2022","journal-title":"Psychological Development and Education"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"192","DOI":"10.1177\/1754073912451629","article-title":"Mindfulness and de-automatization","volume":"5","author":"Kang","year":"2013","journal-title":"Emotion Review"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"208","DOI":"10.1016\/j.paid.2018.11.024","article-title":"Trait emotional intelligence and problematic online behaviors among adolescents: The mediating role of mindfulness, rumination, and depression","volume":"139","author":"Kircaburun","year":"2019","journal-title":"Personality and Individual Differences"},{"key":"ref_22","first-page":"688","article-title":"Development and validation of the Pathological Internet Use Scale for adolescents","volume":"39","author":"Lei","year":"2007","journal-title":"Acta Psychologica Sinica"},{"key":"ref_23","first-page":"411","article-title":"Maternal psychological control and adolescent problematic internet use: The mediating role of maladaptive cognition","volume":"36","author":"Li","year":"2013","journal-title":"Psychological Science (China)"},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"967","DOI":"10.1177\/1745691619863046","article-title":"Parenting and self-control across early to late adolescence: A three-level meta-analysis","volume":"14","author":"Li","year":"2019","journal-title":"Perspectives on Psychological Science"},{"key":"ref_25","first-page":"1715","article-title":"The relationship between parenting styles, self-esteem and college students\u2019 Internet addiction","volume":"22","author":"Li","year":"2014","journal-title":"China Journal of Health Psychology"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"104928","DOI":"10.1016\/j.chiabu.2021.104928","article-title":"Association of harsh parenting and maltreatment with internet addiction, and the mediating role of bullying and social support","volume":"113","author":"Lo","year":"2021","journal-title":"Child Abuse & Neglect"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"107423","DOI":"10.1016\/j.addbeh.2022.107423","article-title":"The associations of adolescent problematic internet use with parenting: A meta-analysis","volume":"135","author":"Hrabec","year":"2022","journal-title":"Addictive Behaviors"},{"key":"ref_28","first-page":"788","article-title":"The impact of parental harsh parenting on mobile phone addiction among rural junior high school students: The chain mediating effect of rumination and psychological resilience","volume":"32","author":"Ma","year":"2024","journal-title":"China Journal of Health Psychology"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"2376","DOI":"10.1016\/j.chb.2012.07.009","article-title":"Structure and function of maladaptive cognitions in Pathological Internet Use among Chinese adolescents","volume":"28","author":"Mai","year":"2012","journal-title":"Computers in Human Behavior"},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"504","DOI":"10.1111\/jonm.12948","article-title":"From envy to social anxiety and rumination: How social media site addiction triggers task distraction amongst nurses","volume":"28","author":"Majid","year":"2020","journal-title":"Journal of Nursing Management"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"133","DOI":"10.1089\/109493103321640329","article-title":"The relationship between Internet activities and depressive symptoms in a sample of college freshmen","volume":"6","author":"Morgan","year":"2003","journal-title":"CyberPsychology & Behavior"},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"327","DOI":"10.1089\/cpb.2008.0321","article-title":"Factors influencing internet addiction in a sample of freshmen university students in China","volume":"12","author":"Ni","year":"2009","journal-title":"CyberPsychology & Behavior"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"400","DOI":"10.1111\/j.1745-6924.2008.00088.x","article-title":"Rethinking rumination","volume":"3","author":"Lyubomirsky","year":"2008","journal-title":"Perspectives on Psychological Science"},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"377","DOI":"10.1037\/0012-1649.31.3.377","article-title":"Helplessness in children of depressed and nondepressed mothers","volume":"31","author":"Wolfson","year":"1995","journal-title":"Developmental Psychology"},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1037\/dev0000406","article-title":"Environmental sensitivity in children: