Emma Soneson, Mina Fazel, Puneetha S Goli, Simon R White
{"title":"青少年对敏感数据敏感吗?探索学生在健康研究中对隐私、保密和数据使用的关注。","authors":"Emma Soneson, Mina Fazel, Puneetha S Goli, Simon R White","doi":"10.1016/j.jadohealth.2025.03.004","DOIUrl":null,"url":null,"abstract":"<p><strong>Purpose: </strong>We quantitively explored adolescents' concerns about privacy, confidentiality, and data use in health research and their potential impact on the accuracy of self-report data.</p><p><strong>Methods: </strong>We analyzed data from 17,729 secondary school students who participated in the 2023 OxWell Student Survey. The survey assessed 5 concerns about privacy, confidentiality, and data use and asked students whether these concerns impacted the accuracy of their answers. We calculated the proportions who (a) endorsed each concern and (b) reported inaccuracies associated with their concern(s). We then examined associations of concerns and self-reported inaccuracies with nonresponse and score distributions on sensitive measures of mental illness (depression/anxiety and disordered eating) and adversity (child maltreatment) using logistic regression.</p><p><strong>Results: </strong>46.0% (8,160/17,729) of students endorsed ≥1 concern, and of these, 29.2% (2,379/8,160) reported associated inaccuracies. Relative to boys, concerns were more common amongst gender diverse adolescents (adjusted odds ratio [aOR] = 5.71, 95% confidence interval [CI] 4.40-7.48), gender nondisclosing adolescents (aOR = 4.36, 95% CI 3.62-5.26), and girls (aOR = 2.52, 95% CI 2.36-2.69), with smaller differences in self-reported inaccuracies. Students with self-reported inaccuracies were significantly more likely to have nonresponse on the 3 measures of mental illness and adversity (aORs = 1.53-3.38), whilst score distributions on those measures varied substantially according to whether students reported concerns.</p><p><strong>Discussion: </strong>Concerns about privacy, confidentiality, and data use were common amongst student participants, as were self-reported inaccuracies. Substantial differences in nonresponse and score distributions on sensitive measures highlight potential impacts of these concerns. Co-designing and implementing strategies to address these concerns might help to support evidence-based decision-making by improving representativeness and data quality in adolescent health research.</p>","PeriodicalId":56278,"journal":{"name":"Journal of Adolescent Health","volume":" ","pages":""},"PeriodicalIF":5.5000,"publicationDate":"2025-05-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Are Adolescents Sensitive About Sensitive Data? Exploring Student Concerns About Privacy, Confidentiality, and Data Use in Health Research.\",\"authors\":\"Emma Soneson, Mina Fazel, Puneetha S Goli, Simon R White\",\"doi\":\"10.1016/j.jadohealth.2025.03.004\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Purpose: </strong>We quantitively explored adolescents' concerns about privacy, confidentiality, and data use in health research and their potential impact on the accuracy of self-report data.</p><p><strong>Methods: </strong>We analyzed data from 17,729 secondary school students who participated in the 2023 OxWell Student Survey. The survey assessed 5 concerns about privacy, confidentiality, and data use and asked students whether these concerns impacted the accuracy of their answers. We calculated the proportions who (a) endorsed each concern and (b) reported inaccuracies associated with their concern(s). We then examined associations of concerns and self-reported inaccuracies with nonresponse and score distributions on sensitive measures of mental illness (depression/anxiety and disordered eating) and adversity (child maltreatment) using logistic regression.</p><p><strong>Results: </strong>46.0% (8,160/17,729) of students endorsed ≥1 concern, and of these, 29.2% (2,379/8,160) reported associated inaccuracies. Relative to boys, concerns were more common amongst gender diverse adolescents (adjusted odds ratio [aOR] = 5.71, 95% confidence interval [CI] 4.40-7.48), gender nondisclosing adolescents (aOR = 4.36, 95% CI 3.62-5.26), and girls (aOR = 2.52, 95% CI 2.36-2.69), with smaller differences in self-reported inaccuracies. Students with self-reported inaccuracies were significantly more likely to have nonresponse on the 3 measures of mental illness and adversity (aORs = 1.53-3.38), whilst score distributions on those measures varied substantially according to whether students reported concerns.</p><p><strong>Discussion: </strong>Concerns about privacy, confidentiality, and data use were common amongst student participants, as were self-reported inaccuracies. Substantial differences in nonresponse and score distributions on sensitive measures highlight potential impacts of these concerns. Co-designing and implementing strategies to address these concerns might help to support evidence-based decision-making by improving representativeness and data quality in adolescent health research.</p>\",\"PeriodicalId\":56278,\"journal\":{\"name\":\"Journal of Adolescent Health\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":5.5000,\"publicationDate\":\"2025-05-14\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Adolescent Health\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1016/j.jadohealth.2025.03.004\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"PEDIATRICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Adolescent Health","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1016/j.jadohealth.2025.03.004","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PEDIATRICS","Score":null,"Total":0}
