首页 > 最新文献

JMIR Human Factors最新文献

英文 中文
Representation of Rural Older Adults in AI for Health Research: Systematic Literature Review. 农村老年人在人工智能健康研究中的代表性:系统文献综述。
IF 3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-09-15 DOI: 10.2196/70057
Kristina Shiroma, Jacqueline Miller
<p><strong>Background: </strong>Older adults in rural communities face unique challenges, including geographic isolation, a shortage of health care providers, and limited access to specialized services. Artificial intelligence (AI) has emerged as a promising solution for improving health care access and delivery. However, concerns persist about equitable access and representation in these innovations, especially for marginalized populations where technological literacy and infrastructure may present additional barriers to effective use.</p><p><strong>Objective: </strong>This systematic literature review aims to: (1) identify existing literature on AI for health research focused on rural older adults, and (2) critically evaluate the identified literature to highlight gaps and inform the development of inclusive AI for health research and design practices.</p><p><strong>Methods: </strong>Between January 2024 and March 2025, we followed the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) 2020 Protocol to conduct a systematic search of health and computer science literature. We searched 7 databases (PubMed, CINAHL Plus with Full Text, PsycINFO, Web of Science, IEEE Explore, ACM Digital Library, and Scopus) to identify relevant research papers published between January 2013 and December 2023. We used predetermined search terms and built-in result limiters, including English language, human subjects, full text, and aged 65+. Publications were excluded if they were not empirical or did not include a focus on older adults, rural populations, or AI. The resulting data were reviewed, coded, and analyzed using thematic analysis.</p><p><strong>Results: </strong>A total of 23 papers comprised the final sample. The results showed that the representation of rural older adults in AI for health literature is limited. We identified three salient themes: (1) Numbers over Narratives: The Quantitative Focus in AI for Health Research on Older Adults, (2) Efficacy over Impact: Prevalence Clinical Outcomes in AI for Health Research, and (3) Deepening Disparities: Representation of Rurality Missing in AI for Health Research. These themes underscore the need for a more nuanced understanding of how AI for health research can be tailored to the specific needs of rural older populations.</p><p><strong>Conclusions: </strong>Our systematic analysis identified a robust body of research on AI for older adults. However, a critical gap emerged with a dearth of studies explicitly focusing on older adults in rural communities. This lack of representation raises concerns about the generalizability of findings and the potential for exacerbating existing health care disparities in rural areas. Future research should: (1) prioritize targeted recruitment strategies for rural older adult participants to ensure better representation in AI for health research; (2) develop community-based AI policies, practices, and products that reflect the specific needs and con
背景:农村社区的老年人面临着独特的挑战,包括地理隔离、卫生保健提供者短缺以及获得专业服务的机会有限。人工智能(AI)已成为改善卫生保健获取和提供的一种有希望的解决方案。然而,对这些创新的公平机会和代表性的关切仍然存在,特别是对边缘化人口而言,他们的技术知识和基础设施可能对有效利用构成额外的障碍。目的:本系统文献综述旨在:(1)确定现有的以农村老年人为重点的卫生研究人工智能文献;(2)批判性地评估已确定的文献,以突出差距,并为卫生研究和设计实践的包容性人工智能的发展提供信息。方法:在2024年1月至2025年3月期间,我们按照PRISMA(系统评价和荟萃分析首选报告项目)2020方案对健康和计算机科学文献进行系统检索。我们检索了7个数据库(PubMed, CINAHL Plus with Full Text, PsycINFO, Web of Science, IEEE Explore, ACM Digital Library和Scopus),以确定2013年1月至2023年12月之间发表的相关研究论文。我们使用预定的搜索词和内置的结果限制器,包括英语、人类受试者、全文和65岁以上的老年人。如果出版物不是经验性的或不包括对老年人、农村人口或人工智能的关注,则将其排除在外。使用专题分析对结果数据进行审查、编码和分析。结果:最终样本共有23篇论文。结果表明,农村老年人在人工智能健康文献中的代表性是有限的。我们确定了三个突出的主题:(1)数字胜过叙事:老年人健康研究人工智能的定量重点;(2)功效胜过影响:健康研究人工智能的流行临床结果;(3)深化差距:健康研究人工智能中农村缺失的表现。这些主题强调需要更细致地了解如何根据农村老年人口的具体需求定制用于卫生研究的人工智能。结论:我们的系统分析确定了针对老年人的人工智能的大量研究。然而,由于缺乏明确关注农村社区老年人的研究,出现了一个严重的差距。这种代表性的缺乏引起了人们对调查结果的普遍性的关注,并可能加剧农村地区现有的保健差距。未来的研究应:(1)优先考虑针对农村老年人参与者的有针对性的招募策略,以确保AI在健康研究中的更好代表性;(2)制定以社区为基础的人工智能政策、做法和产品,以反映农村人口的具体需求和情况;(3)探索解决农村社区代表性有限问题的解决方案,确保人工智能干预措施公平、可获得,并使所有人受益。
{"title":"Representation of Rural Older Adults in AI for Health Research: Systematic Literature Review.","authors":"Kristina Shiroma, Jacqueline Miller","doi":"10.2196/70057","DOIUrl":"10.2196/70057","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background: &lt;/strong&gt;Older adults in rural communities face unique challenges, including geographic isolation, a shortage of health care providers, and limited access to specialized services. Artificial intelligence (AI) has emerged as a promising solution for improving health care access and delivery. However, concerns persist about equitable access and representation in these innovations, especially for marginalized populations where technological literacy and infrastructure may present additional barriers to effective use.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Objective: &lt;/strong&gt;This systematic literature review aims to: (1) identify existing literature on AI for health research focused on rural older adults, and (2) critically evaluate the identified literature to highlight gaps and inform the development of inclusive AI for health research and design practices.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;Between January 2024 and March 2025, we followed the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) 2020 Protocol to conduct a systematic search of health and computer science literature. We searched 7 databases (PubMed, CINAHL Plus with Full Text, PsycINFO, Web of Science, IEEE Explore, ACM Digital Library, and Scopus) to identify relevant research papers published between January 2013 and December 2023. We used predetermined search terms and built-in result limiters, including English language, human subjects, full text, and aged 65+. Publications were excluded if they were not empirical or did not include a focus on older adults, rural populations, or AI. The resulting data were reviewed, coded, and analyzed using thematic analysis.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;A total of 23 papers comprised the final sample. The results showed that the representation of rural older adults in AI for health literature is limited. We identified three salient themes: (1) Numbers over Narratives: The Quantitative Focus in AI for Health Research on Older Adults, (2) Efficacy over Impact: Prevalence Clinical Outcomes in AI for Health Research, and (3) Deepening Disparities: Representation of Rurality Missing in AI for Health Research. These themes underscore the need for a more nuanced understanding of how AI for health research can be tailored to the specific needs of rural older populations.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions: &lt;/strong&gt;Our systematic analysis identified a robust body of research on AI for older adults. However, a critical gap emerged with a dearth of studies explicitly focusing on older adults in rural communities. This lack of representation raises concerns about the generalizability of findings and the potential for exacerbating existing health care disparities in rural areas. Future research should: (1) prioritize targeted recruitment strategies for rural older adult participants to ensure better representation in AI for health research; (2) develop community-based AI policies, practices, and products that reflect the specific needs and con","PeriodicalId":36351,"journal":{"name":"JMIR Human Factors","volume":"12 ","pages":"e70057"},"PeriodicalIF":3.0,"publicationDate":"2025-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12435868/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145070829","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evaluating the Needs and Characteristics of Individuals of Low Socioeconomic Status Using Digital Health Technology to Address Health-Related Social Needs: Mixed Methods Study With Patients and Care Providers. 使用数字卫生技术评估低社会经济地位个体的需求和特征,以解决与健康相关的社会需求:患者和护理提供者的混合方法研究
IF 3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-09-12 DOI: 10.2196/69545
Kayla Li Haydon, Cynthia LeRouge, Polina Durneva, Maria Paula Diaz Campo, David Richard Brown

Background: Social determinants of health (SDOH) are the conditions in which people are born, grow, live, work, and age, encompassing social and economic factors that shape health outcomes. There is an increasing call to leverage digital health technology (DHT) to address SDOH and health-related social needs and establish connections to resources and services.

Objective: This study aimed to (1) identify the DHT-related characteristics of DHT users with low socioeconomic status (SES), (2) determine the needs and preferences of DHT users with low SES, and (3) explore how current SDOH-DHT addresses these needs and preferences in addressing their health-related social needs.