Development of the Highly Sensitive Child Scale and identification of sensitivity groups","volume":"54","author":"Pluess","year":"2018","journal-title":"Developmental Psychology"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"1483","DOI":"10.1007\/s10964-022-01600-w","article-title":"Parental mediation and adolescents\u2019 internet use: The moderating role of parenting style","volume":"51","author":"Ren","year":"2022","journal-title":"Journal of Youth and Adolescence"},{"key":"ref_37","first-page":"511","article-title":"Children\u2019s problematic use of the internet in biological and social context: A one-year longitudinal study","volume":"32","author":"Sebre","year":"2023","journal-title":"Journal of Child and Family Studies"},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"143","DOI":"10.4103\/mjdrdypu.mjdrdypu_329_19","article-title":"Parenting style and personality correlates of internet addiction: A cross-sectional study","volume":"14","author":"Shivam","year":"2021","journal-title":"Medical Journal of Dr. D.Y. Patil Vidyapeeth"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"543","DOI":"10.1037\/dev0000431","article-title":"Sensory processing sensitivity as a marker of differential susceptibility to parenting","volume":"54","author":"Slagt","year":"2018","journal-title":"Developmental Psychology"},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"247","DOI":"10.1023\/A:1023910315561","article-title":"Rumination reconsidered: A psychometric analysis","volume":"27","author":"Treynor","year":"2003","journal-title":"Cognitive Therapy and Research"},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"90","DOI":"10.3724\/SP.J.1041.2014.00090","article-title":"The impact of parental conflict on adolescent depression and social anxiety: Based on cognitive-contextual theory and emotional security theory","volume":"46","author":"Wang","year":"2014","journal-title":"Acta Psychologica Sinica"},{"key":"ref_42","first-page":"1367","article-title":"The environmental sensitivity model of child development: An integrated perspective","volume":"45","author":"Wang","year":"2022","journal-title":"Psychological Science (China)"},{"key":"ref_43","first-page":"36","article-title":"Differential environmental sensitivity in child development: Theory and evidence","volume":"(4)","author":"Wang","year":"2020","journal-title":"Journal of Beijing Normal University (Social Sciences Edition)"},{"key":"ref_44","first-page":"399","article-title":"The effect of left-behind experience on Internet addiction in adolescents: From the perspective of the cognitive-behavioral model of pathological Internet use","volume":"38","author":"Wei","year":"2022","journal-title":"Psychological Development and Education"},{"key":"ref_45","first-page":"3559","article-title":"A Meta-analysis of the relationship between Internet addiction and parenting style among adolescents in China","volume":"44","author":"Wei","year":"2017","journal-title":"Modern Preventive Medicine"},{"key":"ref_46","unstructured":"Zhang, H., Hu, N., and Ning, M. (2023). The impact of rural adolescents\u2019 Internet use time on academic performance: Based on the moderating effect of parenting style. Journal of Agrotechnical Economics, 70\u201385."},{"key":"ref_47","first-page":"279","article-title":"The impact of Internet addiction on college students\u2019 academic stress: The mediating role of sleep quality and self-control","volume":"40","author":"Zhang","year":"2024","journal-title":"Psychological Development and Education"},{"key":"ref_48","first-page":"747","article-title":"\u201cVulnerability\u201d or \u201cplasticity\u201d: The differential susceptibility model","volume":"24","author":"Zhou","year":"2016","journal-title":"Chinese Journal of Clinical Psychology"}],"container-title":["Behavioral Sciences"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2076-328X\/15\/11\/1549\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,14]],"date-time":"2025-11-14T09:35:03Z","timestamp":1763112903000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2076-328X\/15\/11\/1549"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,11,13]]},"references-count":48,"journal-issue":{"issue":"11","published-online":{"date-parts":[[2025,11]]}},"alternative-id":["bs15111549"],"URL":"https:\/\/doi.org\/10.3390\/bs15111549","relation":{},"ISSN":["2076-328X"],"issn-type":[{"value":"2076-328X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,11,13]]}}}