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Designing a Substance Misuse Data Dashboard for Overdose Fatality Review Teams: User-Centered Design Approach. 为过量死亡审查小组设计物质滥用数据仪表板:以用户为中心的设计方法。
IF 3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-15 DOI: 10.2196/79407
Marie Pisani, Madeline K Oguss, Julia Dickson-Gomez, Constance Kostelac, Amy Parry, Starr Moss, Elizabeth Salisbury-Afshar, Brian Patterson, Michael Spigner, Megan Gussick, Alison Krautkramer, Timothy Gruenloh, Askar Safipour Afshar, Preeti Gupta, Anoop Mayampurath, Majid Afshar
<p><strong>Background: </strong>Overdose fatality review (OFR) is a public health process in which cases of fatal overdose are carefully reviewed to identify prevention strategies. Current OFR requires review of multiple unconnected data sources, which is a manually intensive process. The Substance Misuse Data Commons (SMDC) was created to link electronic health record data with data from local and state agencies into a single, cloud-based e-platform but does not currently have a data visualization tool.</p><p><strong>Objective: </strong>We aimed to use human factors design principles to develop a comprehensive dashboard for the SMDC that could facilitate enhanced processes to support OFR.</p><p><strong>Methods: </strong>We first surveyed OFR leaders in Wisconsin using the National Aeronautics and Space Administration-Task Load Index to understand the cognitive workload of 3 tasks: (1) analysis of population-level overdose trends, (2) selection and preparation of individual cases for review, and (3) abstraction of data from individual causes. We then conducted semistructured interviews to identify targets for workflow optimization. Next, we developed a prototype dashboard for evaluation using a synthetic dataset built with GPT-4. We subsequently performed iterative design sessions with heuristic evaluations and collected end-user feedback on the final prototype via a second round of semistructured interviews and targeted surveys, including the Unified Theory of Acceptance and Use of Technology and the Perceived Usefulness Questionnaire.</p><p><strong>Results: </strong>The National Aeronautics and Space Administration-Task Load Index revealed a moderately high mental workload with the current workflow for all 3 tasks, with mean scores of 12.60 (SD 3.31), 11.90 (SD 3.57), and 12.43 (SD 5.41) for tasks 1, 2, and 3, respectively. Interviews pointed to causes including technological challenges and a reliance on manual processes. The prototype dashboard addressed these concerns by integrating multiple data sources to generate population-level visualizations and patient-level event timelines. End users reported the potential for improved efficiency and data accessibility compared to antecedent processes. The Unified Theory of Acceptance and Use of Technology results indicated the dashboard would likely be adopted if made available, with a mean of 4.07 out of 5.00 (SD 0.65). The Perceived Usefulness Questionnaire results suggested moderate usefulness for both the aggregate and individual-level data, with means of 3.61 (SD 0.82) and 3.64 (SD 0.85) out of 5.00, respectively.</p><p><strong>Conclusions: </strong>OFR is a data-intensive process that traditionally demands substantial cognitive and manual effort, and there are multiple barriers to efficiently collecting data and presenting them for review. The dashboard offers a user-centered, informatics-based approach to streamline data aggregation and presentation, potentially enhancing the efficiency of cas
背景:过量致死审查(OFR)是一个公共卫生过程,在此过程中,对致命过量病例进行仔细审查,以确定预防策略。目前的OFR需要审查多个未连接的数据源,这是一个人工密集型的过程。物质滥用数据共享(SMDC)的创建是为了将电子健康记录数据与地方和州机构的数据链接到一个基于云的电子平台,但目前没有数据可视化工具。目的:我们旨在利用人为因素设计原则为SMDC开发一个全面的仪表板,以促进支持OFR的增强流程。方法:我们首先使用美国国家航空航天局-任务负荷指数对威斯康星州的OFR领导进行了调查,以了解3项任务的认知负荷:(1)分析人口水平的过量趋势,(2)选择和准备个案进行审查,(3)从个人原因中提取数据。然后,我们进行了半结构化访谈,以确定工作流优化的目标。接下来,我们开发了一个原型仪表板,用于使用GPT-4构建的合成数据集进行评估。随后,我们进行了启发式评估的迭代设计会议,并通过第二轮半结构化访谈和有针对性的调查(包括技术接受和使用统一理论和感知有用性问卷)收集了最终原型的最终用户反馈。结果:美国国家航空航天局-任务负荷指数显示,在当前的工作流程中,所有3个任务的心理负荷都适度高,任务1、2和3的平均得分分别为12.60 (SD 3.31)、11.90 (SD 3.57)和12.43 (SD 5.41)。采访指出,原因包括技术挑战和对手工流程的依赖。原型仪表板通过集成多个数据源来生成人口级别的可视化和患者级别的事件时间轴,从而解决了这些问题。最终用户报告了与之前的流程相比,提高效率和数据可访问性的潜力。技术接受和使用统一理论的结果表明,仪表板很可能被采用,平均为4.07分(标准差为0.65)。感知有用性问卷的结果表明,总体和个人水平的数据都有中等程度的有用性,平均值分别为3.61 (SD 0.82)和3.64 (SD 0.85)。结论:OFR是一个数据密集型的过程,传统上需要大量的认知和手工工作,并且在有效收集数据并提交审查时存在多种障碍。仪表板提供了一种以用户为中心、基于信息学的方法来简化数据聚合和表示,潜在地提高了案例审查的效率。实现一个整合和可视化不同数据源的仪表板有可能减轻OFR中的手动工作负载。最终,我们的目标是提供一个包含真实SMDC数据的最终数据仪表板,为OFR领导者提供额外的工具,帮助他们制定严格的干预措施,以减少过量死亡。
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引用次数: 0
Challenges and Benefits of Virtual Reality in Home-Based Poststroke Rehabilitation: Co-Design Qualitative Study. 虚拟现实在基于家庭的脑卒中后康复中的挑战和益处:共同设计定性研究。
IF 3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-15 DOI: 10.2196/78798
Trust Saidi, Ann Marie Hestetun-Mandrup, Nenad Pavel, Ingvild Kristina Hurum Rosseland, Kathinka Granum Selmer-Olsen, Nora Synnøve Mørk, Åse Bergheim, Minna Annika Pikkarainen

Background: Stroke often leads to persistent impairments that limit daily functioning and psychosocial well-being. Virtual reality (VR) has emerged as a promising adjunct in stroke rehabilitation, although research has largely focused on clinical outcomes, with limited attention to user involvement and the experiences of multiple stakeholders in the design process.