Methods: We used a multiphase, mixed method, user-centered design approach. In phase 1, we developed a user profile based on a literature review, aggregate data, interviews with 26 low-SES individuals, and focus groups with 28 professionals. In phase 2, we conducted a landscape analysis of 17 existing SDOH-DHTs.

Results: DHT users of low SES had diverse social and technology characteristics. Five key themes emerged regarding user needs and preferences: (1) user-centered design, including multilingual support, visual guidance, and customization; (2) efficient, solution-based assessment of social risks, assets, and needs; (3) e-caring support features; (4) user education and feedback mechanisms; and (5) trust, privacy, and security. The landscape analysis revealed that current SDOH-DHT features do not adequately meet these needs.

Conclusions: Discrepancies between target user needs and current DHT features represent missed opportunities in developing user-centered tools for individuals of low SES. Findings underscore the importance of inclusive, empowering, and responsive design in SDOH-DHT to bridge health disparities and advance public health.

背景:健康的社会决定因素(SDOH)是指人们出生、成长、生活、工作和衰老的条件,包括影响健康结果的社会和经济因素。越来越多的人呼吁利用数字卫生技术(DHT)来解决SDOH和与健康有关的社会需求,并建立与资源和服务的联系。目的:本研究旨在(1)确定低社会经济地位DHT使用者的DHT相关特征,(2)确定低社会经济地位DHT使用者的需求和偏好,以及(3)探讨当前SDOH-DHT如何满足这些需求和偏好,以满足他们与健康相关的社会需求。方法:采用多阶段、混合方法、以用户为中心的设计方法。在第一阶段,我们根据文献综述、汇总数据、对26名低社会经济地位个体的访谈和28名专业人士的焦点小组,建立了一个用户档案。在第二阶段,我们对17个现有的sdoh - dht进行了景观分析。结果:低社会经济地位DHT使用者具有不同的社会和技术特征。关于用户需求和偏好,出现了五个关键主题:(1)以用户为中心的设计,包括多语言支持、视觉引导和定制;(2)对社会风险、资产和需求进行有效的、基于解决方案的评估;(3)电子关怀支持功能;(4)用户教育与反馈机制;(5)信任、隐私和安全。景观分析显示,目前的SDOH-DHT特征不能充分满足这些需求。结论:目标用户需求与当前DHT特征之间的差异,错失了为低SES个体开发以用户为中心的工具的机会。调查结果强调了在SDOH-DHT中进行包容性、赋权和响应性设计的重要性,以弥合健康差距和促进公共卫生。
{"title":"Evaluating the Needs and Characteristics of Individuals of Low Socioeconomic Status Using Digital Health Technology to Address Health-Related Social Needs: Mixed Methods Study With Patients and Care Providers.","authors":"Kayla Li Haydon, Cynthia LeRouge, Polina Durneva, Maria Paula Diaz Campo, David Richard Brown","doi":"10.2196/69545","DOIUrl":"10.2196/69545","url":null,"abstract":"<p><strong>Background: </strong>Social determinants of health (SDOH) are the conditions in which people are born, grow, live, work, and age, encompassing social and economic factors that shape health outcomes. There is an increasing call to leverage digital health technology (DHT) to address SDOH and health-related social needs and establish connections to resources and services.</p><p><strong>Objective: </strong>This study aimed to (1) identify the DHT-related characteristics of DHT users with low socioeconomic status (SES), (2) determine the needs and preferences of DHT users with low SES, and (3) explore how current SDOH-DHT addresses these needs and preferences in addressing their health-related social needs.</p><p><strong>Methods: </strong>We used a multiphase, mixed method, user-centered design approach. In phase 1, we developed a user profile based on a literature review, aggregate data, interviews with 26 low-SES individuals, and focus groups with 28 professionals. In phase 2, we conducted a landscape analysis of 17 existing SDOH-DHTs.</p><p><strong>Results: </strong>DHT users of low SES had diverse social and technology characteristics. Five key themes emerged regarding user needs and preferences: (1) user-centered design, including multilingual support, visual guidance, and customization; (2) efficient, solution-based assessment of social risks, assets, and needs; (3) e-caring support features; (4) user education and feedback mechanisms; and (5) trust, privacy, and security. The landscape analysis revealed that current SDOH-DHT features do not adequately meet these needs.</p><p><strong>Conclusions: </strong>Discrepancies between target user needs and current DHT features represent missed opportunities in developing user-centered tools for individuals of low SES. Findings underscore the importance of inclusive, empowering, and responsive design in SDOH-DHT to bridge health disparities and advance public health.</p>","PeriodicalId":36351,"journal":{"name":"JMIR Human Factors","volume":"12 ","pages":"e69545"},"PeriodicalIF":3.0,"publicationDate":"2025-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12475883/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145055948","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Designing Digital Mental Health Support for Paramedics Exposed to Trauma: Qualitative Study of Lived Experiences and Design Preferences. 为接触创伤的护理人员设计数字心理健康支持:生活经验和设计偏好的定性研究。
IF 3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-09-12 DOI: 10.2196/76158
Nicola Cogan, Spence Whittaker, Ashleigh Craig, Lucy Milligan, Robyn McCluskey, Tara Burns, Alison Kirk, Susan Rasmussen, William Hodgson

Background: Paramedics face frequent exposure to trauma and intense occupational stress, often under conditions of limited psychological support and ongoing stigma. Digital mental health interventions have the potential to offer accessible, confidential, and tailored support. However, their acceptability and design must be informed by the lived experiences of paramedics to ensure effectiveness.

Objective: This study aimed to explore the experiences of trauma exposure among UK paramedics in the workplace and their views on the design and delivery of digital mental health interventions.

Methods: Semi-structured interviews were conducted with 22 UK paramedics. Participants were recruited through purposive and snowball sampling. Interviews were transcribed verbatim and analyzed using reflexive thematic analysis. Ethical approval was obtained, and trauma-informed principles were applied throughout data collection and analysis.

Results: Five key themes were identified: (1) It Has to Feel Easy to Use: highlighting the need for digital tools that reduce cognitive burden and are accessible during unpredictable shifts; (2) Make It Fit My Needs: calling for interventions specifically designed for paramedics, with lived-experience-informed language and delivery; (3) We Need to Talk to Each Other: describing a strong desire for peer connection while recognizing barriers such as stigma and shift pressures; (4) I Need to Know It's Safe: emphasizes the importance of anonymity, data privacy, and psychological safety; and (5) Support Needs to Feel Human: reinforcing the value of integrating digital tools with human connection and professional services. Participants expressed strong support for an app-based solution that offers anonymity, rapid accessibility, and flexibility, while preserving opportunities for human interaction.

Conclusions: Paramedics face unique mental health challenges that are not adequately addressed by existing services. Digital mental health tools offer promise if they are carefully co-designed to reflect the realities of frontline work. Anonymity, usability, peer connection, and integration with existing support systems are critical to engagement. These findings offer actionable insights for the development of trauma-informed, context-sensitive digital mental health interventions for emergency service workers.

