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Informed Choice? An Assessment of Privacy Labels for Suicide Prevention Apps.
Pub Date : 2025-02-18 DOI: 10.3233/SHTI250004
Avneet Bhullar, Ryan Chan, Iman Kassam, Heba Roble, Nelson Shen

Suicide prevention apps have the potential to support at-risk individuals in the community; however, users are often uninformed about the privacy implications of mobile app use. To address this issue, privacy labels were introduced to app stores. This study assessed the comprehensiveness of suicide prevention app privacy policies and the accuracy of app store privacy labels. Privacy policies were often missing, written at a college-level, average over 1600 words, and were incomplete in reporting privacy and security protections. Privacy labels accurately conveyed data use in most apps but had more discrepancies for data types. These findings indicate the minimal change in digital health privacy policy practices.

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引用次数: 0
System Dynamics Modeling for Diabetes Treatment and Prevention Planning.
Pub Date : 2025-02-18 DOI: 10.3233/SHTI250028
Areez Hirani, Aziz Guergachi, Karim Keshavjee

The increasing prevalence of preventable chronic disease in Canada poses significant challenges to both healthcare budgets and individual financial stability. New treatments and predictive technologies are creating an urgent need to evaluate the impact of these innovations on population health and healthcare costs. This paper explores the use of system dynamics modeling to analyze the effects of artificial intelligence (AI)-driven predictive tools, life-prolonging treatments, and digital behavior change applications on T2D prevalence and healthcare expenditures. Our model simulates three scenarios over a 50-year period, revealing that while AI and novel treatments can reduce complications, they may paradoxically increase T2D prevalence and overall costs unless combined with preventive measures. The study demonstrates the utility of system dynamics models in forecasting the secondary effects of policy decisions, providing policymakers with a valuable tool for evaluating trade-offs and optimizing health outcomes. The findings underscore the need for new tools to effectively manage the evolving landscape of chronic disease treatment and prevention.

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引用次数: 0
Co-Designing an Electronic Health Record Derived Digital Dashboard to Support Fair-AI Applications in Mental Health.
Pub Date : 2025-02-18 DOI: 10.3233/SHTI250005
Patrycja Szkudlarek, Iman Kassam, Stefan Kloiber, Marta Maslej, Sean Hill, Laura Sikstrom

Guided by interviews with end-users and in collaboration with lived-experience advisors, the Fairness Dashboard is being co-designed to promote the standardized and responsible utilization of sociodemographic data in statistical and machine learning models. This initiative aims to mitigate the potential for harm and to advance the equitable and compassionate interpretation of knowledge derived from Artificial Intelligence.

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引用次数: 0
Playing to Win in Healthcare: Framework for Developing Digital Health Strategy.
Pub Date : 2025-02-18 DOI: 10.3233/SHTI250027
Zahra Sheraly, Karim Keshavjee, Aziz Guergachi

Health information technology implementations frequently fail despite extensive research on success factors over the past three decades. This paper introduces the Playing-to-Win Digital Health Strategy Canvas, an adaptation of Martin and Lafley's framework, tailored for healthcare. The canvas integrates business strategy principles with evidence-based insights to address unique challenges in digital health implementation. Key elements include prioritizing high-risk populations, co-designing solutions with stakeholders, and aligning with the Quintuple Aim to ensure sustainable, impactful outcomes. Developed through systematic reviews and stakeholder consultations, the framework serves as a practical tool for early-career planners and implementers. While promising, further research is needed to optimize its application to scalability and sustainability in complex healthcare systems.

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引用次数: 0
Mobilizing Innovation: An Environmental Scan of Global Digital Health Centres.
Pub Date : 2025-02-18 DOI: 10.3233/SHTI250024
Charlotte Pape, Archana Gugathasan, Abhishek Chopra, Sridevi Kundurthi, Iman Kassam, Hwayeon Danielle Shin, Gillian Strudwick

Successful expansion and integration of digital health technologies requires the support of organized bodies to mobilize research and accelerate spread and scalability. This Laptop Talk will present the findings of an environmental scan outlining international organizations active in the digital health innovation space.

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引用次数: 0
Canadians and Digital Health Data: Privacy Experiences and Perspectives.
Pub Date : 2025-02-18 DOI: 10.3233/SHTI250009
Nelson Shen, Iman Kassam, Jessica Kemp, Sheng Chen, Clement Ma, Daria Ilkina, Janet Guervara, Abigail Carter-Langford

Recent policy recommendations on the use of health data call for an understanding of privacy experiences and perspectives. A secondary analysis of a national survey was conducted to characterize public experiences views on digital health (n=2010). This study found that 69.8% of participants are unaware of health privacy laws yet 71.8% were confident in protecting their online privacy. These variables were significantly associated with beliefs that their privacy was adequately protected. This study reinforces the discourse that public engagement in building awareness of the law and confidence in data protection will be critical in fostering trust in health privacy safeguards.