Objective: This study aimed to explore the challenges and benefits of co-designing and using VR to support home-based poststroke rehabilitation.

Methods: A qualitative co-design case study was applied to gain an in-depth understanding of the challenges and benefits. Rapid co-design principles were used in developing VR prototypes delivered via head-mounted displays through 3 workshops with participants with stroke, health care professionals, and VR developers from November 2023 to May 2024. A design prototype revision was done based on feedback from the workshops. Data were collected via audio-taped co-design workshops with all participants and 10 successive semistructured interviews with health care professionals and VR developers conducted in a rehabilitation hospital. A thematic analysis was performed on transcribed recordings.

Results: In total, five main themes emerged: (1) adaptability for stroke-related impairments in home rehabilitation, (2) safety and ease of use, (3) goal orientation, (4) motivation, and (5) VR as a complementary tool. One of the primary challenges identified lies in the adaptability of VR systems for individuals with hemiparesis. Additionally, customization and safety concerns remain a complex barrier, as VR solutions must be capable of addressing a wide range of stroke-related impairments and aligning specific rehabilitation goals. VR demonstrated potential to enhance rehabilitation by simulating real-life tasks that encourage goal-oriented and motivating therapy. As a complementary tool, VR can enhance traditional rehabilitation by increasing the intensity and volume of therapy.

Conclusions: This study offers insight into how VR can be effectively integrated into rehabilitation practices. Its integration into rehabilitation requires alignment with established therapeutic principles within VR applications, such as adjustable task-specific training and meaningful outcomes tailored to individual needs, to ensure clinical relevance and user engagement. VR should complement, rather than replace, conventional therapy by increasing training intensity, reducing therapist workload, and extending rehabilitation into the home. Thoughtful co-design with stakeholders is key to creating VR tools that bridge the gap between structured clinical care and independent recovery, offering continuous support throughout the rehabilitation process.

背景:中风常常导致持续的损害,限制日常功能和社会心理健康。虚拟现实(VR)已经成为中风康复中一个很有前途的辅助手段,尽管研究主要集中在临床结果上,很少关注用户参与和设计过程中多个利益相关者的体验。目的:本研究旨在探讨共同设计和使用虚拟现实技术支持脑卒中后家庭康复的挑战和益处。方法:采用定性的协同设计案例研究来深入了解挑战和收益。从2023年11月到2024年5月,通过三次研讨会,参与者包括中风患者、医疗保健专业人员和VR开发人员,快速协同设计原则被用于开发通过头戴式显示器交付的VR原型。设计原型的修改是根据研讨会的反馈完成的。通过与所有参与者的录音共同设计研讨会以及在一家康复医院与卫生保健专业人员和VR开发人员进行的10次连续半结构化访谈来收集数据。对转录的录音进行了专题分析。结果:总共出现了五个主要主题:(1)家庭康复中卒中相关损伤的适应性,(2)安全性和易用性,(3)目标定向,(4)动机,(5)VR作为补充工具。确定的主要挑战之一是VR系统对偏瘫患者的适应性。此外,定制化和安全问题仍然是一个复杂的障碍,因为VR解决方案必须能够解决广泛的中风相关损伤,并协调特定的康复目标。VR通过模拟现实生活中的任务,鼓励目标导向和激励治疗,展示了增强康复的潜力。作为一种辅助工具,VR可以通过增加治疗的强度和量来增强传统的康复。结论:这项研究为如何将VR有效地整合到康复实践中提供了见解。将其整合到康复中需要与VR应用中已建立的治疗原则保持一致,例如可调整的特定任务培训和针对个人需求量身定制的有意义的结果,以确保临床相关性和用户参与度。虚拟现实应该通过增加训练强度、减少治疗师工作量和将康复扩展到家庭来补充而不是取代传统治疗。与利益相关者进行深思熟虑的共同设计是创造VR工具的关键,这些工具可以弥合结构化临床护理和独立康复之间的差距,并在整个康复过程中提供持续的支持。
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引用次数: 0
Correction: Auxiliary Teaching and Student Evaluation Methods Based on Facial Expression Recognition in Medical Education. 修正:基于面部表情识别的医学教学辅助教学与学生评价方法。
IF 3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-14 DOI: 10.2196/89669
Xueling Zhu, Roben A Juanatas
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引用次数: 0
Long-Term Effects of Multimedia Education and "Foot Alerts" Through the MyU App on Diabetic Foot Care in Individuals With Moderate-High Risk: Pilot Randomized Controlled Trial. 通过MyU App进行多媒体教育和“足部警报”对中高危险人群糖尿病足护理的长期影响:先导随机对照试验
IF 3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-13 DOI: 10.2196/78261
Ameenah Alawadhi, Kay Scarsbrook Khan, Grace Messenger, Alice Cusworth, Mohammad Assi, Stuart R Gray, Ebaa Al-Ozairi

Background: Diabetic foot ulceration (DFU) is the leading cause of nontraumatic amputations in people with diabetes. Research shows that improving patient awareness can result in short-term improvements, but Cochrane reviews report insufficient high-quality evidence.

Objective: This study aims to investigate the effects of multimedia presentation and smartphone alerts to enhance long-term knowledge and foot care behaviors in individuals at moderate-to-high risk of DFU.

Methods: Participants were randomized to a control group, receiving usual diabetic foot care advice (n=40), or an intervention group, receiving a multimedia diabetic foot care presentation and regular "foot alerts" through the MyU smartphone app on top of usual care (n=37). Patient's knowledge and behaviors related to diabetic foot care were assessed at baseline and after 12 months. Repeated measures ANOVA was conducted in both intention-to-treat and per-protocol analyses to evaluate the intervention's effectiveness.

Results: The findings were consistent across intention-to-treat and per-protocol analyses. In the intervention group, the number of podiatry visits was positively correlated with improved foot care behavior (r=0.408; P=.02), while the control group showed a negative correlation (r=-0.402; P=.02). No significant correlations were observed with knowledge scores. Although no significant time×group interactions were seen, the main effects of time were found for both knowledge (η²=0.12; P=.004) and behavior scores (η²=0.31; P<.001). Post hoc analysis showed a decline in knowledge scores in the control group (Cohen d=-0.24; P=.007) and improvements in behavior scores in both groups (Cohen d: intervention=0.61, control=0.63; all P<.001).