背景:护理人员经常面临创伤和强烈的职业压力,通常在有限的心理支持和持续的耻辱的条件下。数字精神卫生干预措施有可能提供可获取、保密和量身定制的支持。然而,他们的可接受性和设计必须告知护理人员的生活经验,以确保有效性。目的:本研究旨在探讨英国护理人员在工作场所的创伤暴露经历,以及他们对数字心理健康干预措施的设计和交付的看法。方法:对22名英国护理人员进行半结构化访谈。参与者是通过有目的的滚雪球抽样来招募的。访谈被逐字记录下来,并使用反身性主题分析进行分析。获得伦理批准,并在整个数据收集和分析过程中应用创伤知情原则。结果:确定了五个关键主题:(1)它必须易于使用:强调对数字工具的需求,这些工具可以减轻认知负担,并在不可预测的班次中易于使用;(2)让它适合我的需要:呼吁为护理人员专门设计的干预措施,使用基于生活经验的语言和交付方式;(3) We Need to Talk to Each Other:描述了一种对同伴联系的强烈渴望,同时认识到诸如耻辱和换班压力等障碍;(4) I Need to Know It's Safe:强调匿名、数据隐私和心理安全的重要性;(5)感受人性的支持需求:强化将数字工具与人际关系和专业服务相结合的价值。与会者表示强烈支持基于应用程序的解决方案,该解决方案提供匿名性、快速可访问性和灵活性,同时保留了人际互动的机会。结论:护理人员面临着独特的心理健康挑战,现有的服务没有充分解决这些挑战。数字心理健康工具如果经过精心设计,以反映一线工作的现实,就会带来希望。匿名性、可用性、同伴联系以及与现有支持系统的整合是用户粘性的关键。这些发现为紧急服务工作者开发创伤知情、情境敏感的数字心理健康干预措施提供了可行的见解。
{"title":"Designing Digital Mental Health Support for Paramedics Exposed to Trauma: Qualitative Study of Lived Experiences and Design Preferences.","authors":"Nicola Cogan, Spence Whittaker, Ashleigh Craig, Lucy Milligan, Robyn McCluskey, Tara Burns, Alison Kirk, Susan Rasmussen, William Hodgson","doi":"10.2196/76158","DOIUrl":"10.2196/76158","url":null,"abstract":"<p><strong>Background: </strong>Paramedics face frequent exposure to trauma and intense occupational stress, often under conditions of limited psychological support and ongoing stigma. Digital mental health interventions have the potential to offer accessible, confidential, and tailored support. However, their acceptability and design must be informed by the lived experiences of paramedics to ensure effectiveness.</p><p><strong>Objective: </strong>This study aimed to explore the experiences of trauma exposure among UK paramedics in the workplace and their views on the design and delivery of digital mental health interventions.</p><p><strong>Methods: </strong>Semi-structured interviews were conducted with 22 UK paramedics. Participants were recruited through purposive and snowball sampling. Interviews were transcribed verbatim and analyzed using reflexive thematic analysis. Ethical approval was obtained, and trauma-informed principles were applied throughout data collection and analysis.</p><p><strong>Results: </strong>Five key themes were identified: (1) It Has to Feel Easy to Use: highlighting the need for digital tools that reduce cognitive burden and are accessible during unpredictable shifts; (2) Make It Fit My Needs: calling for interventions specifically designed for paramedics, with lived-experience-informed language and delivery; (3) We Need to Talk to Each Other: describing a strong desire for peer connection while recognizing barriers such as stigma and shift pressures; (4) I Need to Know It's Safe: emphasizes the importance of anonymity, data privacy, and psychological safety; and (5) Support Needs to Feel Human: reinforcing the value of integrating digital tools with human connection and professional services. Participants expressed strong support for an app-based solution that offers anonymity, rapid accessibility, and flexibility, while preserving opportunities for human interaction.</p><p><strong>Conclusions: </strong>Paramedics face unique mental health challenges that are not adequately addressed by existing services. Digital mental health tools offer promise if they are carefully co-designed to reflect the realities of frontline work. Anonymity, usability, peer connection, and integration with existing support systems are critical to engagement. These findings offer actionable insights for the development of trauma-informed, context-sensitive digital mental health interventions for emergency service workers.</p>","PeriodicalId":36351,"journal":{"name":"JMIR Human Factors","volume":"12 ","pages":"e76158"},"PeriodicalIF":3.0,"publicationDate":"2025-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12431788/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145055914","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Diverse Attitudes and Experiences With Technology Use During the COVID-19 Pandemic Among Asian American and Pacific Islander Adults (the COMPASS Study): Survey Study. 在2019冠状病毒病大流行期间,亚裔美国人和太平洋岛民成年人对技术使用的不同态度和经验(COMPASS研究):调查研究。
IF 3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-09-10 DOI: 10.2196/64999
Linda G Park, Serena Chi, Myka Lay, Nicole Phan, Janice Y Tsoh, Oanh L Meyer, Bora Nam, Van Ta Park
<p><strong>Background: </strong>The COVID-19 pandemic forced the world to quarantine to slow the rate of transmission, causing communities to transition into virtual spaces. Asian American and Pacific Islander communities faced the additional challenge of discrimination that stemmed from racist and xenophobic rhetoric in the media. Limited data exist on technology use among Asian American and Pacific Islander adults during the height of the COVID-19 shelter-in-place period and its effect on their physical and mental health.</p><p><strong>Objective: </strong>This study aims to examine Asian American and Pacific Islander adults' attitudes, perspectives, and experiences regarding their use of technology during the COVID-19 pandemic.</p><p><strong>Methods: </strong>We collaborated with community partners and used social media to distribute the COVID-19 Effects on the Mental and Physical Health of Asian Americans and Pacific Islanders Survey Study, a nationwide multilingual survey available in English, Chinese, Korean, Samoan, and Vietnamese. The survey was administered from October 2020 to February 2021, and participants rated their level of agreement (1=not at all to 5=extremely) on 6 items assessing their attitudes toward technology use. Thematic analysis was conducted on responses to the open-ended question "Is there anything else you want to tell us about your use of technology during COVID-19?" The qualitative responses were reviewed, analyzed, coded, and organized into corresponding themes.</p><p><strong>Results: </strong>The mean age of respondents was 45.9 (SD 16.3; range 18-98) years, with 5398 participants completing the quantitative survey and 1115 (20.66%) providing unique responses to the open-ended question. In the quantitative survey, 68% (3671/5398) of the respondents reported being comfortable using technology; the majority indicated that it helped them keep up with the news (4318/5398, 79.99%), maintain social connections (4102/5398, 75.99%), and provide care for others (2537/5398, 46.99%). However, responses were mixed regarding the usefulness of technology for health: 39.99% (2159/5398) agreed that it was helpful for mental health but disagreed regarding physical health. Four main themes emerged from the qualitative analysis: (1) technology was critical for functioning across many aspects of life and maintaining physical, mental, and emotional well-being; (2) technology was often the only means of interpersonal social connections; (3) overuse led to negative physical and mental health outcomes; and (4) technology use was associated with multiple challenges and barriers.</p><p><strong>Conclusions: </strong>Our findings revealed diverse perspectives and experiences related to technology use by Asian American and Pacific Islander adults during the height of the COVID-19 pandemic. Dependence on technology may have exacerbated social inequities, particularly for those with lack of access to devices and Wi-Fi and limited English profici
背景:COVID-19大流行迫使世界采取隔离措施,以减缓传播速度,导致社区过渡到虚拟空间。亚裔美国人和太平洋岛民社区面临着来自媒体种族主义和仇外言论的歧视的额外挑战。关于亚裔美国人和太平洋岛民成年人在COVID-19安置高峰期使用技术及其对身心健康的影响的数据有限。目的:本研究旨在调查亚裔美国人和太平洋岛民成年人在COVID-19大流行期间对技术使用的态度、观点和经验。方法:我们与社区合作伙伴合作,利用社交媒体发布了《COVID-19对亚裔美国人和太平洋岛民心理和身体健康的影响调查研究》,这是一项全国性的多语言调查,可使用英语、中文、韩语、萨摩亚语和越南语。该调查于2020年10月至2021年2月进行,参与者对他们对技术使用态度的6个项目的同意程度进行了评分(1=完全不同意到5=非常同意)。对开放式问题“在2019冠状病毒病期间,你还想告诉我们你使用技术的情况吗?”的回答进行了主题分析。对定性回答进行审查、分析、编码,并组织成相应的主题。结果:受访者的平均年龄为45.9岁(标准差16.3;范围18-98岁),5398人完成了定量调查,1115人(20.66%)对开放式问题提供了独特的回答。在定量调查中,68%(3671/5398)的受访者表示对使用技术感到满意;大多数人表示,它帮助他们了解新闻(4318/5398,79.99%),保持社会联系(4102/5398,75.99%),并为他人提供照顾(2537/5398,46.99%)。然而,关于技术对健康的有用性,答复不一:39.99%(2159/5398)同意技术有助于心理健康,但不同意对身体健康的看法。定性分析中出现了四个主要主题:(1)技术对生活的许多方面的功能以及保持身体、精神和情感健康至关重要;(2)技术往往是人际社会联系的唯一手段;(3)过度使用导致消极的身心健康结果;(4)技术的使用伴随着多重挑战和障碍。结论:我们的研究结果揭示了亚裔美国人和太平洋岛民成年人在COVID-19大流行高峰期使用技术的不同观点和经验。对技术的依赖可能加剧了社会不平等,尤其是对那些无法使用设备和Wi-Fi、英语水平有限的人来说,这影响了他们的工作、求职和虚拟交流能力。进一步的定性研究将有助于扩大亚裔美国人和太平洋岛民成年人的观点,以发现问题和解决健康差距。
{"title":"Diverse Attitudes and Experiences With Technology Use During the COVID-19 Pandemic Among Asian American and Pacific Islander Adults (the COMPASS Study): Survey Study.","authors":"Linda G Park, Serena Chi, Myka Lay, Nicole Phan, Janice Y Tsoh, Oanh L Meyer, Bora Nam, Van Ta Park","doi":"10.2196/64999","DOIUrl":"10.2196/64999","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background: &lt;/strong&gt;The COVID-19 pandemic forced the world to quarantine to slow the rate of transmission, causing communities to transition into virtual spaces. Asian American and Pacific Islander communities faced the additional challenge of discrimination that stemmed from racist and xenophobic rhetoric in the media. Limited data exist on technology use among Asian American and Pacific Islander adults during the height of the COVID-19 shelter-in-place period and its effect on their physical and mental health.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Objective: &lt;/strong&gt;This study aims to examine Asian American and Pacific Islander adults' attitudes, perspectives, and experiences regarding their use of technology during the COVID-19 pandemic.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;We collaborated with community partners and used social media to distribute the COVID-19 Effects on the Mental and Physical Health of Asian Americans and Pacific Islanders Survey Study, a nationwide multilingual survey available in English, Chinese, Korean, Samoan, and Vietnamese. The survey was administered from October 2020 to February 2021, and participants rated their level of agreement (1=not at all to 5=extremely) on 6 items assessing their attitudes toward technology use. Thematic analysis was conducted on responses to the open-ended question \"Is there anything else you want to tell us about your use of technology during COVID-19?\" The qualitative responses were reviewed, analyzed, coded, and organized into corresponding themes.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;The mean age of respondents was 45.9 (SD 16.3; range 18-98) years, with 5398 participants completing the quantitative survey and 1115 (20.66%) providing unique responses to the open-ended question. In the quantitative survey, 68% (3671/5398) of the respondents reported being comfortable using technology; the majority indicated that it helped them keep up with the news (4318/5398, 79.99%), maintain social connections (4102/5398, 75.99%), and provide care for others (2537/5398, 46.99%). However, responses were mixed regarding the usefulness of technology for health: 39.99% (2159/5398) agreed that it was helpful for mental health but disagreed regarding physical health. Four main themes emerged from the qualitative analysis: (1) technology was critical for functioning across many aspects of life and maintaining physical, mental, and emotional well-being; (2) technology was often the only means of interpersonal social connections; (3) overuse led to negative physical and mental health outcomes; and (4) technology use was associated with multiple challenges and barriers.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions: &lt;/strong&gt;Our findings revealed diverse perspectives and experiences related to technology use by Asian American and Pacific Islander adults during the height of the COVID-19 pandemic. Dependence on technology may have exacerbated social inequities, particularly for those with lack of access to devices and Wi-Fi and limited English profici","PeriodicalId":36351,"journal":{"name":"JMIR Human Factors","volume":"12 ","pages":"e64999"},"PeriodicalIF":3.0,"publicationDate":"2025-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12461168/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145030736","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Participants' Perspectives on the iCareBreast Mobile-Based Perioperative Care Program for Women Undergoing Breast Cancer Surgery: Qualitative Process Evaluation. 参与者对基于iCareBreast移动设备的乳腺癌手术围手术期护理项目的看法:定性过程评价。
IF 3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-09-10 DOI: 10.2196/71686
Yan Pang, Honggu He, Minna Pikkarainen, Swee-Ho Lim

