Papers
Topics
Authors
Recent
Gemini 2.5 Flash
Gemini 2.5 Flash
119 tokens/sec
GPT-4o
56 tokens/sec
Gemini 2.5 Pro Pro
43 tokens/sec
o3 Pro
6 tokens/sec
GPT-4.1 Pro
47 tokens/sec
DeepSeek R1 via Azure Pro
28 tokens/sec
2000 character limit reached

Who can help me? Reconstructing users' psychological journeys in depression-related social media interactions (2311.17684v2)

Published 29 Nov 2023 in cs.SI and cs.CY

Abstract: Social media are increasingly being used as self-help boards, where individuals can disclose personal experiences and feelings and look for support from peers or experts. Here we investigate several popular mental health-related Reddit boards about depression while proposing a novel psycho-social framework. We reconstruct users' psychological/linguistic profiles together with their social interactions. We cover a total of 303,016 users, engaging in 378,483 posts and 1,475,044 comments from 01/05/2018 to 01/05/2020. After identifying a network of users' interactions, e.g., who replied to whom, we open an unprecedented window over psycholinguistic, cognitive, and affective digital traces with relevance for mental health research. Through user-generated content, we identify four categories or archetypes of users in agreement with the Patient Health Engagement model: the emotionally turbulent/under blackout, the aroused, the adherent-yet-conflicted, and the eudaimonically hopeful. Analyzing users' transitions over time through conditional Markov processes, we show how these four archetypes are not consecutive stages. We do not find a linear progression or sequential patient journey, where users evolve from struggling to serenity through feelings of conflict. Instead, we find online users to follow spirals towards both negative and positive archetypal stages. Through psychological/linguistic and social network modelling, we can provide compelling quantitative pieces of evidence on how such a complex path unfolds through positive, negative, and conflicting online contexts. Our approach opens the way to data-informed understandings of psychological coping with mental health issues through social media.

Definition Search Book Streamline Icon: https://streamlinehq.com
References (121)
  1. “Social media and depression symptoms: A network perspective.” In Journal of Experimental Psychology: General 148.8 American Psychological Association, 2019, pp. 1454
  2. “Glyphosate based-herbicide exposure affects gut microbiota, anxiety and depression-like behaviors in mice” In Neurotoxicology and teratology 67 Elsevier, 2018, pp. 44–49
  3. Patrick Albus, Andrea Vogt and Tina Seufert “Signaling in virtual reality influences learning outcome and cognitive load” In Computers & Education 166 Elsevier, 2021, pp. 104154
  4. Amelia Aldao, Susan Nolen-Hoeksema and Susanne Schweizer “Emotion-regulation strategies across psychopathology: A meta-analytic review” In Clinical psychology review 30.2 Elsevier, 2010, pp. 217–237
  5. Yvonne Kiera Bartlett and Neil S Coulson “An investigation into the empowerment effects of using online support groups and how this affects health professional/patient communication” In Patient education and counseling 83.1 Elsevier, 2011, pp. 113–119
  6. “Networks beyond pairwise interactions: structure and dynamics” In Physics Reports 874 Elsevier, 2020, pp. 1–92
  7. “The pushshift reddit dataset” In Proceedings of the international AAAI conference on web and social media 14, 2020, pp. 830–839
  8. Yvonne Bergmans, Evelyn Gordon and Rahel Eynan “Surviving moment to moment: The experience of living in a state of ambivalence for those with recurrent suicide attempts” In Psychology and Psychotherapy: Theory, Research and Practice 90.4 Wiley Online Library, 2017, pp. 633–648
  9. Margaret M Bradley and Peter J Lang “Measuring emotion: the self-assessment manikin and the semantic differential” In Journal of behavior therapy and experimental psychiatry 25.1 Elsevier, 1994, pp. 49–59
  10. Charles S Carver and Michael F Scheier “Self-regulation of action and affect” In Handbook of self-regulation: Research, theory, and applications 2, 2004, pp. 3–21
  11. Charles S Carver, Michael F Scheier and Jagdish K Weintraub “Assessing coping strategies: a theoretically based approach.” In Journal of personality and social psychology 56.2 American Psychological Association, 1989, pp. 267