Conclusions: The MyU app-based multimedia intervention was associated with improved foot care behaviors over 12 months, indicating potential benefits as an adjunct to usual diabetic foot care. However, no significant changes in diabetic foot care knowledge were observed. These findings suggest that while the applied digital multimedia tool may support behavior change, further research is needed to enhance knowledge retention and clinical impact. The study revealed that multimedia education alone may not be effective for long-term improvement in foot self-care knowledge and behavior among individuals at moderate-high DFU risk, but the reinforcement of educational material during follow-up podiatry visits could be effective.

背景:糖尿病足溃疡(DFU)是糖尿病患者非创伤性截肢的主要原因。研究表明,提高患者的意识可以带来短期的改善,但Cochrane综述报告缺乏高质量的证据。目的:本研究旨在探讨多媒体演示和智能手机提醒对DFU中高风险个体长期知识和足部护理行为的影响。方法:参与者被随机分为对照组(n=40)和干预组(n=37),对照组接受常规糖尿病足护理建议,干预组在常规护理的基础上,通过MyU智能手机应用程序接受多媒体糖尿病足护理介绍和定期“足部警报”。在基线和12个月后评估患者与糖尿病足护理相关的知识和行为。在意向治疗和方案分析中进行重复测量方差分析,以评估干预措施的有效性。结果:意向治疗和方案分析的结果一致。干预组足部就诊次数与足部护理行为改善呈正相关(r=0.408, P= 0.02),对照组为负相关(r=-0.402, P= 0.02)。与知识得分无显著相关。虽然没有发现显著的time×group交互作用,但时间的主要影响是知识(η²=0.12;P= 0.004)和行为评分(η²=0.31)。结论:基于MyU应用程序的多媒体干预与12个月内足部护理行为的改善相关,表明作为常规糖尿病足部护理的辅助手段有潜在的益处。然而,没有观察到糖尿病足护理知识的显著变化。这些发现表明,虽然应用数字多媒体工具可能支持行为改变,但需要进一步研究以增强知识保留和临床影响。本研究显示,仅靠多媒体教育对中高足部足部疾病风险个体足部自我护理知识和行为的长期改善可能并不有效,但在后续足部就诊期间加强教育材料可能有效。
{"title":"Long-Term Effects of Multimedia Education and \"Foot Alerts\" Through the MyU App on Diabetic Foot Care in Individuals With Moderate-High Risk: Pilot Randomized Controlled Trial.","authors":"Ameenah Alawadhi, Kay Scarsbrook Khan, Grace Messenger, Alice Cusworth, Mohammad Assi, Stuart R Gray, Ebaa Al-Ozairi","doi":"10.2196/78261","DOIUrl":"10.2196/78261","url":null,"abstract":"<p><strong>Background: </strong>Diabetic foot ulceration (DFU) is the leading cause of nontraumatic amputations in people with diabetes. Research shows that improving patient awareness can result in short-term improvements, but Cochrane reviews report insufficient high-quality evidence.</p><p><strong>Objective: </strong>This study aims to investigate the effects of multimedia presentation and smartphone alerts to enhance long-term knowledge and foot care behaviors in individuals at moderate-to-high risk of DFU.</p><p><strong>Methods: </strong>Participants were randomized to a control group, receiving usual diabetic foot care advice (n=40), or an intervention group, receiving a multimedia diabetic foot care presentation and regular \"foot alerts\" through the MyU smartphone app on top of usual care (n=37). Patient's knowledge and behaviors related to diabetic foot care were assessed at baseline and after 12 months. Repeated measures ANOVA was conducted in both intention-to-treat and per-protocol analyses to evaluate the intervention's effectiveness.</p><p><strong>Results: </strong>The findings were consistent across intention-to-treat and per-protocol analyses. In the intervention group, the number of podiatry visits was positively correlated with improved foot care behavior (r=0.408; P=.02), while the control group showed a negative correlation (r=-0.402; P=.02). No significant correlations were observed with knowledge scores. Although no significant time×group interactions were seen, the main effects of time were found for both knowledge (η²=0.12; P=.004) and behavior scores (η²=0.31; P<.001). Post hoc analysis showed a decline in knowledge scores in the control group (Cohen d=-0.24; P=.007) and improvements in behavior scores in both groups (Cohen d: intervention=0.61, control=0.63; all P<.001).</p><p><strong>Conclusions: </strong>The MyU app-based multimedia intervention was associated with improved foot care behaviors over 12 months, indicating potential benefits as an adjunct to usual diabetic foot care. However, no significant changes in diabetic foot care knowledge were observed. These findings suggest that while the applied digital multimedia tool may support behavior change, further research is needed to enhance knowledge retention and clinical impact. The study revealed that multimedia education alone may not be effective for long-term improvement in foot self-care knowledge and behavior among individuals at moderate-high DFU risk, but the reinforcement of educational material during follow-up podiatry visits could be effective.</p>","PeriodicalId":36351,"journal":{"name":"JMIR Human Factors","volume":"13 ","pages":"e78261"},"PeriodicalIF":3.0,"publicationDate":"2026-01-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12800894/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145967223","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
Bridging Gaps in Women's Heart Health: User-Centered Needs Assessment Informed by Patient and Clinician Interviews. 弥合妇女心脏健康的差距:由患者和临床医生访谈提供的以用户为中心的需求评估。
IF 3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-13 DOI: 10.2196/82916
Christine Jacob, Sangeetha-Rose Puthanveettil, Patrick Vavken, Emel Kaplan, Christine S Zuern
<p><strong>Background: </strong>Women with cardiovascular disease (CVD) remain underserved due to gaps in recognition, diagnosis, and care tailored to sex-specific risks. Digital health tools have the potential to address these inequities, but many fail to reflect the distinct needs of women. In a prior review, we assessed 20 CVD apps and 22 wearables and found that only 25% (5/20) of apps and 40% (9/22) of wearables included any sex-specific content, such as hormone cycle tracking and life-stage considerations related to pregnancy or menopause. These findings confirm that current digital tools largely mirror the gender gaps seen in traditional care.</p><p><strong>Objective: </strong>This study aimed to define the user requirements for a CVD app designed specifically for women. We sought to explore the unmet needs and challenges faced by female patients and their clinicians that current tools fail to address, and also to identify and prioritize features that would be most valuable and feasible to implement.</p><p><strong>Methods: </strong>We conducted a qualitative study using semistructured interviews to explore the needs, preferences, and expectations of women living with CVD and their treating clinicians. Guided by the human-centered design framework, this work focused on the "Define" phase. A total of 20 participants in Switzerland were interviewed, including 11 women with CVD, 7 cardiologists, and 2 experts in regulatory and reimbursement. Participants were recruited through purposive sampling, and interviews were conducted online between April and July 2025. Thematic analysis was used to synthesize the data, highlighting design priorities and contextual factors relevant for developing a patient-centered and system-aware digital health tool.</p><p><strong>Results: </strong>The interviews with women living with CVD and cardiologists confirmed the consistent gaps between existing care pathways and the specific needs of female patients. Both groups highlighted the lack of early symptom recognition, insufficient sex-specific guidance, and limited tools tailored to women's lived experience. While patients prioritized personalized education, emotional support, and features that address hormonal and life-stage-specific risks, clinicians emphasized clinical use, workload integration, and actionable summaries. Success was defined experientially by patients (eg, empowerment and reduced anxiety), and operationally by clinicians (eg, earlier detection and improved adherence). Willingness to pay was moderate among both groups, with patients favoring simplicity and clinicians emphasizing workflow integration and proven clinical use.</p><p><strong>Conclusions: </strong>These findings highlight the importance of designing an artificial intelligence-enabled CVD app for women that meaningfully integrates patient empowerment with clinical workflows. A dual-value approach is essential, offering personalized tools that address emotional and lifestyle needs for p
背景:由于在识别、诊断和针对性别特异性风险的护理方面存在差距,患有心血管疾病(CVD)的女性仍然得不到充分的服务。数字卫生工具有可能解决这些不平等现象,但许多工具未能反映妇女的独特需求。在之前的一项研究中,我们评估了20款心血管疾病应用和22款可穿戴设备,发现只有25%(5/20)的应用和40%(9/22)的可穿戴设备包含任何与性别相关的内容,比如激素周期跟踪和与怀孕或更年期相关的生命阶段考虑。这些发现证实,目前的数字工具在很大程度上反映了传统护理中的性别差距。目的:本研究旨在确定专门为女性设计的心血管疾病应用程序的用户需求。我们试图探索当前工具无法解决的女性患者及其临床医生未满足的需求和挑战,并确定和优先考虑最有价值和可行的实施特征。方法:我们采用半结构化访谈进行了一项定性研究,以探讨患有心血管疾病的女性及其治疗临床医生的需求、偏好和期望。在以人为中心的设计框架的指导下,这项工作集中在“定义”阶段。瑞士共有20名参与者接受了采访,包括11名患有心血管疾病的女性,7名心脏病专家和2名监管和报销方面的专家。参与者通过有目的的抽样招募,并在2025年4月至7月期间进行在线访谈。主题分析用于综合数据,突出设计重点和与开发以患者为中心和系统感知的数字健康工具相关的上下文因素。结果:对患有心血管疾病的女性和心脏病专家的访谈证实了现有护理途径与女性患者的具体需求之间存在一致的差距。两组都强调缺乏早期症状识别,缺乏针对性别的指导,以及针对女性生活经验的工具有限。当患者优先考虑个性化教育、情感支持以及解决激素和生命阶段特定风险的特征时,临床医生强调临床使用、工作量整合和可操作的总结。成功是由患者在经验上定义的(例如,授权和减少焦虑),以及由临床医生在操作上定义的(例如,早期发现和改善依从性)。两组的支付意愿都是中等的,患者倾向于简单,而临床医生强调工作流程的整合和临床应用。结论:这些发现强调了为女性设计一个人工智能支持的心血管疾病应用程序的重要性,该应用程序有意义地将患者授权与临床工作流程相结合。双重价值的方法是必不可少的,提供个性化的工具来满足患者的情感和生活方式需求,同时为临床医生提供简洁、可操作的见解。对监管和报销考虑的早期反思表明,模块化、基于证据的推广战略将是长期采用和规模化的关键。
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引用次数: 0
Utilization of AI Among Medical Students and Development of AI Education Platforms in Medical Institutions: Cross-Sectional Study. 医学生对人工智能的利用与医疗机构人工智能教育平台的发展:横断面研究
IF 3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-08 DOI: 10.2196/81652
Xiaokang Shi, Zewu Jiang, Li Xiong, Ka-Chun Siu, Zhen Chen