Background: Breast cancer treatment, particularly during the perioperative period, is often accompanied by significant psychological distress, including anxiety and uncertainty. Mobile health (mHealth) interventions have emerged as promising tools to provide timely psychosocial support through convenient, flexible, and personalized platforms. While research has explored the use of mHealth in breast cancer prevention, care management, and survivorship, few studies have examined patients' experiences with mobile interventions during the perioperative phase of breast cancer treatment.

Objective: This study aimed to explore the experiences of patients with breast cancer using iCareBreast, a mobile app designed to provide perioperative guidance and psychosocial support.

Methods: A qualitative approach was used to explore participant experiences. A total of 13 English- or Chinese-speaking participants from the intervention group of a clinical study were recruited via purposive sampling between April 2021 and February 2022. Semistructured individual phone interviews were conducted, audio-recorded, and transcribed verbatim. Thematic analysis was performed to identify key patterns of experience, focusing on usability, emotional impact, perceived value, and areas for future improvement.

Results: Overall, 4 main themes and 11 subthemes emerged from this study: (1) navigating the app with confidence and comfort, (2) making sense of treatment through relevant and evolving content, (3) finding emotional anchors in a time of uncertainty, and (4) advocating for broader use and continued motivation. Participants found the app user-friendly and appreciated its structure and locally relevant content, which helped reduce anxiety and enhance surgical preparedness. Features such as deep breathing exercises, motivational quotes, survivor stories, mindfulness practices, and peer support links offered emotional comfort and a sense of companionship. Participants strongly advocated for more personalized and adaptive content aligned with their treatment type and recovery progress. They also emphasized the value of interactive elements, such as video demonstrations and accessing messaging functions, to support sustained engagement. Many expressed the need for extended support throughout the adjuvant treatment phases, including chemotherapy and radiotherapy.

Conclusions: The iCareBreast app was perceived as a supportive tool during the perioperative period, helping patients navigate both informational and emotional challenges. However, the findings underscore the importance of extending content across the treatment continuum and enhancing personalization and interactivity. mHealth interventions should be responsive to patients' evolving needs and integrated into clinical care pathways to provide timely, comprehensive, tailored, and ongoing support for women with bre

背景:乳腺癌治疗,特别是围手术期,常常伴随着显著的心理困扰,包括焦虑和不确定性。移动医疗(mHealth)干预措施已成为通过方便、灵活和个性化的平台提供及时心理社会支持的有前景的工具。虽然有研究探索了移动医疗在乳腺癌预防、护理管理和生存方面的应用,但很少有研究调查了乳腺癌治疗围手术期患者使用移动干预的经历。目的:本研究旨在探讨乳腺癌患者使用iCareBreast这款旨在提供围手术期指导和心理社会支持的移动应用程序的体验。方法:采用定性方法探讨参与者体验。在2021年4月至2022年2月期间,通过有目的抽样从临床研究的干预组中招募了13名英语或中文参与者。进行了半结构化的个人电话访谈,录音并逐字转录。进行主题分析以确定关键的体验模式,重点关注可用性、情感影响、感知价值和未来改进的领域。结果:总体而言,本研究产生了4个主要主题和11个次要主题:(1)自信而舒适地使用应用程序;(2)通过相关和不断发展的内容理解治疗;(3)在不确定的时期找到情感锚;(4)倡导更广泛的使用和持续的动力。参与者发现该应用程序用户友好,并对其结构和与当地相关的内容表示赞赏,这有助于减少焦虑并加强手术准备。深呼吸练习、励志名言、幸存者故事、正念练习和同伴支持链接等功能提供了情感上的安慰和陪伴感。参与者强烈主张更个性化和适应性的内容与他们的治疗类型和康复进展相一致。他们还强调了互动元素的价值,如视频演示和访问消息传递功能,以支持持续参与。许多人表示,在整个辅助治疗阶段,包括化疗和放疗,都需要延长支持。结论:iCareBreast应用程序被认为是围手术期的支持工具,帮助患者应对信息和情感挑战。然而,研究结果强调了在整个治疗连续体中扩展内容和增强个性化和互动性的重要性。移动医疗干预措施应响应患者不断变化的需求,并纳入临床护理途径,为乳腺癌患者提供及时、全面、量身定制和持续的支持。
{"title":"Participants' Perspectives on the iCareBreast Mobile-Based Perioperative Care Program for Women Undergoing Breast Cancer Surgery: Qualitative Process Evaluation.","authors":"Yan Pang, Honggu He, Minna Pikkarainen, Swee-Ho Lim","doi":"10.2196/71686","DOIUrl":"10.2196/71686","url":null,"abstract":"<p><strong>Background: </strong>Breast cancer treatment, particularly during the perioperative period, is often accompanied by significant psychological distress, including anxiety and uncertainty. Mobile health (mHealth) interventions have emerged as promising tools to provide timely psychosocial support through convenient, flexible, and personalized platforms. While research has explored the use of mHealth in breast cancer prevention, care management, and survivorship, few studies have examined patients' experiences with mobile interventions during the perioperative phase of breast cancer treatment.</p><p><strong>Objective: </strong>This study aimed to explore the experiences of patients with breast cancer using iCareBreast, a mobile app designed to provide perioperative guidance and psychosocial support.</p><p><strong>Methods: </strong>A qualitative approach was used to explore participant experiences. A total of 13 English- or Chinese-speaking participants from the intervention group of a clinical study were recruited via purposive sampling between April 2021 and February 2022. Semistructured individual phone interviews were conducted, audio-recorded, and transcribed verbatim. Thematic analysis was performed to identify key patterns of experience, focusing on usability, emotional impact, perceived value, and areas for future improvement.</p><p><strong>Results: </strong>Overall, 4 main themes and 11 subthemes emerged from this study: (1) navigating the app with confidence and comfort, (2) making sense of treatment through relevant and evolving content, (3) finding emotional anchors in a time of uncertainty, and (4) advocating for broader use and continued motivation. Participants found the app user-friendly and appreciated its structure and locally relevant content, which helped reduce anxiety and enhance surgical preparedness. Features such as deep breathing exercises, motivational quotes, survivor stories, mindfulness practices, and peer support links offered emotional comfort and a sense of companionship. Participants strongly advocated for more personalized and adaptive content aligned with their treatment type and recovery progress. They also emphasized the value of interactive elements, such as video demonstrations and accessing messaging functions, to support sustained engagement. Many expressed the need for extended support throughout the adjuvant treatment phases, including chemotherapy and radiotherapy.</p><p><strong>Conclusions: </strong>The iCareBreast app was perceived as a supportive tool during the perioperative period, helping patients navigate both informational and emotional challenges. However, the findings underscore the importance of extending content across the treatment continuum and enhancing personalization and interactivity. mHealth interventions should be responsive to patients' evolving needs and integrated into clinical care pathways to provide timely, comprehensive, tailored, and ongoing support for women with bre","PeriodicalId":36351,"journal":{"name":"JMIR Human Factors","volume":"12 ","pages":"e71686"},"PeriodicalIF":3.0,"publicationDate":"2025-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12461162/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145030742","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cycling-Based Telerehabilitation: Acceptability and Feasibility Study. 基于骑行的远程康复:可接受性与可行性研究。
IF 3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-09-10 DOI: 10.2196/71099
Sara Arlati, Vera Colombo, Marta Mondellini, Roberta Nossa, Chiara Grasso, Mauro Rossini, Emilia Biffi, Alessia Fumagalli, Eleonora Diella, Eleonora Guanziroli, Nicole Sanna, Emilia Ambrosini, Marco Sacco, Franco Molteni

