Legal and Social Provisions for Discovering Applications of Artificial Intelligence in Healthcare
Abstract
Artificial intelligence (AI) and related technologies are increasingly common in both business and society, and their application is now extending to the healthcare industry. These advancements have the potential to significantly revolutionize several aspects of patient care and streamline administrative processes across payer, provider, and pharmaceutical sectors. AI has demonstrated
capabilities that match or exceed human performance in critical healthcare tasks, such as disease diagnosis. Currently, computers can diagnose dangerous tumors more accurately than radiologists and assist in forming cohorts for expensive clinical studies. However, widespread replacement of humans by AI across medical fields is expected to take several years due to various challenges. This paper specifies the AI potential to automate healthcare operations, examines obstacles hindering its rapid adoption in the medical sector, and assesses the various applications of AI in healthcare alongside social and legal considerations.
References
Sukanya NS, Kalaivani D, Thangaiah PRJ. Modernizedhealthcare using augmented reality. Innovating with Augmented Reality: Applications in Education and Industry. 2021;161.
Pantelidis P, Chorti A, Papagiouvanni I, Paparoidamis G, Drosos C, Panagiotakopoulos T, et al. Virtual and augmented reality in medical education. Medical and Surgical Education-Past, Present and Future. 2018:77–97.
Singh B. Legaldynamics lensing metaverse crafted for videogame industry and e-sports: Phenomenological exploration catalyst complexity and future. Journal of Intellectual Property Rights Law. 2024;7(1):8–14.
Jiang J, Zhang J, Sun J, Wu D, Xu S. User’s image perception improved strategy and application of augmented reality systems in smart medical care: A review. The International Journal of Medical Robotics and Computer Assisted Surgery. 2023;19(3):e2497.
Wiederhold BK, Miller I, Wiederhold MD. Augmenting behavioral healthcare: mobilizing services with virtual reality and augmented reality. Digital Health: Scaling Healthcare to the World. 2018;123–137.
Ali SM, Aich S, Athar A, Kim HC. Medical Education, Training and Treatment Using XR in Healthcare. In: 2023 25th International Conference on Advanced Communication Technology (ICACT). IEEE; 2023. pp. 388–393.
Singh B. Blockchaintechnology in renovating healthcare: Legal and future perspectives. In: Revolutionizing Healthcare Through Artificial Intelligence and Internet of Things Applications. IGI Global; 2023. pp. 177–186.
Kobayashi L, Zhang XC, Collins SA, Karim N, Merck DL. Exploratory application of augmented reality/mixed reality devices for acute care procedure training. Western Journal of Emergency Medicine. 2018;19(1):158.
Gasteiger N, van der Veer SN, Wilson P, Dowding D. How, for whom, and in which contexts or conditions augmented and virtual reality training works in upskilling health care workers: realist synthesis. JMIR serious Games. 2022;10(1):e31644.
Shelke Y, Chakraborty C. Augmented reality and virtual reality transforming spinal imaging landscape: a feasibility study. IEEE Computer Graphics and Applications, 2020;41(3):124–138.
Singh B. Federated learning for envision future trajectory smart transport system for climate preservation and smart green planet: Insights into global governance and SDG-9 (industry, innovation and infrastructure). National Journal of Environmental Law. 2023;6(2):6–17.
Lee C, Wong GKC. Virtual reality and augmented reality in the management of intracranial tumors: A review. Journal of Clinical Neuroscience. 2019;62:14–20.
Silva JN, Southworth M, Raptis C, Silva J. Emerging applications of virtual reality in cardiovascular medicine. JACC: Basic to Translational Science. 2018;3(3):420–430.
Jiang H, Vimalesvaran S, Wang JK, Lim KB, Mogali SR, Car LT. Virtual reality in medical students’ education: scoping review. JMIR medical Education. 2022;8(1):e34860.
Sharma A, Singh B. Measuring impact of E-commerce on small scale business: A systematic review. J Corp Govern Int Bus Law. 2022;5(1). doi: 10.37591/jcgibl.v5i1.1087.
Wickramasinghe N, Thompson BR, Xiao J. The opportunities and challenges of digital anatomy for medical sciences: Narrative review. JMIR Medical Education. 2022;8(2):e34687.
Pregowska A, Osial M, Dolega-Dolegowski D, Kolecki R, Proniewska K. Information and communication technologies combined with mixed reality as supporting tools in medical education. Electronics. 2022;11(22):3778.
Singh B. Understanding legal frameworks concerning transgender healthcare in the age of dynamism. Electron J Soc Strategic Stud. 2022;3:56–65.