Background: The emergence of artificial intelligence (AI) is driving digital transformation and reshaping medical education in China. Numerous medical schools and institutions are actively implementing AI tools for case-based learning, literature analysis, and lecture support. This expanding application is accelerating the adoption of localized AI platforms, which are poised to become integral components in the coming years.

Objective: The primary aim of this study was to investigate the current use of AI tools among medical students, including usage frequency, commonly used platforms, and purposes of use. The second aim was to explore students' needs and expectations toward AI-powered medical education platforms by collecting and assessing student feedback, and to identify practical requirements across disciplines and academic stages to inform more effective platform design.

Methods: Based on the task-technology fit model and 5 hypotheses, an anonymous online questionnaire was conducted to assess AI usage in learning, gather student feedback on AI-powered medical education platforms, and evaluate expected functionalities. The survey was conducted from March 1 to May 31, 2025, using a convenience sampling method to recruit medical students from various disciplines across Shanghai, China. The sample size was determined at 422, accounting for a 10% rate of invalid responses. The questionnaire was developed and distributed online via Wenjuanxing and promoted through WeChat groups and in-person interviews. Data analysis was conducted employing IBM SPSS Statistics (v 27.0).

Results: A total of 428 valid questionnaires were collected. The average frequency of AI-assisted learning among medical students was 5.06 (SD 2.05) times per week. Over 90% (388/428) of the students used more than 2 AI tools in their daily tasks. Students from different disciplines, educational stages, and academic systems demonstrated different usage patterns and expectations for AI-powered medical education platforms.

Conclusions: AI technology is widely accepted by medical students and is extensively applied across various aspects of medical education. Significant differences are observed in usage patterns across disciplines, educational stages, and academic systems. Understanding the actual needs of students is crucial for the construction of AI-powered medical education platforms.