Background: Telerehabilitation is a promising solution to provide continuity of care. Most existing telerehabilitation platforms focus on rehabilitating upper limbs, balance, and cognitive training, but exercises improving cardiovascular fitness are often neglected.

Objective: The objective of this study is to evaluate the acceptability and feasibility of a telerehabilitation intervention combining cognitive and aerobic exercises.

Methods: A virtual reality-based dual-task exercise exploiting a cycle ergometer was designed, developed, and integrated with a commercially available telerehabilitation platform. Patients with different conditions were enrolled and administered subjective questionnaires investigating attitudes toward technology, usability, technology acceptance, and subjective workload. Their therapists were interviewed, and adherence and performance data were analyzed.

Results: In total, 26 patients with neurological or post-COVID symptoms were included. Their attitude toward technology (range: 0-5) did not change after the training period (pre: 3.44 [IQR 0.63]; post: 3.50 [IQR 0.48]); the platform was rated usable and acceptable. Frustration and physical and mental workload were present, especially among younger participants. The adherence was moderate, but individual differences were present (0.59 [IQR 0.54]). The therapists highlighted the potential of remote rehabilitation programs but also identified some limitations.

Conclusions: This study proved the feasibility and acceptability of a customized virtual reality-based telerehabilitation program allowing for the safe implementation of aerobic cycling-based dual-task training. The solution was judged meaningful for dehospitalized patients, although some environmental and technical barriers should be overcome to implement telerehabilitation more effectively.

背景:远程康复是一个很有前途的解决方案,以提供护理的连续性。大多数现有的远程康复平台侧重于上肢康复、平衡和认知训练,但改善心血管健康的锻炼往往被忽视。目的:本研究的目的是评估认知和有氧运动相结合的远程康复干预的可接受性和可行性。方法:设计、开发了一种基于虚拟现实的双任务训练,并将其与市售远程康复平台集成。研究招募了不同情况的患者,并对他们进行了主观问卷调查,调查他们对技术的态度、可用性、技术接受度和主观工作量。对他们的治疗师进行了访谈,并分析了依从性和表现数据。结果:共纳入26例出现神经学或新冠肺炎后症状的患者。培训结束后,他们对技术的态度(范围:0-5)没有变化(培训前:3.44 [IQR 0.63],培训后:3.50 [IQR 0.48]);该平台被评为可用和可接受的。沮丧和身心负荷都存在,尤其是在年轻的参与者中。依从性中等,但存在个体差异(0.59 [IQR 0.54])。治疗师强调了远程康复项目的潜力,但也指出了一些局限性。结论:本研究证明了基于虚拟现实的定制远程康复计划的可行性和可接受性,该计划允许安全实施有氧自行车双重任务训练。该解决方案被认为对出院患者有意义,但为了更有效地实施远程康复,还需要克服一些环境和技术障碍。
{"title":"Cycling-Based Telerehabilitation: Acceptability and Feasibility Study.","authors":"Sara Arlati, Vera Colombo, Marta Mondellini, Roberta Nossa, Chiara Grasso, Mauro Rossini, Emilia Biffi, Alessia Fumagalli, Eleonora Diella, Eleonora Guanziroli, Nicole Sanna, Emilia Ambrosini, Marco Sacco, Franco Molteni","doi":"10.2196/71099","DOIUrl":"10.2196/71099","url":null,"abstract":"<p><strong>Background: </strong>Telerehabilitation is a promising solution to provide continuity of care. Most existing telerehabilitation platforms focus on rehabilitating upper limbs, balance, and cognitive training, but exercises improving cardiovascular fitness are often neglected.</p><p><strong>Objective: </strong>The objective of this study is to evaluate the acceptability and feasibility of a telerehabilitation intervention combining cognitive and aerobic exercises.</p><p><strong>Methods: </strong>A virtual reality-based dual-task exercise exploiting a cycle ergometer was designed, developed, and integrated with a commercially available telerehabilitation platform. Patients with different conditions were enrolled and administered subjective questionnaires investigating attitudes toward technology, usability, technology acceptance, and subjective workload. Their therapists were interviewed, and adherence and performance data were analyzed.</p><p><strong>Results: </strong>In total, 26 patients with neurological or post-COVID symptoms were included. Their attitude toward technology (range: 0-5) did not change after the training period (pre: 3.44 [IQR 0.63]; post: 3.50 [IQR 0.48]); the platform was rated usable and acceptable. Frustration and physical and mental workload were present, especially among younger participants. The adherence was moderate, but individual differences were present (0.59 [IQR 0.54]). The therapists highlighted the potential of remote rehabilitation programs but also identified some limitations.</p><p><strong>Conclusions: </strong>This study proved the feasibility and acceptability of a customized virtual reality-based telerehabilitation program allowing for the safe implementation of aerobic cycling-based dual-task training. The solution was judged meaningful for dehospitalized patients, although some environmental and technical barriers should be overcome to implement telerehabilitation more effectively.</p>","PeriodicalId":36351,"journal":{"name":"JMIR Human Factors","volume":"12 ","pages":"e71099"},"PeriodicalIF":3.0,"publicationDate":"2025-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12422529/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145034250","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Toward Human-Centered Artificial Intelligence for Users' Digital Well-Being: Systematic Review, Synthesis, and Future Directions. 面向用户数字幸福的以人为中心的人工智能:系统回顾、综合和未来方向。
IF 3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-09-10 DOI: 10.2196/69533
Youngsoo Shin

Background: As information and communication technologies and artificial intelligence (AI) become deeply integrated into daily life, the focus on users' digital well-being has grown across academic and industrial fields. However, fragmented perspectives and approaches to digital well-being in AI-powered systems hinder a holistic understanding, leaving researchers and practitioners struggling to design truly human-centered AI systems.

Objective: This paper aims to address the fragmentation by synthesizing diverse perspectives and approaches to digital well-being through a systematic literature review. Using the stimulus-organism-response framework as a guiding lens, this study aims to develop a comprehensive model for designing human-centered AI systems that promote digital well-being.

Methods: A systematic review of 240 multidisciplinary publications was conducted to explore the intersection of AI, digital well-being, and human-centered design. The analysis involved identifying key themes, frameworks, and approaches, with the stimulus-organism-response model serving as an overarching perspective to organize findings and inform the model development.

Results: The review led to the development of a human-centered artificial intelligence model for digital well-being, a conceptual framework that consolidates current knowledge on designing AI systems to support digital well-being and positively influence human behavior. The proposed model integrates insights from cross-disciplinary research, providing a structured understanding of how AI system features (stimuli) affect users' internal states such as perceptions and emotions (organisms) and lead to attitudinal or behavioral changes (responses). Additionally, this paper highlights emerging challenges and opportunities, including ethical considerations, scalability, and practical guidelines for applying the model in long-term research and practice.