Westwood JD. Medicine meets virtual reality 02/10: digital upgrades, applying Moore’s law to health (Vol. 85). IOS Press. Stromberga, Z, Phelps, C, Smith, J, & Moro, C. Teaching with disruptive technology: the use of augmented, virtual, and mixed reality (HoloLens) for disease education. In Biomedical Visualisation. Cham: Springer International Publishing. 2021;9:147–162).
Moro C, Birt J, Stromberga Z, Phelps C, Clark J, Glasziou P, et al. Virtual and augmented reality enhancements to medical and science student physiology and anatomy test performance: A systematic review and meta‐analysis. Anatomical sciences education. 2021;14(3):368–376.
Pensieri C, Pennacchini M. Overview: Virtual reality in medicine. Journal For Virtual Worlds Research. 2014;7(1).
Singh B. Relevance of agriculture-nutrition linkage for human healthcare: A conceptual legal framework of implication and pathways. Justice Law Bull. 2022;1(1):44–49.
Shah SHH, Longva B, Hameed IA, Solberg M, Karlsen AST. Health data management for nursing practice: An intelligent, holographic mixed-reality system. In HCI International 2021-Posters: 23rd HCI International Conference, HCII 2021, Virtual Event, July 24–29, 2021, Proceedings, Part II 23. Springer International Publishing; 2021. pp. 329–336.
Alfalah SF, Falah JF, Alfalah T, Elfalah M, Muhaidat N, Falah O. A comparative study between a virtual reality heart anatomy system and traditional medical teaching modalities. Virtual Reality. 2019;23:229–234.
Chen C, Yarmand M, Singh V, Sherer MV, Murphy JD, Zhang Y, et al. VRContour: Bringing Contour Delineations of Medical Structures Into Virtual Reality. In 2022 IEEE International Symposium on Mixed and Augmented Reality (ISMAR) IEEE; 2022. pp. 64–73.
Adhani NI, Rambli DRA. A survey of mobile augmented reality applications. In: 1st International conference on future trends in computing and communication technologies; 2012. pp. 89–96.
Singh B. COVID-19 pandemic and public healthcare: Endless downward spiral or solution via rapid legal and health services implementation with patient monitoring program. Justice Law Bull. 2022;1(1):1–7.
Bhushan S, Anandasabapathy S, Shukla R. Use of augmented reality and virtual reality technologies in endoscopic training. Clinical Gastroenterology and Hepatology. 2018;16(11):1688–1691.
Li D, Hu W, Zhou X, Li L, Wang J, Zou M, et al. Design and implementation of a 3D digestive teaching system based on virtual reality technology in modern medical education. Mehta, K, Singh, C, Chugh, H, & Kumar, M. (2023, May). Revolutionizing Healthcare by Accessing the Opportunities for Virtual and Augmented Reality. In: 2023 7th International Conference on Intelligent Computing and Control Systems (ICICCS) IEEE; 2023. pp. 836–841. doi: 10.21203/rs.3.rs-2604430/v1.
Singh B, Arora MK, Lal S. Mapping nature, environment with SDG-9; harnessing machine learning, fostering planet earth protection. Natl J Environ Law. 2024;7(1):90–93.
Khanh DN, Varquez AC, Kanda M. Multi- megacity investigation of heat wave events under various climate change and urbanization scenarios. Journal of JSCE. 2024;12(2). doi: 10.2208/journalofjsce.23-16120.
Arora MK, Lal S, Singh B. A way forward to realm of environmental law in India: unveiling judicial activism and enforcement challenges. Natl J Environ Law. 2024;7(1):85–89.
Moisoglou I, Katsiroumpa A, Kolisiati A, Meimeti E, Prasini I, Tsiachri M, et al. Predictors of knowledge, attitudes and practice regarding heat waves: An exploratory cross-sectional study in Greece. Climate. 2024;12(3):36.
Singh B, Kaunert C. Salvaging responsible consumption and production of food in the hospitality industry: Harnessing machine learning and deep learning for zero food waste. In: Sustainable Disposal Methods of Food Wastes in Hospitality Operations. IGI Global; 2024. pp. 176–192.
Singh B. Evolutionary global neuroscience for cognition and brain health: strengthening innovation in brain science. In: Prabhakar P, editor. Biomedical Research Developments for Improved Healthcare. IGI Global; 2024. pp. 246–272. doi: 10.4018/979-8-3693-1922-2.ch012.