背景:人工智能(AI)的出现正在推动中国医学教育的数字化转型和重塑。许多医学院和机构正在积极实施基于案例的学习、文献分析和讲座支持的人工智能工具。这种不断扩大的应用正在加速采用本地化的人工智能平台,这些平台有望在未来几年成为不可或缺的组成部分。目的:本研究的主要目的是调查医学生使用人工智能工具的现状,包括使用频率、常用平台和使用目的。第二个目标是通过收集和评估学生的反馈,探索学生对人工智能医学教育平台的需求和期望,并确定跨学科和学术阶段的实际需求,为更有效的平台设计提供信息。方法:基于任务-技术拟合模型和5个假设,进行匿名在线问卷调查,评估人工智能在学习中的使用情况,收集学生对人工智能医学教育平台的反馈,并评估预期功能。该调查于2025年3月1日至5月31日进行,采用方便抽样的方法,从中国上海的各个学科招募医学生。样本量确定为422,占无效应答率的10%。调查问卷通过“问卷行”在线发布,并通过微信小组和面对面访谈的方式进行推广。采用IBM SPSS Statistics (v 27.0)进行数据分析。结果:共回收有效问卷428份。医学生人工智能辅助学习的平均频率为5.06次/周(SD 2.05)。超过90%(388/428)的学生在日常工作中使用2个以上的人工智能工具。来自不同学科、教育阶段和学术体系的学生对人工智能医学教育平台表现出不同的使用模式和期望。结论:人工智能技术被医学生广泛接受,广泛应用于医学教育的各个方面。在不同学科、教育阶段和学术系统的使用模式中可以观察到显著的差异。了解学生的实际需求对于构建人工智能医学教育平台至关重要。
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引用次数: 0
Wearable Device Photoplethysmography As a Viable Tool to Longitudinally Monitor Vasoconstriction Biomarkers for Predicting Vaso-Occlusive Crisis in Sickle Cell Disease: Feasibility and Validation Study. 可穿戴设备光容积描记术作为纵向监测血管收缩生物标志物预测镰状细胞病血管闭塞危象的可行工具:可行性和验证研究
IF 3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-06 DOI: 10.2196/75465
Payal Shah, Sabrina Sy, Mingjing Chen, Michael Ck Khoo, Thomas D Coates, Saranya Veluswamy
<p><strong>Background: </strong>Entrapment of sickled red blood cells in the microvasculature leads to sudden painful vaso-occlusive crises (VOCs) in sickle cell disease (SCD). This is potentially triggered by autonomic nervous system-mediated vasoconstriction in the microvasculature. Indeed, vasoconstriction biomarkers derived from a single night of laboratory-based fingertip photoplethysmography (PPG) recording were predictive of a higher frequency of future VOC in SCD. Noninvasive, remote, and longitudinal monitoring of autonomic vasoreactivity will facilitate the development of predictive biomarkers of imminent VOC.</p><p><strong>Objective: </strong>This study aimed to assess the feasibility and performance of a wearable wristband device to longitudinally monitor nocturnal peripheral autonomic vasoreactivity and to cross-validate the vasoconstriction parameters across the "gold-standard" finger sensor.</p><p><strong>Methods: </strong>A total of 12 patients with SCD and 6 healthy controls were recruited to wear a wristband device (Biostrap) with a PPG sensor on a nightly basis. For cross-validation studies, 50% (3/6) controls wore both the wristband and a sleep monitoring device (AliceNightOne) with a finger PPG sensor. We quantified autonomic vasoreactivity by processing PPG signals and deriving vasoconstriction parameters-magnitude of vasoconstriction (Mvasoc) and photoplethysmography amplitude coefficient of variation (PPGampCV). We performed a correlation analysis of the vasoconstriction parameters within each device to investigate whether Mvasoc and PPGampCV can be used as surrogate markers of vasoconstriction, and then cross-validated the PPGampCV across the wristband and finger PPG devices.</p><p><strong>Results: </strong>A total of 131 nocturnal PPG recordings were made with a wristband device (1-19 nights per participant; patients with SCD: n=79, 60%; controls: n=52, 40%). A total of 9 nocturnal recordings (3 nights per participant) were made with both wristband and finger sensor devices. Longitudinal continuous PPG recordings were feasible with the wearable device, with significant within-night and night-to-night variability in vasoconstriction parameters, suggesting dynamic changes in autonomic vasoreactivity. Mvasoc and PPGampCV significantly correlated within devices-the maximum overnight correlation was 0.82 (P<.001) for the finger sensor and 0.69 (P<.001) for the wristband sensor, suggesting that PPGampCV can serve as a surrogate for Mvasoc. Cross-validation analysis of PPGampCV across wristband and fingertip sensors showed statistically significant correlations on all 9 nights (overnight correlation coefficient ranging from 0.24-0.7), with some nightly segments of PPGampCV showing very strong correlation across devices.</p><p><strong>Conclusions: </strong>Wearable wristband devices are feasible tools for the collection of continuous PPG measurements and vasoconstriction parameters, which serve as objective markers of autonomic
背景:镰状红细胞在微血管中的滞留导致镰状细胞病(SCD)患者突然疼痛性血管闭塞危像(VOCs)。这可能是由自主神经系统介导的微血管收缩引起的。事实上,通过一个晚上的实验室指尖光体积脉搏图(PPG)记录得出的血管收缩生物标志物可以预测SCD中未来VOC的更高频率。自主血管反应性的无创、远程和纵向监测将促进即将发生VOC的预测性生物标志物的发展。目的:本研究旨在评估一种可穿戴腕带设备纵向监测夜间外周自主血管反应性的可行性和性能,并通过“金标准”手指传感器交叉验证血管收缩参数。方法:共招募12名SCD患者和6名健康对照者,每晚佩戴带有PPG传感器的腕带装置(Biostrap)。在交叉验证研究中,50%(3/6)的对照组同时佩戴腕带和带有手指PPG传感器的睡眠监测设备(AliceNightOne)。我们通过处理PPG信号并得出血管收缩参数——血管收缩幅度(Mvasoc)和光容积脉搏波振幅变异系数(PPGampCV)来量化自主血管反应性。我们对每个设备内的血管收缩参数进行了相关性分析,以研究Mvasoc和PPGampCV是否可以作为血管收缩的替代标记,然后交叉验证PPGampCV在腕带和手指PPG设备上的有效性。结果:使用腕带设备共记录了131次夜间PPG记录(每位参与者1-19晚;SCD患者:n= 79,60%;对照组:n= 52,40%)。使用腕带和手指传感器设备共记录了9次夜间活动(每位参与者3晚)。使用可穿戴设备进行纵向连续PPG记录是可行的,血管收缩参数在夜间和夜间具有显著的变异性,表明自主血管反应性的动态变化。Mvasoc和PPGampCV在设备内显著相关,最大夜间相关系数为0.82(结论:可穿戴腕带设备是收集连续PPG测量和血管收缩参数的可行工具,可作为SCD患者和非SCD患者自主血管反应性的客观标记。我们优化了可穿戴设备PPG信号量化血管收缩的方法,并与标准化传感器进行了交叉验证。这些发现能够大规模、实时地监测自主血管反应性以及疼痛结果,从而开发血管收缩参数,作为SCD患者即将出现VOC的生物标志物。这种生物标志物也有可能影响其他涉及自主血管失调的疾病。
{"title":"Wearable Device Photoplethysmography As a Viable Tool to Longitudinally Monitor Vasoconstriction Biomarkers for Predicting Vaso-Occlusive Crisis in Sickle Cell Disease: Feasibility and Validation Study.","authors":"Payal Shah, Sabrina Sy, Mingjing Chen, Michael Ck Khoo, Thomas D Coates, Saranya Veluswamy","doi":"10.2196/75465","DOIUrl":"10.2196/75465","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background: &lt;/strong&gt;Entrapment of sickled red blood cells in the microvasculature leads to sudden painful vaso-occlusive crises (VOCs) in sickle cell disease (SCD). This is potentially triggered by autonomic nervous system-mediated vasoconstriction in the microvasculature. Indeed, vasoconstriction biomarkers derived from a single night of laboratory-based fingertip photoplethysmography (PPG) recording were predictive of a higher frequency of future VOC in SCD. Noninvasive, remote, and longitudinal monitoring of autonomic vasoreactivity will facilitate the development of predictive biomarkers of imminent VOC.