Conclusions: This study contributes to advancing the field by presenting an overarching framework for fostering digital well-being through human-centered AI systems. By addressing gaps in the fragmented literature and proposing a unifying model, the findings offer insights for researchers and practitioners. The human-centered artificial intelligence for digital well-being model serves as a foundation for future exploration and practical application in creating intelligent computing systems that improve users' digital well-being in everyday life.

背景:随着信息通信技术和人工智能(AI)深入融入日常生活,对用户数字福祉的关注已经跨越学术和工业领域。然而,人工智能系统中数字福祉的碎片化观点和方法阻碍了整体理解,使研究人员和从业者难以设计真正以人为本的人工智能系统。目的:通过系统的文献综述,综合不同的观点和方法来解决数字幸福感的碎片化问题。以刺激-生物-反应框架为指导,本研究旨在开发一个全面的模型,用于设计以人为本的人工智能系统,促进数字福祉。方法:对240多学科出版物进行系统回顾,以探索人工智能、数字福祉和以人为本的设计的交叉点。分析包括确定关键主题、框架和方法,刺激-生物-反应模型作为一个总体视角来组织发现并为模型开发提供信息。结果:该综述促进了以人为中心的数字福祉人工智能模型的发展,这是一个概念框架,巩固了设计人工智能系统以支持数字福祉并积极影响人类行为的现有知识。所提出的模型整合了跨学科研究的见解,提供了对人工智能系统特征(刺激)如何影响用户的内部状态(如感知和情绪(生物体))并导致态度或行为变化(反应)的结构化理解。此外,本文还强调了新出现的挑战和机遇,包括伦理考虑、可扩展性以及在长期研究和实践中应用该模型的实践指南。结论:本研究提出了通过以人为本的人工智能系统促进数字福祉的总体框架,有助于推动该领域的发展。通过解决碎片文献中的空白并提出统一的模型,研究结果为研究人员和从业者提供了见解。以人为本的数字幸福人工智能模型是未来探索和实际应用的基础,可以创建智能计算系统,改善用户在日常生活中的数字幸福。
{"title":"Toward Human-Centered Artificial Intelligence for Users' Digital Well-Being: Systematic Review, Synthesis, and Future Directions.","authors":"Youngsoo Shin","doi":"10.2196/69533","DOIUrl":"10.2196/69533","url":null,"abstract":"<p><strong>Background: </strong>As information and communication technologies and artificial intelligence (AI) become deeply integrated into daily life, the focus on users' digital well-being has grown across academic and industrial fields. However, fragmented perspectives and approaches to digital well-being in AI-powered systems hinder a holistic understanding, leaving researchers and practitioners struggling to design truly human-centered AI systems.</p><p><strong>Objective: </strong>This paper aims to address the fragmentation by synthesizing diverse perspectives and approaches to digital well-being through a systematic literature review. Using the stimulus-organism-response framework as a guiding lens, this study aims to develop a comprehensive model for designing human-centered AI systems that promote digital well-being.</p><p><strong>Methods: </strong>A systematic review of 240 multidisciplinary publications was conducted to explore the intersection of AI, digital well-being, and human-centered design. The analysis involved identifying key themes, frameworks, and approaches, with the stimulus-organism-response model serving as an overarching perspective to organize findings and inform the model development.</p><p><strong>Results: </strong>The review led to the development of a human-centered artificial intelligence model for digital well-being, a conceptual framework that consolidates current knowledge on designing AI systems to support digital well-being and positively influence human behavior. The proposed model integrates insights from cross-disciplinary research, providing a structured understanding of how AI system features (stimuli) affect users' internal states such as perceptions and emotions (organisms) and lead to attitudinal or behavioral changes (responses). Additionally, this paper highlights emerging challenges and opportunities, including ethical considerations, scalability, and practical guidelines for applying the model in long-term research and practice.</p><p><strong>Conclusions: </strong>This study contributes to advancing the field by presenting an overarching framework for fostering digital well-being through human-centered AI systems. By addressing gaps in the fragmented literature and proposing a unifying model, the findings offer insights for researchers and practitioners. The human-centered artificial intelligence for digital well-being model serves as a foundation for future exploration and practical application in creating intelligent computing systems that improve users' digital well-being in everyday life.</p>","PeriodicalId":36351,"journal":{"name":"JMIR Human Factors","volume":"12 ","pages":"e69533"},"PeriodicalIF":3.0,"publicationDate":"2025-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12461177/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145030898","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Understanding the Behavioral Determinants of First Responder App Adoption by Integrating Perspectives From the Unified Theory of Acceptance and Use of Technology and Health Belief Model: Cross-Sectional Survey. 通过整合技术接受与使用统一理论和健康信念模型的视角来理解急救人员应用程序采用的行为决定因素:横断面调查
IF 3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-09-09 DOI: 10.2196/69934
Cas von Winckelmann, Robyn Vanherle, Lara Schreurs, Olivier Hoogmartens, Heidi Salaets, Jan De Spiegeleer, Marc Sabbe, Kathleen Beullens
<p><strong>Background: </strong>Out-of-hospital cardiac arrests (OHCAs) are a leading cause of death worldwide, yet first responder apps can significantly improve outcomes by mobilizing citizens to perform cardiopulmonary resuscitation before professional help arrives. Despite their importance, limited research has examined the psychological and behavioral factors that influence individuals' willingness to adopt these apps.</p><p><strong>Objective: </strong>Given that first responder app use involves elements of both technology adoption and preventive health behavior, it is essential to examine this behavior from multiple theoretical perspectives. Building on the unified theory of acceptance and use of technology (UTAUT) and health belief model (HBM), this study therefore developed an integrative framework to explain which behavioral determinants and demographic and health-related factors drive an individual's willingness to install a first responder app for OHCA.</p><p><strong>Methods: </strong>We conducted a web-based cross-sectional survey (N=3660; mean age 49.95, SD 16.75 years; n=1909, 52.2% women) in June 2024 among Belgian adults. Behavioral determinants (UTAUT and HBM constructs), demographic (eg, age), and health-related (eg, cardiopulmonary resuscitation training experience) variables were measured using (multi-item) scales. Willingness to install the app served as the outcome variable. We developed a structural equation model using the Lavaan package in R and specified regression paths, on the one hand, between the behavioral determinants and willingness to install the app, and on the other hand, between the demographic and health-related factors and the behavioral determinants. Additionally, we conducted multiple group analyses to examine the moderating role of demographic and health-related factors on the relationships between the behavioral determinants and the willingness to install the app.</p><p><strong>Results: </strong>Our results revealed that 2 UTAUT variables (ie, facilitating conditions: β=.07; P=.003 and social influence: β=.16; P<.001) and 3 HBM variables (ie, perceived susceptibility: β=.06; P=.003, perceived barriers: β=-.29; P<.001, and perceived benefits: β=.38; P<.001) were associated with willingness to install a first responder app for OHCA. Additionally, most demographic and health-related factors were indirectly related to willingness via behavioral determinants, with age being the sole moderator. Specifically, a negative association between perceived severity and willingness was only observed among older adults. In addition, the positive relationship between perceived benefits and willingness was stronger for older adults compared to younger ones.</p><p><strong>Conclusions: </strong>Overall, the results of this study have both theoretical and practical implications. Theoretically, this study finds its relevance in extending the UTAUT and HBM to altruistic mobile health apps and advancing our understanding of tec
院外心脏骤停(ohca)是世界范围内的主要死亡原因,但急救应用程序可以通过动员公民在专业帮助到来之前进行心肺复苏来显着改善结果。尽管它们很重要,但有限的研究调查了影响个人采用这些应用程序意愿的心理和行为因素。目的:鉴于第一响应者应用程序的使用涉及技术采用和预防健康行为的要素,从多个理论角度研究这种行为是必要的。基于技术接受和使用统一理论(UTAUT)和健康信念模型(HBM),本研究开发了一个综合框架,以解释哪些行为决定因素、人口统计学和健康相关因素驱动个人愿意为OHCA安装第一响应者应用程序。方法:我们于2024年6月在比利时成年人中进行了一项基于网络的横断面调查(N=3660,平均年龄49.95,SD 16.75岁;N= 1909,女性52.2%)。使用(多条目)量表测量行为决定因素(UTAUT和HBM结构)、人口统计学(如年龄)和健康相关(如心肺复苏训练经验)变量。安装应用程序的意愿是结果变量。我们使用R中的Lavaan软件包开发了一个结构方程模型,并指定了回归路径,一方面是行为决定因素与安装应用程序意愿之间的回归路径,另一方面是人口统计和健康相关因素与行为决定因素之间的回归路径。此外,我们还进行了多组分析,以检验人口统计学和健康相关因素对行为决定因素与应用安装意愿之间关系的调节作用。结果:我们的研究结果揭示了2个UTAUT变量(即促进条件:β= 0.07; P= 0.003;社会影响:β= 0.16; P)。结论:总体而言,本研究的结果具有理论和实践意义。从理论上讲,本研究发现它在将UTAUT和HBM扩展到利他的移动健康应用程序和促进我们对健康环境中技术采用的理解方面具有相关性。实际上,这项研究的发现可以为现实生活中的健康运动提供信息,这些运动旨在加强公民对急救系统的参与。
{"title":"Understanding the Behavioral Determinants of First Responder App Adoption by Integrating Perspectives From the Unified Theory of Acceptance and Use of Technology and Health Belief Model: Cross-Sectional Survey.","authors":"Cas von Winckelmann, Robyn Vanherle, Lara Schreurs, Olivier Hoogmartens, Heidi Salaets, Jan De Spiegeleer, Marc Sabbe, Kathleen Beullens","doi":"10.2196/69934","DOIUrl":"10.2196/69934","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background: &lt;/strong&gt;Out-of-hospital cardiac arrests (OHCAs) are a leading cause of death worldwide, yet first responder apps can significantly improve outcomes by mobilizing citizens to perform cardiopulmonary resuscitation before professional help arrives. Despite their importance, limited research has examined the psychological and behavioral factors that influence individuals' willingness to adopt these apps.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Objective: &lt;/strong&gt;Given that first responder app use involves elements of both technology adoption and preventive health behavior, it is essential to examine this behavior from multiple theoretical perspectives. Building on the unified theory of acceptance and use of technology (UTAUT) and health belief model (HBM), this study therefore developed an integrative framework to explain which behavioral determinants and demographic and health-related factors drive an individual's willingness to install a first responder app for OHCA.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;We conducted a web-based cross-sectional survey (N=3660; mean age 49.95, SD 16.75 years; n=1909, 52.2% women) in June 2024 among Belgian adults. Behavioral determinants (UTAUT and HBM constructs), demographic (eg, age), and health-related (eg, cardiopulmonary resuscitation training experience) variables were measured using (multi-item) scales. Willingness to install the app served as the outcome variable. We developed a structural equation model using the Lavaan package in R and specified regression paths, on the one hand, between the behavioral determinants and willingness to install the app, and on the other hand, between the demographic and health-related factors and the behavioral determinants. Additionally, we conducted multiple group analyses to examine the moderating role of demographic and health-related factors on the relationships between the behavioral determinants and the willingness to install the app.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;Our results revealed that 2 UTAUT variables (ie, facilitating conditions: β=.07; P=.003 and social influence: β=.16; P&lt;.001) and 3 HBM variables (ie, perceived susceptibility: β=.06; P=.003, perceived barriers: β=-.29; P&lt;.001, and perceived benefits: β=.38; P&lt;.001) were associated with willingness to install a first responder app for OHCA. Additionally, most demographic and health-related factors were indirectly related to willingness via behavioral determinants, with age being the sole moderator. Specifically, a negative association between perceived severity and willingness was only observed among older adults. In addition, the positive relationship between perceived benefits and willingness was stronger for older adults compared to younger ones.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions: &lt;/strong&gt;Overall, the results of this study have both theoretical and practical implications. Theoretically, this study finds its relevance in extending the UTAUT and HBM to altruistic mobile health apps and advancing our understanding of tec","PeriodicalId":36351,"journal":{"name":"JMIR Human Factors","volume":"12 ","pages":"e69934"},"PeriodicalIF":3.0,"publicationDate":"2025-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12457852/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145030823","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Associations Between Sleep Duration and Cognitive Function Among Older Adults: Cross-Sectional Study. 老年人睡眠时间与认知功能之间的关系:横断面研究。
IF 3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-09-08 DOI: 10.2196/72886
Guolin Guo, Yanling Jiang, Jianteng Dong, Xu Zhao, Xiaofan Lai, Xiumei Wang, Hongguo Rong, Jian Li