  12. “Social support from church and family members and depressive symptoms among older African Americans” In The American Journal of Geriatric Psychiatry 23.6 Elsevier, 2015, pp. 559–567
  13. “Dynamics of online hate and misinformation” In Scientific reports 11.1 Nature Publishing Group UK London, 2021, pp. 22083
  14. “Scientific foundations of cognitive theory and therapy of depression” Springer, 2000
  15. Andrew Cutler and David M Condon “Deep lexical hypothesis: Identifying personality structure in natural language.” In Journal of Personality and Social Psychology American Psychological Association, 2022
  16. “Echo chambers: Emotional contagion and group polarization on facebook” In Scientific reports 6.1 Nature Publishing Group UK London, 2016, pp. 37825
  17. “Bert: Pre-training of deep bidirectional transformers for language understanding” In arXiv preprint arXiv:1810.04805, 2018
  18. Jennifer R Dunn and Maurice E Schweitzer “Feeling and believing: the influence of emotion on trust.” In Journal of personality and social psychology 88.5 American Psychological Association, 2005, pp. 736
  19. “A systematic review of social media use to discuss and view deliberate self-harm acts” In PloS one 11.5 Public Library of Science San Francisco, CA USA, 2016, pp. e0155813
  20. David E Eagle, Celia F Hybels and Rae Jean Proeschold-Bell “Perceived social support, received social support, and depression among clergy” In Journal of Social and Personal Relationships 36.7 Sage Publications Sage UK: London, England, 2019, pp. 2055–2073
  21. Paul Ekman “Facial expression and emotion.” In American psychologist 48.4 American Psychological Association, 1993, pp. 384
  22. “Passive and active social media use and depressive symptoms among United States adults” In Cyberpsychology, Behavior, and Social Networking 21.7 Mary Ann Liebert, Inc. 140 Huguenot Street, 3rd Floor New Rochelle, NY 10801 USA, 2018, pp. 437–443
  23. Daisy Fancourt, Simon Opher and Cesar Oliveira “Fixed-effects analyses of time-varying associations between hobbies and depression in a longitudinal cohort study: support for social prescribing?” In Psychotherapy and Psychosomatics 89.2 S. Karger AG Basel, Switzerland, 2020, pp. 111–113
  24. “Dasentimental: Detecting depression, anxiety, and stress in texts via emotional recall, cognitive networks, and machine learning” In Big Data and Cognitive Computing 5.4 MDPI, 2021, pp. 77
  25. “Prediction of postpartum depression using machine learning techniques from social media text” In Expert Systems 36.4 Wiley Online Library, 2019, pp. e12409
  26. “Measuring emotional contagion in social media” In PloS one 10.11 Public Library of Science San Francisco, CA USA, 2015, pp. e0142390
  27. Bert Garssen, Anja Visser and Grieteke Pool “Does spirituality or religion positively affect mental health? Meta-analysis of longitudinal studies” In The International Journal for the Psychology of Religion 31.1 Taylor & Francis, 2021, pp. 4–20
  28. “Randomized reference models for temporal networks” In arXiv preprint arXiv:1806.04032, 2018
  29. “Suicidal thoughts, suicidal behaviours and self-harm in daily life: A systematic review of ecological momentary assessment studies” In Digital health 6 SAGE Publications Sage UK: London, England, 2020, pp. 2055207620963958
  30. Matthew Gentzkow, Bryan Kelly and Matt Taddy “Text as data” In Journal of Economic Literature 57.3 American Economic Association 2014 Broadway, Suite 305, Nashville, TN 37203-2425, 2019, pp. 535–574
  31. “Antidepressant medications and weight change: a narrative review” In Obesity 28.11 Wiley Online Library, 2020, pp. 2064–2072
  32. Amit Goldenberg and James J Gross “Digital emotion contagion” In Trends in cognitive sciences 24.4 Elsevier, 2020, pp. 316–328
  33. Guendalina Graffigna, Serena Barello and Giuseppe Riva “How to make health information technology effective: the challenge of patient engagement” In Archives of physical medicine and rehabilitation 94.10 Elsevier, 2013, pp. 2034–2035
  34. Guendalina Graffigna, Serena Barello and Stefano Triberti “Patient engagement: A consumer-centered model to innovate healthcare” Walter de Gruyter GmbH & Co KG, 2016
  35. “Seeking help for depression from family and friends: a qualitative analysis of perceived advantages and disadvantages” In BMC psychiatry 11.1 BioMed Central, 2011, pp. 1–12