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Objective: &lt;/strong&gt;This study aimed to assess the feasibility and performance of a wearable wristband device to longitudinally monitor nocturnal peripheral autonomic vasoreactivity and to cross-validate the vasoconstriction parameters across the \"gold-standard\" finger sensor.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;A total of 12 patients with SCD and 6 healthy controls were recruited to wear a wristband device (Biostrap) with a PPG sensor on a nightly basis. For cross-validation studies, 50% (3/6) controls wore both the wristband and a sleep monitoring device (AliceNightOne) with a finger PPG sensor. We quantified autonomic vasoreactivity by processing PPG signals and deriving vasoconstriction parameters-magnitude of vasoconstriction (Mvasoc) and photoplethysmography amplitude coefficient of variation (PPGampCV). We performed a correlation analysis of the vasoconstriction parameters within each device to investigate whether Mvasoc and PPGampCV can be used as surrogate markers of vasoconstriction, and then cross-validated the PPGampCV across the wristband and finger PPG devices.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;A total of 131 nocturnal PPG recordings were made with a wristband device (1-19 nights per participant; patients with SCD: n=79, 60%; controls: n=52, 40%). A total of 9 nocturnal recordings (3 nights per participant) were made with both wristband and finger sensor devices. Longitudinal continuous PPG recordings were feasible with the wearable device, with significant within-night and night-to-night variability in vasoconstriction parameters, suggesting dynamic changes in autonomic vasoreactivity. Mvasoc and PPGampCV significantly correlated within devices-the maximum overnight correlation was 0.82 (P&lt;.001) for the finger sensor and 0.69 (P&lt;.001) for the wristband sensor, suggesting that PPGampCV can serve as a surrogate for Mvasoc. Cross-validation analysis of PPGampCV across wristband and fingertip sensors showed statistically significant correlations on all 9 nights (overnight correlation coefficient ranging from 0.24-0.7), with some nightly segments of PPGampCV showing very strong correlation across devices.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions: &lt;/strong&gt;Wearable wristband devices are feasible tools for the collection of continuous PPG measurements and vasoconstriction parameters, which serve as objective markers of autonomic ","PeriodicalId":36351,"journal":{"name":"JMIR Human Factors","volume":"13 ","pages":"e75465"},"PeriodicalIF":3.0,"publicationDate":"2026-01-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12775748/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145913227","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
Hospital-at-Home for South Asian Communities in British Columbia, Canada: Qualitative Interview Study. 加拿大不列颠哥伦比亚省南亚社区居家医院:定性访谈研究
IF 3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2026-01-05 DOI: 10.2196/79675
Emma Wong, Mahabhir Kandola, Kamal Arora, Harroop Sharda, Roman Deol, Mary Jung, Robert Paquin, Maria Montenegro, Megan MacPherson
<p><strong>Background: </strong>South Asian communities in Canada face significant disparities in access to health care and experience higher rates of chronic conditions such as cardiovascular disease, diabetes, and hypertension. Hospital-at-Home services have the potential to improve access and outcomes, yet little is known about how these services are perceived and experienced by South Asian patients and caregivers. Understanding both barriers and facilitators is critical for culturally responsive implementation.</p><p><strong>Objective: </strong>This study aimed to explore the experiences of South Asian community members with in-person hospital care and their perceptions, attitudes, and expectations regarding virtual Hospital-at-Home services, with the goal of identifying culturally tailored strategies to improve access, quality, and satisfaction.</p><p><strong>Methods: </strong>A qualitative study using semistructured interviews was conducted with 20 South Asian community members in the Fraser Health region in British Columbia, Canada. Interviews explored experiences with in-person hospital care, perceptions of a virtual hospital service (also known as Hospital-at-Home), and recommendations for enhancing awareness and accessibility. Interviews were audio-recorded, transcribed, and analyzed thematically to identify key patterns in perceptions, experiences, and needs.</p><p><strong>Results: </strong>Participants described multiple systemic barriers to in-person hospital care, including long wait times, overcrowding, transportation challenges, and difficulty navigating the health system. Cultural and religious needs, such as gender-concordant care and culturally appropriate food, were frequently unmet, while language-concordant care and family involvement were critical to positive experiences. Discrimination and assumptions based on ethnicity or age further shaped perceptions of care. Virtual hospital services were valued for convenience, comfort, reduced exposure to hospital-acquired infections, and support for family involvement. However, participants raised concerns about clinical quality, the absence of physical examinations, digital literacy, privacy, and home-based responsibilities. Acceptance varied by age, immigration status, and familiarity with technology. Participants emphasized the importance of culturally tailored outreach, leveraging community leaders, ethnic media, and peer testimonials to increase awareness and trust.</p><p><strong>Conclusions: </strong>South Asian patients and caregivers recognize both challenges in traditional hospital care and potential benefits of Hospital-at-Home services. Implementation strategies that address systemic barriers, integrate cultural and linguistic considerations, and engage trusted community networks are essential to improving equity, access, and satisfaction. Findings highlight the need for culturally responsive, patient-centered approaches in the design and delivery of virtual health servic