Background: Sleep duration plays a crucial role in cognitive health and is closely linked to cognitive decline. However, the relationship between sleep duration and cognitive function in the Chinese population remains poorly understood.

Objective: This study aims to evaluate the association between sleep duration and cognitive function among middle-aged and older adults in China.

Methods: Using data from 15,526 participants in the 2020 China Health and Retirement Longitudinal Study, we used 3 composite indicators, encompassing episodic memory, mental acuity, and overall cognitive function to evaluate cognitive performance. Sleep duration per night, self-reported through face-to-face interviews, was also obtained. Adjustments were made using multiple generalized linear regression models, accounting for demographic, lifestyle, and health-related covariates.

Results: Among the 15,526 respondents analyzed, 53.02% (8232/15,526) were female and 46.98% (7294/15,526) were male, with an average age of 61.5 (SD 9.27) years. Those reporting sleep durations of 4 hours or less (β=-1.85, 95% CI -2.07 to -1.62), 5 hours (β=-0.55, 95% CI -0.78 to -0.33; P<.001), 9 hours (β=-1.78, 95% CI -2.17 to -1.39), and 10 hours or more (β=-3.01, 95% CI -3.39 to -2.63) per night had a significant negative relationship with cognitive function. In the adjusted model, the negative impact of long sleep (≥10 hours) on overall cognitive function became more pronounced (β=-3.01, 95% CI -3.39 to -2.63; P<.001), followed closely by extremely short sleep (≤4 hours; β=-1.85, 95% CI -2.07 to -1.62; P<.001).

Conclusions: This study reveals an inverted U-shaped relationship between sleep duration and global cognitive decline, indicating that cognitive function should be closely monitored in individuals with both short and long sleep durations. Consequently, public health strategies should prioritize the promotion of moderate sleep to mitigate the cognitive risks associated with aging, particularly in culturally specific contexts.