Singh B, Kaunert C, Vig K. Reinventing influence of artificial intelligence (AI) on digital consumer lensing transforming consumer recommendation model: Exploring stimulus artificial intelligence on consumer shopping decisions. In: Musiolik T, Rodriguez R, Kannan H, editor. AI Impacts in Digital Consumer Behavior. IGI Global; 2024. pp. 141–169. doi: 10.4018/979-8-3693-1918-5.ch006.
Padalino C, Lickley M, Solomon S. Heat wave time of emergence patterns: A matter of definition. Environ Res Commun. 2024.
Singh B, Kaunert C. Revealing green finance mobilization: Harnessing fintech and blockchain innovations to surmount barriers and foster new investment avenues. In: Harnessing Blockchain-Digital Twin Fusion for Sustainable Investments. IGI Global; 2024. pp. 265–286.
Singh B. Featuring consumer choices of consumable products for health benefits: evolving issues from tort and product liabilities. J Law of Torts and Consum Prot Law. 2024;7(1):53–56.
Kopeć P. Climate change—The rise of climate-resilient crops. Plants. 2024;13(4):490.
Singh B. Social cognition of incarcerated women and children: Addressing exposure to infectious diseases and legal outcomes. In: Reddy K, editor. Principles and Clinical Interventions in Social Cognition. IGI Global; 2024. pp. 236–251. doi: 10.4018/979-8-3693-1265-0.ch014.
Singh B, Kaunert C. Harnessing sustainable agriculture through climate-smart technologies: Artificial intelligence for climate preservation and futuristic trends. In: Exploring Ethical Dimensions of Environmental Sustainability and Use of AI. IGI Global; 2024. pp. 214–239.
Singh B. Featuring consumer choices of consumable products for health benefits: evolving issues from tort and product liabilities. J Law of Torts and Consum Prot Law. 2024;7(1):53–56.
Wu J, Wu Y, Wu Y, Yang R, Yu H, Wen B, et al. The impact of heat waves and cold spells on pneumonia risk: A nationwide study. Environ Res. 2024;245:117958.
Singh B. Unleashing alternative dispute resolution (ADR) in resolving complex legal-technical issues arising in cyberspace lensing e-commerce and intellectual property: Proliferation of E-commerce digital economy. Revista Brasileira de Alternative Dispute Resolution-Brazilian Journal of Alternative Dispute Resolution-RBADR. 2023;5(10):81–105.
Singh B, Kaunert C. Integration of cutting-edge technologies such as internet of things (IoT) and 5G in health monitoring systems: A comprehensive legal analysis and futuristic outcomes. GLS Law J. 2024;6(1):13–20.
Singh B. Green infrastructure in real estate landscapes: Pillars of sustainable development and vision for tomorrow. Natl J Real Estate Law. 2024;7(1):4–8.
Tiwari PR, Norgate M, Das S, Kumar D. On the heat waves over India and their future projections under different SSP scenarios from CMIP6 models: Climate change, heat wave, health. Int J Climatol. 2024.
Singh B. Tele- health monitoring lensing deep neural learning structure: Ambient patient wellness via wearable devices for real-time alerts and interventions. Indian J Health Med Law. 2023;6(2):12–16.
Singh B. Cherish growth, advancement and tax structure: Addressing social and economic prospects. Journal of Taxation and Regulatory Framework. 2024;7(1):7–10.
Singh B. Legal dynamics lensing metaverse crafted for videogame industry and E-sports: phenomenological exploration catalyst complexity and future. Journal of Intellectual Property Rights Law. 2024;7(1):8–14.
Singh B, Kaunert C. Future of digital marketing: Hyper-personalized customer dynamic experience with AI-based predictive models. In: Revolutionizing the AI-Digital Landscape. Productivity Press; 2024. pp. 189–203.
Tájmel, D, Cruz‐Paredes, C, & Rousk, J. (2024). Heat wave‐induced microbial thermal trait adaptation and its reversal in the Subarctic. Global Change Biology, 30(1), e17032.
Singh B. Transformative wave of IoMT, EHRs, RPM technologies to revolutionize public health. Indian Journal of Health and Medical Law. 2024;7(2):22–26.
Singh B. Blockchain technology in renovating healthcare: Legal and future perspectives. In: Revolutionizing Healthcare Through Artificial Intelligence and Internet of Things Applications. (IGI Global; 2023. pp. 177–186.
Singh B. Federated learning for envision future trajectory smart transport system for climate preservation and smart green planet: Insights into global governance and SDG-9 (industry, innovation and infrastructure). Natl J Environ Law. 2023;6(2):6–17.