背景:加拿大的南亚社区在获得医疗保健方面存在显著差异,并且患心血管疾病、糖尿病和高血压等慢性病的比率较高。在家医院服务有可能改善获得服务的机会和结果,但对南亚患者和护理人员如何看待和体验这些服务知之甚少。理解障碍和促进因素对于响应文化的实施至关重要。目的:本研究旨在探讨南亚社区成员的亲身医院护理经历,以及他们对虚拟医院上门服务的看法、态度和期望,目的是确定适合文化的策略,以提高可及性、质量和满意度。方法:采用半结构化访谈对加拿大不列颠哥伦比亚省弗雷泽卫生地区的20名南亚社区成员进行定性研究。访谈探讨了亲身医院护理的经验、对虚拟医院服务(也称为居家医院)的看法,以及提高认识和可及性的建议。访谈被录音、转录,并按主题进行分析,以确定感知、经历和需求的关键模式。结果:参与者描述了面对面医院护理的多重系统性障碍,包括漫长的等待时间、过度拥挤、交通挑战和卫生系统导航困难。文化和宗教需要,例如性别和谐的照顾和文化上适当的食物,往往得不到满足,而语言和谐的照顾和家庭参与对积极的经历至关重要。基于种族或年龄的歧视和假设进一步塑造了对护理的看法。虚拟医院服务因方便、舒适、减少医院获得性感染以及支持家庭参与而受到重视。然而,参与者提出了对临床质量、缺乏体检、数字素养、隐私和家庭责任的担忧。接受程度因年龄、移民身份和对技术的熟悉程度而异。与会者强调有文化针对性的外展活动的重要性,利用社区领袖、少数民族媒体和同行推荐来提高认识和信任。结论:南亚患者和护理人员认识到传统医院护理的挑战和在家医院服务的潜在好处。解决系统性障碍、整合文化和语言因素以及参与可信社区网络的实施战略对于提高公平、获取和满意度至关重要。研究结果强调,在为种族化人群设计和提供虚拟卫生服务时,需要采取对文化敏感、以患者为中心的方法。
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引用次数: 0
User Preferences for an Image-Assisted Dietary Recall: Qualitative Study Comparing 3 Dietary Assessment Methods. 图像辅助饮食回忆的用户偏好:比较3种饮食评估方法的定性研究。
IF 3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-12-30 DOI: 10.2196/79565
Janelle D Healy, Christina M Pollard, Clare E Collins, Barbara A Mullan, Megan E Rollo, Satvinder S Dhaliwal, Richard Norman, Sharon I Kirkpatrick, Tracy A McCaffrey, Clare Whitton, Amira Hassan, Fengqing Zhu, Deborah A Kerr
<p><strong>Background: </strong>Technology-assisted 24-hour dietary recall (24HR) methods offer the potential for scalable population dietary assessment, but current challenges include balancing accuracy and cost against participant burden and acceptability of these methods. Qualitative methods present a novel approach to understanding potential barriers and enablers to the acceptability of 24HR methods, but remain relatively unexplored.</p><p><strong>Objective: </strong>This study aimed to explore users' experience, acceptability, and preferences for 3 technology-assisted 24HR methods.</p><p><strong>Methods: </strong>Participants in a crossover controlled feeding study were invited to undertake a poststudy interview. Initially, the feeding study participants were randomized into one of three separate feeding days where they consumed breakfast, lunch, and dinner on a single day. On the following day, they undertook a 24HR via the Automated Self-Administered 24-hour Dietary Assessment Tool (ASA24), Intake24, or an Image-Assisted Interviewer-Administered 24-hour dietary recall (IA-24HR). When assigned to IA-24HR, participants viewed the images they captured with a mobile food record (mFR) app on the feeding day during the interview. On completing all 3 methods, 26 participants (ages 21 to 56 years) undertook semistructured interviews. The interview audio recordings were transcribed, and inductive content analysis was undertaken.</p><p><strong>Results: </strong>Overall, participants wanted the 24HR methods to be easy, with the technology features of all methods considered helpful. A total of 5 content categories described users' experiences of the three 24HR methods: (1) "Put my food in the list," (2) "It's really hard to know portions," (3) ASA24 "was a painful process," (4) access to "images helped jog my memory," (5) Intake24 is "fairly quick," and (6) IA-24HR method preference. Participants expressed a preference for taking images with the mFR app. IA-24HR helped participants recall food and beverages consumed and increased perceptions of recall accuracy.</p><p><strong>Conclusions: </strong>This novel qualitative research found that 24HR methods need to be as easy as possible for users. The participant burden of food and beverage identification and portion size estimation was evident across methods. Findings highlight the importance of using qualitative methods to explore user preferences for dietary assessment methods and confirm the need to reduce the user burden associated with 24HR methods. People want embedded technologies to enhance digitized versions of the traditional 24HR methods. The use of their own food images within the mFR app is an example of digital advancements within scalable 24-hour dietary assessments.</p><p><strong>Trial registration: </strong>Australia New Zealand Clinical Trials Registry ACTRN12621000209897; www.anzctr.org.au/Trial/Registration/TrialReview.aspx?id=381165.</p><p><strong>International registered report ident
背景:技术辅助的24小时饮食回忆(24HR)方法为可扩展的人群饮食评估提供了潜力,但目前的挑战包括平衡准确性和成本与参与者负担和这些方法的可接受性。定性方法提供了一种新的方法来理解24HR方法的潜在障碍和可接受性,但相对而言仍未被探索。目的:本研究旨在探讨3种技术辅助24HR方法的用户体验、可接受性和偏好。方法:邀请交叉对照喂养研究的参与者进行研究后访谈。最初,喂养研究的参与者被随机分配到三个单独的喂养日中的一个,他们在一天中吃早餐、午餐和晚餐。第二天,他们通过自动自我管理的24小时饮食评估工具(ASA24)、Intake24或图像辅助访谈者管理的24小时饮食回忆(IA-24HR)进行了24小时的调查。当被分配到IA-24HR时,参与者在采访期间观看了他们在喂食日用移动食物记录(mFR)应用程序拍摄的图像。在完成所有三种方法后,26名参与者(21至56岁)进行了半结构化访谈。对访谈录音进行转录,并进行归纳性内容分析。结果:总体而言,参与者希望24HR方法简单,所有方法的技术特点都被认为是有用的。共有5个内容类别描述了用户对三种24HR方法的体验:(1)“把我的食物放在列表中”,(2)“很难知道份量”,(3)ASA24“是一个痛苦的过程”,(4)访问“图像有助于唤醒我的记忆”,(5)Intake24“相当快”,以及(6)IA-24HR方法的偏好。参与者表示更喜欢用mFR应用程序拍照。IA-24HR帮助参与者回忆所消费的食物和饮料,并提高了回忆的准确性。结论:这一新颖的定性研究发现,24HR方法需要尽可能方便用户。参与者对食品和饮料识别和份量估计的负担在各种方法中都很明显。研究结果强调了使用定性方法来探索用户对饮食评估方法的偏好的重要性,并确认需要减少与24HR方法相关的用户负担。人们想要嵌入式技术来增强传统24HR方法的数字化版本。在mFR应用程序中使用他们自己的食物图像是可扩展的24小时饮食评估中数字进步的一个例子。试验注册:澳大利亚新西兰临床试验注册中心ACTRN12621000209897;www.anzctr.org.au/Trial/Registration/TrialReview.aspx?id=381165.International注册报告标识符(irrid): RR2-10.2196/32891。
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引用次数: 0
Using Crowdsourcing Internet of Things Technology to Reduce Caregiver Worry in Dementia-Related Lost Episodes: Longitudinal Observational Study. 使用众包物联网技术减少护理人员对痴呆症相关失忆事件的担忧:纵向观察研究
IF 3 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2025-12-30 DOI: 10.2196/73670
Bel Wong, Tobi Cheng, Nicole Fung, Zhongming Lin, Ki-Kit Lai, Florence Ho, S-H Gary Chan, Timothy Kwok