背景:睡眠时间在认知健康中起着至关重要的作用,与认知能力下降密切相关。然而,在中国人群中,睡眠时间与认知功能之间的关系仍然知之甚少。目的:本研究旨在评估中国中老年人群睡眠时间与认知功能的关系。方法:利用2020年中国健康与退休纵向研究中15526名参与者的数据,我们使用了3个复合指标,包括情景记忆、精神敏锐度和整体认知功能来评估认知表现。每晚的睡眠时间,通过面对面访谈的自我报告,也得到了。采用多元广义线性回归模型进行调整,考虑了人口统计学、生活方式和健康相关协变量。结果:15526名调查对象中,女性占53.02%(8232/ 15526),男性占46.98%(7294/ 15526),平均年龄61.5岁(SD 9.27)。结论:该研究揭示了睡眠时间与整体认知能力下降之间的倒u型关系,表明无论是短睡眠时间还是长睡眠时间的个体,都应密切监测认知功能。因此,公共卫生战略应优先考虑促进适度睡眠,以减轻与衰老相关的认知风险,特别是在特定文化背景下。
{"title":"Associations Between Sleep Duration and Cognitive Function Among Older Adults: Cross-Sectional Study.","authors":"Guolin Guo, Yanling Jiang, Jianteng Dong, Xu Zhao, Xiaofan Lai, Xiumei Wang, Hongguo Rong, Jian Li","doi":"10.2196/72886","DOIUrl":"10.2196/72886","url":null,"abstract":"<p><strong>Background: </strong>Sleep duration plays a crucial role in cognitive health and is closely linked to cognitive decline. However, the relationship between sleep duration and cognitive function in the Chinese population remains poorly understood.</p><p><strong>Objective: </strong>This study aims to evaluate the association between sleep duration and cognitive function among middle-aged and older adults in China.</p><p><strong>Methods: </strong>Using data from 15,526 participants in the 2020 China Health and Retirement Longitudinal Study, we used 3 composite indicators, encompassing episodic memory, mental acuity, and overall cognitive function to evaluate cognitive performance. Sleep duration per night, self-reported through face-to-face interviews, was also obtained. Adjustments were made using multiple generalized linear regression models, accounting for demographic, lifestyle, and health-related covariates.</p><p><strong>Results: </strong>Among the 15,526 respondents analyzed, 53.02% (8232/15,526) were female and 46.98% (7294/15,526) were male, with an average age of 61.5 (SD 9.27) years. Those reporting sleep durations of 4 hours or less (β=-1.85, 95% CI -2.07 to -1.62), 5 hours (β=-0.55, 95% CI -0.78 to -0.33; P<.001), 9 hours (β=-1.78, 95% CI -2.17 to -1.39), and 10 hours or more (β=-3.01, 95% CI -3.39 to -2.63) per night had a significant negative relationship with cognitive function. In the adjusted model, the negative impact of long sleep (≥10 hours) on overall cognitive function became more pronounced (β=-3.01, 95% CI -3.39 to -2.63; P<.001), followed closely by extremely short sleep (≤4 hours; β=-1.85, 95% CI -2.07 to -1.62; P<.001).</p><p><strong>Conclusions: </strong>This study reveals an inverted U-shaped relationship between sleep duration and global cognitive decline, indicating that cognitive function should be closely monitored in individuals with both short and long sleep durations. Consequently, public health strategies should prioritize the promotion of moderate sleep to mitigate the cognitive risks associated with aging, particularly in culturally specific contexts.</p>","PeriodicalId":36351,"journal":{"name":"JMIR Human Factors","volume":"12 ","pages":"e72886"},"PeriodicalIF":3.0,"publicationDate":"2025-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12455150/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145024337","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Need Analysis of Clinician-Oriented Integrated Precision Oncology Decision Support Tools: Qualitative Descriptive Study. 面向临床医生的综合精准肿瘤学决策支持工具的需求分析:定性描述性研究。
IF 3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-09-08 DOI: 10.2196/67476
Sheng Zheng, Yi Feng, Jieran Long, Xiang Li, Meng Zhang, Hui Chen, Xue Du, Huilong Duan, Shuqin Jia, Nan Wu, Xudong Lu
<p><strong>Background: </strong>The rapid advancement of next-generation sequencing has significantly expanded the landscape of precision medicine. However, health care professionals face increasing challenges in keeping pace with the growing body of oncological knowledge and integrating it effectively into clinical workflows. Precision oncology decision support (PODS) tools aim to assist clinicians in navigating this complexity, yet their current functionalities only partially address clinical needs. A lack of comprehensive needs assessment may result in unaddressed requirements, limiting the effectiveness of these tools in real-world practice.</p><p><strong>Objective: </strong>This study aimed to explore clinicians' needs and expectations regarding the functionalities of integrated PODS tools, providing insights into essential features that could enhance their usability and impact.</p><p><strong>Methods: </strong>We conducted a qualitative investigation at Peking University Cancer Hospital to explore clinicians' needs and expectations for the functions of integrated PODS tools. Data were collected through 143 structured participant observations during multidisciplinary team meetings and 17 in-depth semistructured interviews with a diverse group of oncology specialists, including physicians, surgeons, molecular biologists, radiotherapists, radiologists, and pathologists. Thematic analysis was applied to identify key functional requirements, and a requirements framework was formed.</p><p><strong>Results: </strong>Three overarching functional needs emerged: (1) better access to oncological knowledge, including support for therapy selection (guidelines, conferences, and consensuses), clinical trials, drug and treatment information, and complex case knowledge, as well as improved diagnostic and prognostic insights; (2) clinical contextualization and resource navigation, referring to the process of contextualizing scientific knowledge within real-world clinical settings, including access to clinical trials and drugs, along with predictive models for treatment response; and (3) support abilities in the decision-making process, highlighting the need for integration of flexible biological knowledge and phenotypic data; automated patient information synthesis; improved data visualization; and optimized retrieval, recommendation, and question-answering functionalities. A functional framework for integrated PODS tools was proposed based on these findings.</p><p><strong>Conclusions: </strong>The study conducted a qualitative descriptive observation and interview in the use, needs of integrated PODS tools. PODS tools serve as complex, multilevel decision support systems. A clear understanding of clinicians' actual needs is crucial for their refinement and practical adoption. By capturing perspectives directly from oncology professionals, this study provides actionable insights into the functional enhancements required for PODS tools, ultimately aiming to bri
背景:新一代测序技术的快速发展极大地扩展了精准医学的领域。然而,卫生保健专业人员面临着越来越多的挑战,以跟上不断增长的肿瘤知识,并将其有效地整合到临床工作流程。精确肿瘤学决策支持(PODS)工具旨在帮助临床医生应对这种复杂性,但它们目前的功能仅部分满足临床需求。缺乏全面的需求评估可能导致未处理的需求,限制了这些工具在实际实践中的有效性。目的:本研究旨在探讨临床医生对集成pod工具功能的需求和期望,提供可以提高其可用性和影响的基本特征。方法:在北京大学肿瘤医院进行定性调查,探讨临床医生对集成pod工具功能的需求和期望。数据通过多学科团队会议期间的143个结构化参与者观察和17个深入的半结构化访谈收集,访谈对象包括内科医生、外科医生、分子生物学家、放射治疗师、放射科医生和病理学家。应用主题分析识别关键功能需求,形成需求框架。结果:出现了三个总体功能需求:(1)更好地获取肿瘤学知识,包括支持治疗选择(指南、会议和共识)、临床试验、药物和治疗信息、复杂病例知识,以及改进的诊断和预后见解;(2)临床情境化和资源导航,指的是将科学知识在现实世界的临床环境中情境化的过程,包括临床试验和药物的获取,以及治疗反应的预测模型;(3)在决策过程中的支持能力,强调需要灵活的生物学知识和表型数据的整合;患者信息自动合成;改进的数据可视化;并优化了检索、推荐和问答功能。基于这些发现,提出了集成pod工具的功能框架。结论:本研究对集成PODS工具的使用、需求进行了定性描述性观察和访谈。PODS工具作为复杂的、多层次的决策支持系统。明确了解临床医生的实际需求对其完善和实际采用至关重要。通过直接从肿瘤学专业人士那里获取观点,本研究为pod工具所需的功能增强提供了可操作的见解,最终旨在弥合基因组进步与精确肿瘤学临床决策之间的差距。
{"title":"Need Analysis of Clinician-Oriented Integrated Precision Oncology Decision Support Tools: Qualitative Descriptive Study.","authors":"Sheng Zheng, Yi Feng, Jieran Long, Xiang Li, Meng Zhang, Hui Chen, Xue Du, Huilong Duan, Shuqin Jia, Nan Wu, Xudong Lu","doi":"10.2196/67476","DOIUrl":"10.2196/67476","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background: &lt;/strong&gt;The rapid advancement of next-generation sequencing has significantly expanded the landscape of precision medicine. However, health care professionals face increasing challenges in keeping pace with the growing body of oncological knowledge and integrating it effectively into clinical workflows. Precision oncology decision support (PODS) tools aim to assist clinicians in navigating this complexity, yet their current functionalities only partially address clinical needs. A lack of comprehensive needs assessment may result in unaddressed requirements, limiting the effectiveness of these tools in real-world practice.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Objective: &lt;/strong&gt;This study aimed to explore clinicians' needs and expectations regarding the functionalities of integrated PODS tools, providing insights into essential features that could enhance their usability and impact.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;We conducted a qualitative investigation at Peking University Cancer Hospital to explore clinicians' needs and expectations for the functions of integrated PODS tools. Data were collected through 143 structured participant observations during multidisciplinary team meetings and 17 in-depth semistructured interviews with a diverse group of oncology specialists, including physicians, surgeons, molecular biologists, radiotherapists, radiologists, and pathologists. Thematic analysis was applied to identify key functional requirements, and a requirements framework was formed.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;Three overarching functional needs emerged: (1) better access to oncological knowledge, including support for therapy selection (guidelines, conferences, and consensuses), clinical trials, drug and treatment information, and complex case knowledge, as well as improved diagnostic and prognostic insights; (2) clinical contextualization and resource navigation, referring to the process of contextualizing scientific knowledge within real-world clinical settings, including access to clinical trials and drugs, along with predictive models for treatment response; and (3) support abilities in the decision-making process, highlighting the need for integration of flexible biological knowledge and phenotypic data; automated patient information synthesis; improved data visualization; and optimized retrieval, recommendation, and question-answering functionalities. A functional framework for integrated PODS tools was proposed based on these findings.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions: &lt;/strong&gt;The study conducted a qualitative descriptive observation and interview in the use, needs of integrated PODS tools. PODS tools serve as complex, multilevel decision support systems. A clear understanding of clinicians' actual needs is crucial for their refinement and practical adoption. By capturing perspectives directly from oncology professionals, this study provides actionable insights into the functional enhancements required for PODS tools, ultimately aiming to bri","PeriodicalId":36351,"journal":{"name":"JMIR Human Factors","volume":"12 ","pages":"e67476"},"PeriodicalIF":3.0,"publicationDate":"2025-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12455164/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145024360","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
JMIR Human Factors
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1