Sharma A, Singh B. Measuring impact of E-commerce on small scale business: A systematic review. J Corp Govern Int Bus Law. 2022;5(1). doi: 10.37591/jcgibl.v5i1.1087.
Villa DL, Lee SH, Bianchi C, Carvallo JP, Azaroff I, Mammoli A, et al. Multi-scenario extreme weather simulator application to heat waves: Ko’olauloa community resilience hub. Sci Technol Built Environ. 2024;30(4):375–393.
Singh B. Understanding legal frameworks concerning transgender healthcare in the age of dynamism. Electron J Soc Strategic Stud. 2022;3:56–65.
Singh B. Lensing legal dynamics for examining responsibility and deliberation of generative AI-tethered technological privacy concerns: Infringements and use of personal data by nefarious actors. In: Ara A, Ara A, editor. Exploring the Ethical Implications of Generative AI. IGI Global; 2024. pp. 146–167. doi: 10.4018/979-8-3693-1565-1.ch009.
Singh B, Vig K, Kaunert C. Modernizing healthcare: Application of augmented reality and virtual reality in clinical practice and medical education. In: Modern Technology in Healthcare and Medical Education: Blockchain, IoT, AR, and VR. IGI Global; 2024. pp. 1–21.
Singh B, Kaunert C. Salvaging responsible consumption and production of food in the hospitality industry: Harnessing machine learning and deep learning for zero food waste. In: Singh A, Tyagi P, Garg A, editor. Sustainable Disposal Methods of Food Wastes in Hospitality Operations. IGI Global; 2024. pp. 176–192. doi: 10.4018/979-8-3693-2181-2.ch01
Singh, B, Jain, V, Kaunert, C, & Vig, K. (2024). Shaping highly intelligent internet of things (IoT) and wireless sensors for smart cities. In: Secure and Intelligent IoT-Enabled Smart Cities. IGI Global; 2024. pp. 117–140.
Singh B, Kaunert C, Vig K. Reinventing influence of artificial intelligence (AI) on digital consumer lensing transforming consumer recommendation model: Exploring stimulus artificial intelligence on consumer shopping decisions. In: Musiolik T, Rodriguez R, Kannan H, editor. AI Impacts in Digital Consumer Behavior. IGI Global; 2024. pp. 141–169. doi: 10.4018/979-8-3693-1918-5.ch006
S Singh B. Relevance of agriculture-nutrition linkage for human healthcare: A conceptual legal framework of implication and pathways. Justice Law Bull. 2022;1(1):44–49.
Singh B. Relevance of agriculture-nutrition linkage for human healthcare: A conceptual legal framework of implication and pathways. Justice Law Bull. 2022;1(1):44–49.
Singh B. Evolutionary global neuroscience for cognition and brain health: strengthening innovation in brain science. In: Prabhakar P, editor. Biomedical Research Developments for Improved Healthcare. IGI Global; 2024. pp. 246–272. doi: 10.4018/979-8-3693-1922-2.ch012.
Singh, B. (2022). COVID-19 Pandemic and Public Healthcare: Endless Downward Spiral or Solution via Rapid Legal and Health Services Implementation with Patient Monitoring Program. Justice and Law Bulletin, 1(1), 1-7.
Singh B. Global science and jurisprudential approach concerning healthcare and illness. Indian J Health Med Law. 2020;3(1):7–13.
Singh B. Eyes on the sky for real estate progression and green buildings: addressing sustainable development satellite SDG 9 (industry, innovation, and infrastructure) and policy framework. Nat J Real Estate Law. 2023;6(2):1–7.
Singh B. Profiling public healthcare: A comparative analysis based on the multidimensional healthcare management and legal approach. Indian J Health Med Law. 2019;2(2):1–5.
Pérez-Anaya O, Wilches-Visbal JH, Álvarez-Miño L. Heat waves in the Colombian Caribbean: A public health problem?. Revista Cuidarte. 2024;15(1):1–5.
Arias PA, Rivera JA, Sörensson AA, Zachariah M, Barnes C, Philip S, et al. Interplay between climate change and climate variability: The 2022 drought in Central South America. Climatic Change. 2024;177(1):6.
Carlson B, Kohon JN, Carder PC, Himes D, Toda E, Tanaka K. Climate change policies and older adults: An analysis of states’ climate adaptation plans. The gerontologist. 2024;64(3):gnad077.
Phillips MC, LaRocque RC, Thompson GR. Infectious diseases in a changing climate. JAMA. 2024.