  36. Maarten Grootendorst “BERTopic: Neural topic modeling with a class-based TF-IDF procedure” In arXiv preprint arXiv:2203.05794, 2022
  37. “An evaluation of the buffering effects of types and sources of support on depressive symptoms among natural disaster–exposed Chinese adults” In Psychiatry 79.4 Taylor & Francis, 2016, pp. 389–402
  38. Elaine Hatfield, John T Cacioppo and Richard L Rapson “Emotional contagion” In Current directions in psychological science 2.3 Sage Publications Sage CA: Los Angeles, CA, 1993, pp. 96–100
  39. Angela M Hicks and Lisa M Diamond “How was your day? Couples’ affect when telling and hearing daily events” In Personal Relationships 15.2 Wiley Online Library, 2008, pp. 205–228
  40. “Clinical and economic impact of non-adherence to antidepressants in major depressive disorder: a systematic review” In Journal of affective disorders 193 Elsevier, 2016, pp. 1–10
  41. “Stress generation, avoidance coping, and depressive symptoms: a 10-year model.” In Journal of consulting and clinical psychology 73.4 American Psychological Association, 2005, pp. 658
  42. David Huffaker “Dimensions of leadership and social influence in online communities” In Human Communication Research 36.4 Oxford University Press Oxford, UK, 2010, pp. 593–617
  43. “Vader: A parsimonious rule-based model for sentiment analysis of social media text” In Proceedings of the international AAAI conference on web and social media 8.1, 2014, pp. 216–225
  44. “Health behaviours reported as coping strategies: A factor analytical study” In British Journal of Health Psychology 1.3 Wiley Online Library, 1996, pp. 263–281
  45. Jutta Joormann, Matthias Siemer and Ian H Gotlib “Mood regulation in depression: Differential effects of distraction and recall of happy memories on sad mood.” In Journal of abnormal psychology 116.3 American Psychological Association, 2007, pp. 484
  46. “Cognitive network neighborhoods quantify feelings expressed in suicide notes and Reddit mental health communities” In Physica A: Statistical Mechanics and its Applications 610 Elsevier, 2023, pp. 128336
  47. Nur Shazwani Kamarudin, Ghazaleh Beigi and Huan Liu “A Study on Mental Health Discussion through Reddit” In 2021 International Conference on Software Engineering & Computer Systems and 4th International Conference on Computational Science and Information Management (ICSECS-ICOCSIM), 2021, pp. 637–643 IEEE
  48. Betul Keles, Niall McCrae and Annmarie Grealish “A systematic review: the influence of social media on depression, anxiety and psychological distress in adolescents” In International journal of adolescence and youth 25.1 Taylor & Francis, 2020, pp. 79–93
  49. “Social support, ethnicity and mental health in adolescents” In Social psychiatry and psychiatric epidemiology 41 Springer, 2006, pp. 755–760
  50. “Exercise therapy improves both mental and physical health in patients with major depression” In Disability and rehabilitation 37.16 Taylor & Francis, 2015, pp. 1490–1495
  51. Hanna Konttinen “Emotional eating and obesity in adults: the role of depression, sleep and genes” In Proceedings of the Nutrition Society 79.3 Cambridge University Press, 2020, pp. 283–289
  52. Panagiota Koutsimani, Anthony Montgomery and Katerina Georganta “The relationship between burnout, depression, and anxiety: A systematic review and meta-analysis” In Frontiers in psychology 10 Frontiers, 2019, pp. 284
  53. Adam DI Kramer, Jamie E Guillory and Jeffrey T Hancock “Experimental evidence of massive-scale emotional contagion through social networks” In Proceedings of the National Academy of Sciences 111.24 National Acad Sciences, 2014, pp. 8788–8790
  54. Cheryl A Krause-Parello “Pet ownership and older women: the relationships among loneliness, pet attachment support, human social support, and depressed mood” In Geriatric Nursing 33.3 Elsevier, 2012, pp. 194–203
  55. Klaus W Lange, Yukiko Nakamura and Katharina M Lange “Sport and exercise as medicine in the prevention and treatment of depression” In Frontiers in sports and active living 5 Frontiers, 2023, pp. 68
  56. Richard S Lazarus and Susan Folkman “Stress, appraisal, and coping” Springer publishing company, 1984
  57. “Clinical presentations and prognostic factors of a glyphosate—surfactant herbicide intoxication a review of 131 cases” In Academic Emergency Medicine 7.8 Wiley Online Library, 2000, pp. 906–910
