Bi-directional emotional contagion: An analysis of chinese parents’ social media data

Alan, 2021, Distance education during the COVID-19 pandemic in Turkey: identifying the needs of early childhood educators, Early Childhood Educ J, 10.1007/s10643-021-01197-y Shaw, 2021, COVID-19 and remote learning: experiences of parents supporting children with special needs and disability during the pandemic, Education, 3 Arnott, 2020, Multimodal lifeworlds: pedagogies for play inquiries and explorations, J Early Childhood Educ Res, 9, 124 Bigras, 2021, Early childhood educators’ perceptions of their emotional state, relationships with parents, challenges, and opportunities during the early stage of the pandemic, Early Childhood Educ J, 10.1007/s10643-021-01224-y Collie, 2021, COVID-19 and teachers’ somatic burden, stress, and emotional exhaustion: examining the role of principal leadership and workplace buoyancy, AERA Open, 7, 10.1177/2332858420986187 Forteza-Forteza, 2021, Inclusion, dyslexia, emotional state and learning: perceptions of Ibero-American Children with dyslexia and their parents during the COVID-19 lockdown, Sustainability, 13 Wu, 2021, School-based training for sustainable emotional development in Chinese preschoolers: a quasi-experiment study, Sustainability, 13 Fosco, 2013, Capturing the family context of emotion regulation, J Fam Issues, 34, 557, 10.1177/0192513X12445889 Grossard, 2018, Children facial expression production: influence of age, gender, emotion subtype, elicitation condition and culture, Front Psychol, 9, 10.3389/fpsyg.2018.00446 Slot, 2017, Preschoolers' cognitive and emotional self-regulation in pretend play: relations with executive functions and quality of play, Infant Child Dev, 26 Hudon-ven der Buhs, 2018, The examination of emotional facial expressions within parent–child and sibling interactive contexts: a systematic review, Marriage Fam Rev, 54, 209, 10.1080/01494929.2017.1347549 Herrando, 2021, Emotional contagion: a brief overview and future directions, Front Psychol, 12 Kuang, 2019, Universality vs. cultural specificity in the relations among emotional contagion, emotion regulation, and mood state: an emotion process perspective, Front Psychol, 10, 10.3389/fpsyg.2019.00186 Sasaki, 2021, Investigating the occurrence of selfie-based emotional contagion over social network, Soc Netw Anal Min, 11, 10.1007/s13278-020-00712-0 Chi, 2019, Well-being contagion in the family: transmission of happiness and distress between parents and children, Child Indic Res, 12, 2189, 10.1007/s12187-019-09636-4 Nalipay, 2020, Why do girls do better in reading than boys? How parental emotional contagion explains gender differences in reading achievement, Psychol Sch, 57, 310, 10.1002/pits.22330 Dong, 2020, Young children's online learning during COVID-19 pandemic: chinese parents’ beliefs and attitudes, Child Youth Serv Rev, 118, 10.1016/j.childyouth.2020.105440 Garbe, 2020, Parents’ experiences with remote education during COVID-19 school closures, Am J Qualitat Res, 4, 45 Lau, 2020, Parents’ views on young children's distance learning and screen time during COVID-19 class suspension in Hong Kong, Early Educ Dev, 32, 863, 10.1080/10409289.2020.1843925 Zhu, 2018, Geo-tagged social media data-based analytical approach for perceiving impacts of social events, ISPRS Int J Geoinf, 8 Xu, 2019, A new cluster computing technique for social media data analysis, Cluster Comput, 22, 2731, 10.1007/s10586-017-1436-9 Sloan, 2017 Rodriguez, 2020, A computational social science perspective on qualitative data exploration: using topic models for the descriptive analysis of social