{"title":"中国在线癌症日记中的癌症框架和心理特征:一项混合方法研究","authors":"Lisai Yu , Yuhang Li , Chenghui Wu","doi":"10.1016/j.socscimed.2025.118120","DOIUrl":null,"url":null,"abstract":"<div><div>Drawing upon previous research, this paper creatively combines different methods to conduct text analysis of cancer diaries related to cancer treatment on Chinese social media Weibo, and explores the sentiment, adoption of cancer frames, and psychological aspects of language. Initially, sentiment analysis technology is employed to investigate the sentiment in cancer diaries. Subsequently, the cancer frames in the text data are encoded, and similarity analysis is conducted to depict the associations among different frames. Lastly, the psycholinguistic dictionary of Linguistic Inquiry and Word Count (LIWC) and Multiple Correspondence Analysis (MCA) are utilized to explore the multivariate associations among different sentiment orientations, frames, and psychological states. Our study aims to aid in understanding the concerns and communication of patient groups regarding the cancer treatment process, provide actionable insights for healthcare professionals and researchers to better understand patient experiences and improve cancer care communication.</div></div>","PeriodicalId":49122,"journal":{"name":"Social Science & Medicine","volume":"377 ","pages":"Article 118120"},"PeriodicalIF":4.9000,"publicationDate":"2025-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Cancer framing and psychological characteristics in online cancer diaries: A mixed-methods study in China\",\"authors\":\"Lisai Yu , Yuhang Li , Chenghui Wu\",\"doi\":\"10.1016/j.socscimed.2025.118120\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Drawing upon previous research, this paper creatively combines different methods to conduct text analysis of cancer diaries related to cancer treatment on Chinese social media Weibo, and explores the sentiment, adoption of cancer frames, and psychological aspects of language. Initially, sentiment analysis technology is employed to investigate the sentiment in cancer diaries. Subsequently, the cancer frames in the text data are encoded, and similarity analysis is conducted to depict the associations among different frames. Lastly, the psycholinguistic dictionary of Linguistic Inquiry and Word Count (LIWC) and Multiple Correspondence Analysis (MCA) are utilized to explore the multivariate associations among different sentiment orientations, frames, and psychological states. Our study aims to aid in understanding the concerns and communication of patient groups regarding the cancer treatment process, provide actionable insights for healthcare professionals and researchers to better understand patient experiences and improve cancer care communication.</div></div>\",\"PeriodicalId\":49122,\"journal\":{\"name\":\"Social Science & Medicine\",\"volume\":\"377 \",\"pages\":\"Article 118120\"},\"PeriodicalIF\":4.9000,\"publicationDate\":\"2025-04-24\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Social Science & Medicine\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0277953625004502\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Social Science & Medicine","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0277953625004502","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH","Score":null,"Total":0}
Cancer framing and psychological characteristics in online cancer diaries: A mixed-methods study in China
Drawing upon previous research, this paper creatively combines different methods to conduct text analysis of cancer diaries related to cancer treatment on Chinese social media Weibo, and explores the sentiment, adoption of cancer frames, and psychological aspects of language. Initially, sentiment analysis technology is employed to investigate the sentiment in cancer diaries. Subsequently, the cancer frames in the text data are encoded, and similarity analysis is conducted to depict the associations among different frames. Lastly, the psycholinguistic dictionary of Linguistic Inquiry and Word Count (LIWC) and Multiple Correspondence Analysis (MCA) are utilized to explore the multivariate associations among different sentiment orientations, frames, and psychological states. Our study aims to aid in understanding the concerns and communication of patient groups regarding the cancer treatment process, provide actionable insights for healthcare professionals and researchers to better understand patient experiences and improve cancer care communication.
期刊介绍:
Social Science & Medicine provides an international and interdisciplinary forum for the dissemination of social science research on health. We publish original research articles (both empirical and theoretical), reviews, position papers and commentaries on health issues, to inform current research, policy and practice in all areas of common interest to social scientists, health practitioners, and policy makers. The journal publishes material relevant to any aspect of health from a wide range of social science disciplines (anthropology, economics, epidemiology, geography, policy, psychology, and sociology), and material relevant to the social sciences from any of the professions concerned with physical and mental health, health care, clinical practice, and health policy and organization. We encourage material which is of general interest to an international readership.