近期有关健康数据使用的政策建议要求了解隐私体验和观点。我们对一项全国性调查进行了二次分析,以了解公众对数字健康的经验看法(人数=2010)。这项研究发现,69.8% 的参与者不了解健康隐私法,但 71.8% 的参与者有信心保护自己的在线隐私。这些变量与他们认为自己的隐私得到充分保护的信念有很大关系。这项研究加强了以下论述:公众参与建立法律意识和对数据保护的信心,对于促进对健康隐私保护措施的信任至关重要。
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引用次数: 0
Innovating Pediatric Trauma Care with Digital Tools.
Pub Date : 2025-02-18 DOI: 10.3233/SHTI250023
Neil H Merritt, Stephanie Johnston, Andrew Mes

Pediatric trauma remains a leading cause of morbidity and mortality, with the transition from hospital to home posing significant challenges for families. SafeJourney, a digital companion, addresses these gaps by empowering families and coordinating care during the critical post-discharge period. Developed with input from diverse stakeholders, SafeJourney integrates digital tools such as a virtual companion, care dashboards, symptom tracking, educational resources, and telehealth integration. This innovative tool demonstrates the potential to transform post-discharge care by reducing emergency department visits and readmissions while enhancing family confidence and healthcare outcomes.

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引用次数: 0
Learning to Teach AI: Understanding the Needs of Healthcare Professionals.
Pub Date : 2025-02-18 DOI: 10.3233/SHTI250013
Tharshini Jeyakumar, Sarmini Balakumar, Sarah Younus, Megan Clare, Rebecca Charow, Dalia Al-Mouaswas, Azra Dhalla, Caitlin Gillan, Jessica Jardine, Sedef Akinli Kocak, Jane Mattson, Mohammad Salhia, Walter Tavares, Melody Zhang, David Wiljer

As Artificial Intelligence (AI) technologies become more integrated into clinical settings to optimize care, healthcare professionals (HCPs) will need to become more adept in responsibly using these novel technologies to augment patient care. A qualitative study, consisting of semi-structured interviews was conducted to explore the informational needs of HCPs and gaps in current AI education. Participants, consisting of educators and learners, were recruited from AI programs. The interview data were analyzed using inductive thematic analysis. Three themes were identified, addressing the need for (1) developing a longitudinal AI curriculum to transform the mindset, skillset, and toolset of providers, (2) cultivating an active learning approach to foster knowledge mobilization and optimize the use of AI tools in the provision of care, and (3) fostering a multidisciplinary approach to AI curriculum design is essential to promote collaborative efforts among HCPs in implementing AI tools. This study identified five key recommendations to prepare HCPs with the knowledge and skills necessary for an AI-driven future.

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引用次数: 0
Regulating Innovation: Addressing the Challenges of Canada's Health-Tech Sector.
Pub Date : 2025-02-18 DOI: 10.3233/SHTI250032
Aby Mathews Maluvelil, Karim Keshavjee

The Canadian health-tech sector faces regulatory challenges amidst rapid innovations in artificial intelligence (AI), digital health, biotechnology, and medical devices. This paper explores the regulatory landscape based on stakeholder interviews and proposes a framework that balances patient safety with innovation. Key elements include open data access, long-term government funding, monitoring of anti-competitive behavior, and alignment with international standards.

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引用次数: 0
Recommendations for Acoustical Environments for Seniors and Persons with Memory Decline. 老年人和记忆衰退者的声学环境建议。
Pub Date : 2024-11-29 DOI: 10.3233/SHTI240942
Viivi Salminen, Laura Arpiainen

This article adds to the conversation on sensory design in architecture and interior design, with a focus on acoustics in living and care environments for seniors and persons with memory decline. The demographic growth of aging populations and increases in dementia and memory disorders poses challenges for supply and design of appropriate care and living environments. We discuss the importance of understanding the role of senses, hearing in particular, in design and ultimately resident experience, functionality and quality of life. We argue that sensory design, especially aural environments, is not adequately taken care of in the design of many communal and care homes. We discuss the effects of aging and memory decline on hearing and its resultant challenges in cognitive behaviour and level of social inclusion and outline specific acoustical needs for this demographic. Through a case study of a seniorst' residence in Helsinki Finland, acoustical measurements of noise levels (reverberation times) were conducted, and the results analysed against current standards. Field results as well as a table of acoustical design considerations is presented at the end of the article.

本文增加了对建筑和室内设计中感官设计的讨论,重点关注老年人和记忆衰退者生活和护理环境中的声学。老龄化人口的增长以及痴呆症和记忆障碍的增加对适当护理和生活环境的供应和设计提出了挑战。我们讨论了理解感官,尤其是听觉在设计和最终的居民体验、功能和生活质量中的作用的重要性。我们认为,感官设计,特别是听觉环境,在许多公共和养老院的设计中没有得到充分的照顾。我们讨论了衰老和记忆衰退对听力的影响,以及由此带来的认知行为和社会包容水平的挑战,并概述了这一人群的具体声学需求。通过对芬兰赫尔辛基老年人住宅的案例研究,对噪声水平(混响时间)进行了声学测量,并根据现行标准对结果进行了分析。在文章的最后给出了现场结果以及声学设计考虑因素表。
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引用次数: 0
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Studies in health technology and informatics
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