Katie M. Thurson, R. Gagnon, B. Garst, I. Sharaievska
{"title":"数字休闲背景下的疫苗犹豫、家长担忧和新冠肺炎:对辍学时间的影响","authors":"Katie M. Thurson, R. Gagnon, B. Garst, I. Sharaievska","doi":"10.1080/00222216.2023.2174058","DOIUrl":null,"url":null,"abstract":"Abstract Due to the increasing prevalence of parental vaccine hesitancy or refusal, it is important to understand parental motives for vaccine hesitancy. This study examines social media conversations and commentaries regarding concerns about parenting, vaccine hesitancy, and the COVID-19 pandemic within an in-person leisure and recreation context: out-of-school time (OST) programs. A generative, probabilistic Bayesian machine learning model was used to analyze 31,925 tweets and group them into seven categories: Government, Feelings, School, Public Health, Christmas, Risk and Safety, and Families. As a result, recommendations for research and practice are discussed in connection to both OST programs and digital leisure, including a diverse range of vaccine hesitancy motivations related to children and parents, communication management strategies for OST professionals, and the impact of the politization of leisure in a digital leisure context.","PeriodicalId":51428,"journal":{"name":"Journal of Leisure Research","volume":"54 1","pages":"286 - 307"},"PeriodicalIF":2.5000,"publicationDate":"2023-02-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Vaccine hesitancy, parental concerns, and COVID-19 in a digital leisure context: Implications for out-of-school time\",\"authors\":\"Katie M. Thurson, R. Gagnon, B. Garst, I. Sharaievska\",\"doi\":\"10.1080/00222216.2023.2174058\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Abstract Due to the increasing prevalence of parental vaccine hesitancy or refusal, it is important to understand parental motives for vaccine hesitancy. This study examines social media conversations and commentaries regarding concerns about parenting, vaccine hesitancy, and the COVID-19 pandemic within an in-person leisure and recreation context: out-of-school time (OST) programs. A generative, probabilistic Bayesian machine learning model was used to analyze 31,925 tweets and group them into seven categories: Government, Feelings, School, Public Health, Christmas, Risk and Safety, and Families. As a result, recommendations for research and practice are discussed in connection to both OST programs and digital leisure, including a diverse range of vaccine hesitancy motivations related to children and parents, communication management strategies for OST professionals, and the impact of the politization of leisure in a digital leisure context.\",\"PeriodicalId\":51428,\"journal\":{\"name\":\"Journal of Leisure Research\",\"volume\":\"54 1\",\"pages\":\"286 - 307\"},\"PeriodicalIF\":2.5000,\"publicationDate\":\"2023-02-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Leisure Research\",\"FirstCategoryId\":\"90\",\"ListUrlMain\":\"https://doi.org/10.1080/00222216.2023.2174058\",\"RegionNum\":2,\"RegionCategory\":\"社会学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"HOSPITALITY, LEISURE, SPORT & TOURISM\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Leisure Research","FirstCategoryId":"90","ListUrlMain":"https://doi.org/10.1080/00222216.2023.2174058","RegionNum":2,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"HOSPITALITY, LEISURE, SPORT & TOURISM","Score":null,"Total":0}
Vaccine hesitancy, parental concerns, and COVID-19 in a digital leisure context: Implications for out-of-school time
Abstract Due to the increasing prevalence of parental vaccine hesitancy or refusal, it is important to understand parental motives for vaccine hesitancy. This study examines social media conversations and commentaries regarding concerns about parenting, vaccine hesitancy, and the COVID-19 pandemic within an in-person leisure and recreation context: out-of-school time (OST) programs. A generative, probabilistic Bayesian machine learning model was used to analyze 31,925 tweets and group them into seven categories: Government, Feelings, School, Public Health, Christmas, Risk and Safety, and Families. As a result, recommendations for research and practice are discussed in connection to both OST programs and digital leisure, including a diverse range of vaccine hesitancy motivations related to children and parents, communication management strategies for OST professionals, and the impact of the politization of leisure in a digital leisure context.