  58. “Efficacy of omega-3 PUFAs in depression: a meta-analysis” In Translational psychiatry 9.1 Nature Publishing Group UK London, 2019, pp. 190
  59. Jordan A Litman “The COPE inventory: Dimensionality and relationships with approach-and avoidance-motives and positive and negative traits” In Personality and Individual differences 41.2 Elsevier, 2006, pp. 273–284
  60. Jordan A Litman and George D Lunsford “Frequency of use and impact of coping strategies assessed by the COPE Inventory and their relationships to post-event health and well-being” In Journal of Health Psychology 14.7 Sage Publications Sage UK: London, England, 2009, pp. 982–991
  61. Tina Ljungberg, Emma Bondza and Connie Lethin “Evidence of the importance of dietary habits regarding depressive symptoms and depression” In International journal of environmental research and public health 17.5 MDPI, 2020, pp. 1616
  62. Peter F Lovibond and Sydney H Lovibond “The structure of negative emotional states: Comparison of the Depression Anxiety Stress Scales (DASS) with the Beck Depression and Anxiety Inventories” In Behaviour research and therapy 33.3 Elsevier, 1995, pp. 335–343
  63. Giancarlo Lucchetti, Harold G Koenig and Alessandra Lamas Granero Lucchetti “Spirituality, religiousness, and mental health: A review of the current scientific evidence” In World Journal of Clinical Cases 9.26 Baishideng Publishing Group Inc, 2021, pp. 7620
  64. Hans Peter Luhn “A statistical approach to mechanized encoding and searching of literary information” In IBM Journal of research and development 1.4 IBM, 1957, pp. 309–317
  65. Xiao Ma, Jeff Hancock and Mor Naaman “Anonymity, intimacy and self-disclosure in social media” In Proceedings of the 2016 CHI conference on human factors in computing systems, 2016, pp. 3857–3869
  66. J MacQueen “Classification and analysis of multivariate observations” In 5th Berkeley Symp. Math. Statist. Probability, 1967, pp. 281–297 University of California Los Angeles LA USA
  67. Michelle Maiese “Getting stuck: temporal desituatedness in depression” In Phenomenology and the Cognitive Sciences 17.4 Springer, 2018, pp. 701–718
  68. Ashley M Malooly, Kaitlin M Flannery and Christine McCauley Ohannessian “Coping mediates the association between gender and depressive symptomatology in adolescence” In International Journal of Behavioral Development 41.2 Sage Publications Sage UK: London, England, 2017, pp. 185–197
  69. Leland McInnes, John Healy and Steve Astels “hdbscan: Hierarchical density based clustering.” In J. Open Source Softw. 2.11, 2017, pp. 205
  70. Leland McInnes, John Healy and James Melville “Umap: Uniform manifold approximation and projection for dimension reduction” In arXiv preprint arXiv:1802.03426, 2018
  71. Albert Mehrabian and James A Russell “An approach to environmental psychology.” the MIT Press, 1974
  72. George A Miller “WordNet: a lexical database for English” In Communications of the ACM 38.11 ACM New York, NY, USA, 1995, pp. 39–41
  73. “Language on Reddit Reveals Differential Mental Health Markers for Individuals posting in Immigration Communities” In Proceedings of the 15th ACM Web Science Conference 2023, 2023, pp. 153–162
  74. Saif M Mohammad and Peter D Turney “Crowdsourcing a word–emotion association lexicon” In Computational intelligence 29.3 Wiley Online Library, 2013, pp. 436–465
  75. Saif M. Mohammad “Obtaining Reliable Human Ratings of Valence, Arousal, and Dominance for 20,000 English Words” In Proceedings of The Annual Conference of the Association for Computational Linguistics (ACL), 2018
  76. “In an absolute state: Elevated use of absolutist words is a marker specific to anxiety, depression, and suicidal ideation” In Clinical Psychological Science 6.4 Sage Publications Sage CA: Los Angeles, CA, 2018, pp. 529–542
  77. “Is psychotherapy effective? A re-analysis of treatments for depression” In Epidemiology and psychiatric sciences 28.3 Cambridge University Press, 2019, pp. 268–274
  78. “The future of mental health care: peer-to-peer support and social media” In Epidemiology and psychiatric sciences 25.2 Cambridge University Press, 2016, pp. 113–122
  79. Mark Newman “Networks” Oxford university press, 2018
  80. “To know, to feel, to share? Exploring the motives that drive curiosity for negative content” In Current Opinion in Behavioral Sciences 35 Elsevier, 2020, pp. 56–61