media data*, J Technol Hum Serv, 38, 54, 10.1080/15228835.2019.1616350 Thelwall, 2016, Sentiment analysis, 545 Stieglitz, 2018, Social media analytics – challenges in topic discovery, data collection, and data preparation, Int J Inf Manage, 39, 156, 10.1016/j.ijinfomgt.2017.12.002 Gross, 1993, Emotional suppression: physiology, self-report, and expressive behavior, J Pers Soc Psychol, 64, 970, 10.1037/0022-3514.64.6.970 Gross, 2019, Expressive suppression of negative emotions in children and adolescents: theory, data, and a guide for future research, Dev Psychol, 55, 1938, 10.1037/dev0000722 Kuo, 2021, The moderating effects of anger suppression and anger expression on cognitive behavioral group therapy and mindfulness-based stress reduction among individuals with social anxiety disorder, J Affect Disord, 285, 127, 10.1016/j.jad.2021.02.022 Bryant, 2011, Dream rebound of suppressed emotional thoughts: the influence of cognitive load, Conscious Cogn, 20, 515, 10.1016/j.concog.2010.11.004 Butler, 2007, Emotion regulation and culture: are the social consequences of emotion suppression culture-specific?, Emotion, 7, 30, 10.1037/1528-3542.7.1.30 Farmer, 2012, Social anxiety and emotion regulation in daily life: spillover effects on positive and negative social events, Cogn Behav Ther, 41, 152, 10.1080/16506073.2012.666561 Matsumoto, 2008, Mapping expressive differences around the world, J Cross Cult Psychol, 39, 55, 10.1177/0022022107311854 Tao, 2010, Parental reactions to children's negative emotions: prospective relations to Chinese children's psychological adjustment, J Fam Psychol, 24, 135, 10.1037/a0018974 Wei, 2013, Suppression and interpersonal harmony: a cross-cultural comparison between Chinese and European Americans, J Couns Psychol, 60, 625, 10.1037/a0033413 Christakis, 2013, Social contagion theory: examining dynamic social networks and human behavior, Stat Med, 32, 556, 10.1002/sim.5408 Lee, 2021, The superstar social media influencer: exploiting linguistic style and emotional contagion over content?, J Bus Res, 132, 860, 10.1016/j.jbusres.2020.11.014 Rosenbusch, 2019, Multilevel emotion transfer on youtube: disentangling the effects of emotional contagion and homophily on video audiences, Soc Psychol Personal Sci, 10, 1028, 10.1177/1948550618820309 Geangu, 2010, Contagious crying beyond the first days of life, Infant Behavior Develop, 33, 279, 10.1016/j.infbeh.2010.03.004 Panksepp, 2013, Toward a cross-species understanding of empathy, Trends Neurosci., 36, 489, 10.1016/j.tins.2013.04.009 Prochazkova, 2017, Connecting minds and sharing emotions through mimicry: a neurocognitive model of emotional contagion, Neurosci Biobehav Rev, 80, 99, 10.1016/j.neubiorev.2017.05.013 Du, 2011, Multiple emotional contagions in service encounters, J Acad Mark Sci, 39, 449, 10.1007/s11747-010-0210-9 Hoffman, 2001 Hennig-Thurau, 2006, Are all smiles created equal? How emotional contagion and emotional labor affect service relationships, J Mark, 70, 58, 10.1509/jmkg.70.3.058 Volonte, 2016, Effects of virtual human appearance fidelity on emotion contagion in affective inter-personal simulations, IEEE Trans Vis Comput Graph, 22, 1326, 10.1109/TVCG.2016.2518158 Yanxiang, 2014, Effects of virtual human animation on emotion contagion in simulated inter-personal experiences, IEEE Trans Vis Comput Graph, 20, 626, 10.1109/TVCG.2014.19 King, 2020, Mindsets are contagious: the social contagion of implicit theories of intelligence among classmates, Br J Educ Psychol, 90, 349, 10.1111/bjep.12285 Mendoza, 2020, The social contagion of student engagement in school, Sch Psychol Int, 41, 454, 