Background: Dementia increases the risk of individuals getting lost due to cognitive decline, impacting daily functioning and heightening caregiver worry. Traditional search methods are often time-consuming and stressful, whereas GPS-based technologies face limitations such as battery dependency. A crowdsourcing Internet of Things (IoT) technology using energy-efficient Bluetooth Low Energy (BLE) offers a potential solution to locate missing individuals with dementia more effectively by harnessing the power of the crowd and fostering a caring and inclusive community.

Objective: This study aimed to evaluate the effectiveness of a BLE-based privacy-preserving crowdsourcing IoT system consisting of a BLE tag and an Android and iOS app in improving lost-related behavior and psychological well-being by facilitating searches, after-care arrangements, and reducing caregiver worry, as well as to assess its usability among caregivers of individuals with dementia in Hong Kong.

Methods: A single-arm, prospective observational study was conducted from November 2020 to October 2023. Caregivers (N=1034) of individuals with dementia used a staff-assisted crowdsourcing IoT technology comprising a BLE tag, mobile app sensor, and location cloud server. Outcomes included search strategies, post-getting lost care arrangements, caregiver worry and distress (10-point scale), and usability (modified Quebec User Evaluation of Satisfaction with Assistive Technology 2.0 survey). Data were collected at 6- and 12-month follow-ups and analyzed using generalized estimating equations and linear mixed models.

Results: Of the 1034 participants, 143 (13.82%) reported lost episodes, with 51 (35.7%) using BLE tags for searches. Worry about future lost episodes decreased significantly over time (P=.008), especially among BLE tag users (P=.04). There was an association between BLE tag use and adoption of proactive search strategies (eg, going out to search: adjusted odds ratio 2.78, 95% CI 1.33-5.82; P=.007) and preventative measures (eg, IoT devices or CCTV: adjusted odds ratio 2.92, 95% CI 1.61-5.29; P<.001). Usability satisfaction was high for design and data security, whereas approximately half of the participants (309/707, 43.7%) were satisfied with accuracy.

Conclusions: The BLE crowdsourcing system may reduce caregiver worry and encourage proactive search behaviors, although accuracy depends on broader community adoption. Integration into dementia care plans could enhance safety and autonomy. Further research with a randomized controlled trial design is needed to confirm these findings.

背景:痴呆症增加了个体因认知能力下降而迷路的风险,影响了日常功能并增加了照顾者的担忧。传统的搜索方法通常耗时且压力大,而基于gps的技术则面临电池依赖等限制。使用节能低功耗蓝牙(BLE)的众包物联网(IoT)技术提供了一种潜在的解决方案,可以通过利用人群的力量,培养一个充满爱心和包容性的社区,更有效地找到失智症患者。目的:本研究旨在评估基于BLE的隐私保护众包物联网系统的有效性,该系统由BLE标签和Android和iOS应用组成,通过促进搜索、事后护理安排和减少照顾者的担忧,改善失物相关行为和心理健康,并评估其在香港痴呆症患者照顾者中的可用性。方法:一项单臂前瞻性观察研究于2020年11月至2023年10月进行。痴呆症患者的护理人员(N=1034)使用了由BLE标签、移动应用传感器和位置云服务器组成的员工辅助众包物联网技术。结果包括搜索策略、失联后的护理安排、护理人员的担忧和痛苦(10分制)和可用性(修改后的魁北克辅助技术用户满意度评估2.0调查)。在6个月和12个月的随访中收集数据,并使用广义估计方程和线性混合模型进行分析。结果:在1034名参与者中,143名(13.82%)报告丢失事件,51名(35.7%)使用BLE标签进行搜索。随着时间的推移,对未来丢失剧集的担忧显著减少(P= 0.008),尤其是BLE标签用户(P= 0.04)。BLE标签的使用与采用主动搜索策略(例如,外出搜索:调整优势比2.78,95% CI 1.33-5.82; P=.007)和预防措施(例如,物联网设备或闭路电视:调整优势比2.92,95% CI 1.61-5.29)之间存在关联。结论:BLE众包系统可以减少护理人员的担忧,鼓励主动搜索行为,尽管准确性取决于更广泛的社区采用。融入痴呆症护理计划可以提高安全性和自主性。需要进一步的随机对照试验设计研究来证实这些发现。
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引用次数: 0
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