  81. Galit Nimrod “From knowledge to hope: Online depression communities” In International Journal on Disability and Human Development 11, 2012 DOI: 10.1515/ijdhd.2012.009
  82. Allan Paivio “Dual coding theory: Retrospect and current status.” In Canadian Journal of Psychology/Revue canadienne de psychologie 45.3 Canadian Psychological Association, 1991, pp. 255
  83. Jasmine Pang, Esben Strodl and Tian-Po S Oei “The factor structure of the COPE questionnaire in a sample of clinically depressed and anxious adults” In Journal of Psychopathology and Behavioral Assessment 35 Springer, 2013, pp. 264–272
  84. “Change my Mind: Data Driven Estimate of Open-Mindedness from Political Discussions” In Complex Networks and Their Applications XI: Proceedings of The Eleventh International Conference on Complex Networks and Their Applications: COMPLEX NETWORKS 2022—Volume 1, 2023, pp. 86–97 Springer
  85. Igor Pantic “Online social networking and mental health” In Cyberpsychology, Behavior, and Social Networking 17.10 Mary Ann Liebert, Inc. 140 Huguenot Street, 3rd Floor New Rochelle, NY 10801 USA, 2014, pp. 652–657
  86. Crystal L Park and Megan O Iacocca “A stress and coping perspective on health behaviors: theoretical and methodological considerations” In Anxiety, Stress & Coping 27.2 Taylor & Francis, 2014, pp. 123–137
  87. “Exploring social media rumination: associations with bullying, cyberbullying, and distress” In Journal of interpersonal violence 37.5-6 SAGE Publications Sage CA: Los Angeles, CA, 2022, pp. NP3041–NP3061
  88. “Some consequences of de-individuation in a group” In The Journal of Abnormal and Social Psychology 47.2, Suppl American Psychological Association, 1952, pp. 382–389
  89. “What I wish you knew: Insights on burnout, inertia, meltdown, and shutdown from autistic youth” In Frontiers in psychology Frontiers, 2021, pp. 4981
  90. Robert Plutchik “A general psychoevolutionary theory of emotion” In Theories of emotion Elsevier, 1980, pp. 3–33
  91. Jonathan Posner, James A Russell and Bradley S Peterson “The circumplex model of affect: An integrative approach to affective neuroscience, cognitive development, and psychopathology” In Development and psychopathology 17.3 Cambridge University Press, 2005, pp. 715–734
  92. “Effects of music and music therapy on mood in neurological patients” In World journal of psychiatry 5.1 Baishideng Publishing Group Inc, 2015, pp. 68
  93. “Building the perfect curse word: A psycholinguistic investigation of the form and meaning of taboo words” In Psychonomic Bulletin & Review 27 Springer, 2020, pp. 139–148
  94. Clarissa ME Richardson “Emotion regulation in the context of daily stress: Impact on daily affect” In Personality and Individual Differences 112 Elsevier, 2017, pp. 150–156
  95. Alfredo Rodríguez-Fuertes, Pedro Reinares-Lara and Blanca Garcia-Henche “Incorporation of the emotional indicators of the patient journey into healthcare organization management” In Health Expectations 26.1 Wiley Online Library, 2023, pp. 297–306
  96. “What’s the role of perceived social support and coping styles in depression and anxiety?” In Journal of research in medical sciences: the official journal of Isfahan University of Medical Sciences 19.10 Wolters Kluwer–Medknow Publications, 2014, pp. 944
  97. “Community discovery in dynamic networks: a survey” In ACM computing surveys (CSUR) 51.2 ACM New York, NY, USA, 2018, pp. 1–37
  98. Susan Roth and Lawrence J Cohen “Approach, avoidance, and coping with stress.” In American psychologist 41.7 American Psychological Association, 1986, pp. 813
  99. Stephanie Rude, Eva-Maria Gortner and James Pennebaker “Language use of depressed and depression-vulnerable college students” In Cognition & Emotion 18.8 Taylor & Francis, 2004, pp. 1121–1133
  100. James A Russell “A circumplex model of affect.” In Journal of personality and social psychology 39.6 American Psychological Association, 1980, pp. 1161
  101. “Data set creation and empirical analysis for detecting signs of depression from social media postings” In Computational Intelligence in Data Science: 5th IFIP TC 12 International Conference, ICCIDS 2022, Virtual Event, March 24–26, 2022, Revised Selected Papers, 2022, pp. 136–151 Springer
  102. “Analyzing the changing landscape of the Covid-19 vaccine debate on Twitter” In Social Network Analysis and Mining 13.1 Springer, 2023, pp. 115