引用次数: 0
摘要
目的:我们定量探讨青少年在健康研究中对隐私、保密和数据使用的关注及其对自我报告数据准确性的潜在影响。方法:我们分析了参加2023年OxWell学生调查的17729名中学生的数据。该调查评估了学生对隐私、保密和数据使用的担忧,并询问学生这些担忧是否会影响他们回答的准确性。我们计算了(a)支持每个关注点和(b)报告与其关注点相关的不准确性的比例。然后,我们使用逻辑回归检查了在精神疾病(抑郁/焦虑和饮食失调)和逆境(儿童虐待)的敏感测量中,担忧和自我报告的不准确性与无反应和得分分布之间的关联。结果:46.0%(8,160/17,729)的学生认可≥1个担忧,其中29.2%(2,379/8,160)的学生报告了相关的不准确。与男孩相比,性别不同的青少年(调整优势比[aOR] = 5.71, 95%可信区间[CI] 4.40-7.48)、性别不公开的青少年(aOR = 4.36, 95% CI 3.62-5.26)和女孩(aOR = 2.52, 95% CI 2.36-2.69)的担忧更为普遍,自我报告的不准确性差异较小。自我报告不准确的学生更有可能在精神疾病和逆境的3项测量中没有反应(aor = 1.53-3.38),而这些测量的得分分布根据学生是否报告担忧而有很大差异。讨论:对隐私、机密性和数据使用的担忧在学生参与者中很常见,自我报告的不准确性也是如此。在敏感措施上的无反应和得分分布的实质性差异突出了这些问题的潜在影响。共同设计和实施解决这些问题的战略可能有助于通过提高青少年健康研究的代表性和数据质量来支持基于证据的决策。
Are Adolescents Sensitive About Sensitive Data? Exploring Student Concerns About Privacy, Confidentiality, and Data Use in Health Research.
Purpose: We quantitively explored adolescents' concerns about privacy, confidentiality, and data use in health research and their potential impact on the accuracy of self-report data.
Methods: We analyzed data from 17,729 secondary school students who participated in the 2023 OxWell Student Survey. The survey assessed 5 concerns about privacy, confidentiality, and data use and asked students whether these concerns impacted the accuracy of their answers. We calculated the proportions who (a) endorsed each concern and (b) reported inaccuracies associated with their concern(s). We then examined associations of concerns and self-reported inaccuracies with nonresponse and score distributions on sensitive measures of mental illness (depression/anxiety and disordered eating) and adversity (child maltreatment) using logistic regression.
Results: 46.0% (8,160/17,729) of students endorsed ≥1 concern, and of these, 29.2% (2,379/8,160) reported associated inaccuracies. Relative to boys, concerns were more common amongst gender diverse adolescents (adjusted odds ratio [aOR] = 5.71, 95% confidence interval [CI] 4.40-7.48), gender nondisclosing adolescents (aOR = 4.36, 95% CI 3.62-5.26), and girls (aOR = 2.52, 95% CI 2.36-2.69), with smaller differences in self-reported inaccuracies. Students with self-reported inaccuracies were significantly more likely to have nonresponse on the 3 measures of mental illness and adversity (aORs = 1.53-3.38), whilst score distributions on those measures varied substantially according to whether students reported concerns.
Discussion: Concerns about privacy, confidentiality, and data use were common amongst student participants, as were self-reported inaccuracies. Substantial differences in nonresponse and score distributions on sensitive measures highlight potential impacts of these concerns. Co-designing and implementing strategies to address these concerns might help to support evidence-based decision-making by improving representativeness and data quality in adolescent health research.
期刊介绍:
The Journal of Adolescent Health is a scientific publication dedicated to enhancing the health and well-being of adolescents and young adults. Our Journal covers a broad range of research topics, spanning from the basic biological and behavioral sciences to public health and policy. We welcome a variety of contributions, including original research papers, concise reports, literature reviews, clinical case reports, opinion pieces, and letters to the editor. We encourage professionals from diverse disciplines such as Anthropology, Education, Ethics, Global Health, Health Services Research, Law, Medicine, Mental and Behavioral Health, Nursing, Nutrition, Psychology, Public Health and Policy, Social Work, Sociology, and Youth Development to share their expertise and contribute to our mission of promoting adolescent health. Moreover, we value the voices of young individuals, family and community members, and healthcare professionals, and encourage them to submit poetry, personal narratives, images, and other creative works that provide unique insights into the experiences of adolescents and young adults. By combining scientific peer-reviewed research with creative expressions, our Journal aims to create a comprehensive understanding of the challenges and opportunities in adolescent and young adult health.