10.1177/0143034320946803 King, 2017, Happy classes make happy students: classmates' well-being predicts individual student well-being, J Sch Psychol, 65, 116, 10.1016/j.jsp.2017.07.004 King, 2020, Achievement goal contagion: mastery and performance goals spread among classmates, Social Psychol Educ, 23, 795, 10.1007/s11218-020-09559-x Oberle, 2016, Stress contagion in the classroom? The link between classroom teacher burnout and morning cortisol in elementary school students, Soc Sci Med, 159, 30, 10.1016/j.socscimed.2016.04.031 Carpenter, 2021, Sharing and self-promoting: an analysis of educator tweeting at the onset of the COVID-19 pandemic, Comput Educ Open, 2, 10.1016/j.caeo.2021.100038 Mirosa, 2018, Content analysis of the ‘Clean Your Plate Campaign’ on Sina Weibo, J Food Products Market, 24, 539, 10.1080/10454446.2018.1472696 Yu, 2020, Sentiment analysis for news and social media in COVID-19, EM-GIS '20, 6, 1 Cvetojevic, 2018, Analyzing the spread of tweets in response to Paris attacks, Comput Environ Urban Syst, 71, 14, 10.1016/j.compenvurbsys.2018.03.010 Reynard, 2019, Harnessing the power of machine learning: can Twitter data be useful in guiding resource allocation decisions during a natural disaster?, Transport Res Part D, 77, 449, 10.1016/j.trd.2019.03.002 Singh, 2016, Role of text pre-processing in Twitter sentiment analysis, Procedia Comput Sci, 89, 549, 10.1016/j.procs.2016.06.095 Sun, J. (2012). Jieba chinese word segmentation tool. https://github.com/fxsjy/jieba. Kramer, 2014, Experimental evidence of massive-scale emotional contagion through social networks, Proc Natl Acad Sci, 111, 8788, 10.1073/pnas.1320040111 Bagić Babac, 2016, A sentiment analysis of who participates, how and why, at social media sport websites: how differently men and women write about football, Online Inform Rev, 40, 814, 10.1108/OIR-02-2016-0050 Georgakopoulou, 2015, Sharing as rescripting: place manipulations on YouTube between narrative and social media affordances, Discourse, Context Media, 9, 64, 10.1016/j.dcm.2015.07.002 Georgakopoulou, 2016, Small stories research: a narrative paradigm for the analysis of social media, 266 Miles, 2014 Mitchell, J.C. (1984). Typicality and the case study. Ethnographic research: a guide to general conduct. Murthy, 2017, The ontology of tweets: mixed-method approaches to the study of Twitter, 559 Creswell, 2016 Marshall, 1979, Affective consequences of inadequately explained physiological arousal, J Pers Soc Psychol, 37, 970, 10.1037/0022-3514.37.6.970 Else-Quest, 2008, Mother and child emotions during mathematics homework, Mathemat Think Learning, 10, 5, 10.1080/10986060701818644 Zhu, 2021, The impact of social distancing during COVID-19: a conditional process model of negative emotions, alienation, affective disorders, and post-traumatic stress disorder, J Affect Disord, 281, 131, 10.1016/j.jad.2020.12.004 Goldenberg, 2020, Digital emotion contagion, Trends Cogn Sci (Regul Ed), 24, 316, 10.1016/j.tics.2020.01.009 Hochschild, 1979, Emotion work, feeling rules, and social structure, Am J Soc, 85, 551, 10.1086/227049 Fredrickson, 2003, What good are positive emotions in crises? A prospective study of resilience and emotions following the terrorist attacks on the United States on September 11th, 2001, J Pers Soc Psychol, 84, 365, 10.1037/0022-3514.84.2.365 Tugade, 2007, Regulation of positive emotions: emotion regulation strategies that promote resilience, J Happiness Stud, 8, 311, 10.1007/s10902-006-9015-4 Holiday, 2020, Sharenting and the extended self: self-representation in parents’ Instagram presentations of their children, Pop Commun, 20, 1