  103. Coumaravelou Saravanan, Mardiana Mohamad and Alizi Alias “Coping strategies used by international students who recovered from homesickness and depression in Malaysia” In International journal of intercultural relations 68 Elsevier, 2019, pp. 77–87
  104. W Buunk Schaufeli and BP Buunk “Burnout: An overview of 25 years of research and theorizing. MJ Schabracq, JAM Winnubst, CL Cooper (Eds.), Handbook of work and health psychology (pp. 383-425)” Chichester: Wiley, 2002
  105. Felipe Barreto Schuch and Brendon Stubbs “The role of exercise in preventing and treating depression” In Current sports medicine reports 18.8 LWW, 2019, pp. 299–304
  106. “Evolution of reddit: from the front page of the internet to a self-referential community?” In Proceedings of the 23rd international conference on world wide web, 2014, pp. 517–522
  107. Joshua M Smyth, James W Pennebaker and Danielle Arigo “What are the health effects of disclosure” In Handbook of health psychology 175, 2012
  108. Karen Sparck Jones “A statistical interpretation of term specificity and its application in retrieval” In Journal of documentation 28.1 MCB UP Ltd, 1972, pp. 11–21
  109. Massimo Stella “Cognitive network science for understanding online social cognitions: A brief review” In Topics in Cognitive Science 14.1 Wiley Online Library, 2022, pp. 143–162
  110. Massimo Stella, Emilio Ferrara and Manlio De Domenico “Bots increase exposure to negative and inflammatory content in online social systems” In Proceedings of the National Academy of Sciences 115.49 National Acad Sciences, 2018, pp. 12435–12440
  111. A Stephan “Enactive emotion and impaired agency in depression” In Journal of Consciousness Studies 20.7-8 Imprint Academic, 2013, pp. 33–55
  112. “Sleep problems and depression among 237 023 community-dwelling adults in 46 low-and middle-income countries” In Scientific reports 9.1 Nature Publishing Group UK London, 2019, pp. 12011
  113. Jingyun Tang, Guang Yu and Xiaoxu Yao “Emotional contagion in the online depression community” In Healthcare 9.12, 2021, pp. 1609 Multidisciplinary Digital Publishing Institute
  114. Yla R Tausczik and James W Pennebaker “The psychological meaning of words: LIWC and computerized text analysis methods” In Journal of language and social psychology 29.1 Sage Publications Sage CA: Los Angeles, CA, 2010, pp. 24–54
  115. “A meta-analysis of the prevalence of different functions of non-suicidal self-injury” In Journal of affective disorders 227 Elsevier, 2018, pp. 759–769
  116. “Revealing semantic and emotional structure of suicide notes with cognitive network science” In Scientific reports 11.1 Nature Publishing Group UK London, 2021, pp. 19423
  117. Michele M Tugade and Barbara L Fredrickson “Resilient individuals use positive emotions to bounce back from negative emotional experiences.” In Journal of personality and social psychology 86.2 American Psychological Association, 2004, pp. 320
  118. Jana Uher “Personality psychology: Lexical approaches, assessment methods, and trait concepts reveal only half of the story—Why it is time for a paradigm shift” In Integrative Psychological and Behavioral Science 47 Springer, 2013, pp. 1–55
  119. Jeroen JG Van Merrienboer and John Sweller “Cognitive load theory and complex learning: Recent developments and future directions” In Educational psychology review 17 Springer, 2005, pp. 147–177
  120. Ad JJM Vingerhoets, Lauren M Bylsma and Cornelis De Vlam “Swearing: A biopsychosocial perspective” In Psihologijske teme 22.2 Filozofski fakultet u Rijeci, 2013, pp. 287–304
  121. Yung-Shen Yen “Factors enhancing the posting of negative behavior in social media and its impact on venting negative emotions” In Management Decision 54.10 Emerald Group Publishing Limited, 2016, pp. 2462–2484
User Edit Pencil Streamline Icon: https://streamlinehq.com
Authors (7)
  1. Virginia Morini (10 papers)
  2. Salvatore Citraro (19 papers)
  3. Elena Sajno (1 paper)
  4. Maria Sansoni (1 paper)
  5. Giuseppe Riva (3 papers)
  6. Massimo Stella (40 papers)
  7. Giulio Rossetti (41 papers)
Citations (1)
View on Semantic Scholar

Summary

We haven't generated a summary for this paper yet.

Ai Sparkles Streamline Icon: https://streamlinehq.com Summarize Now
X Twitter Logo Streamline Icon: https://streamlinehq.com

Tweets