Масштабирование интеллектуальных решений с помощью ИИ в здравоохранении

Endnotes 1. White, Andrew, “Our Top Data and Analytics Predicts for 2019”, Gartner, 3 January 2019, https://blogs.gartner.com/ andrew_white/2019/01/03/our-top-data-and-analytics-predicts-for-2019. 2. How Healthcare Organizations Can Transform—and Become Data Driven”, Forbes, 24 August 2022, https://www.forbes. com/sites/delltechnologies/2022/08/24/how-healthcare-organizations-can-transform-and-become-data-driven. 3. Chapman, Brian, Bill Coyle, Peter Manoogian and Maria Whitman, “Connected health: New data points to problems we’re not solving”, ZS Associates, 15 February 2023, https://www.zs.com/insights/connected-health-new-data-pointsto-problems-were-not-solving. 4. Health workforce”, World Health Organization (WHO), 3 May 2023, https://www.who.int/health-topics/health-workforce. 5. American Hospital Association, New Report Shows 2022 Will be the Most Financially Difficult for Hospitals and Health Systems Since the Start of Pandemic [Press release], 15 September 2022, https://www.aha.org/press-releases/2022-0915-new-report-shows-2022-will-be-most-financially-difficult-hospitals-and. 6. Greenwood, Todd and Nathalie Nunes, The Coming Revolution of Voice-Based Digital Biomarkers, ZS Associates, 2022, https://www.zs.com/content/dam/pdfs/The-coming-revolution-of-voice-based-digital-biomarkers.pdf. 7. Consumer Survey on the Future of Connected Health”, ZS Associates, 2022, https://www.zs.com/consumer-survey-onthe-future-of-connected-health. 8. Park, Andrea, “Cedars-Sinai AI catches pancreatic cancer in CT scans years in advance: study”, Fierce Biotech, 2 May 2022, https://www.fiercebiotech.com/medtech/cedars-sinai-ai-analyzes-ct-scans-catch-pancreatic-cancer-years-advance-study. 9. “AI May Detect Earliest Signs of Pancreatic Cancer”, Cedars-Sinai, 26 April 2022, https://www.cedars-sinai.org/ newsroom/ai-may-detect-earliest-signs-of-pancreatic-cancer. 10. “Deep Resolve”, Siemens Healthineers, 2023, https://www.siemens-healthineers.com/en-uk/magnetic-resonanceimaging/technologies-and-innovations/deep-resolve. 11. “Why and how we must accelerate AI’s impact on global health”, World Economic Forum, 9 January 2023, https://www.weforum.org/agenda/2023/01/ai-impact-on-global-health-davos23/. 12. Park, Andrea, “Could voice-analyzing AI improve mental healthcare? Ellipsis and Ceras are banking on it”, Fierce Biotech, 15 August 2022, https://www.fiercebiotech.com/medtech/could-voice-analysis-ai-improve-mental-healthcare-ellipsisand-ceras-are-banking-it. 13. Kumara, A. Sreeniwas and Nakul Sinhab, “Cardiovascular disease in India: A 360 degree overview”, Medical Journal Armed Forces India, vol. 76, no. 1, 2020, pp. 1-3. 14. “WHO Coronavirus (COVID-19) Dashboard”, WHO, 2023, https://covid19.who.int/. 15. “NHS Backlog Data Analysis”, British Medical Association, 2023, https://www.bma.org.uk/advice-and-support/nhsdelivery-and-workforce/pressures/nhs-backlog-data-analysis. 16. Jing, Shaohai, and Alicia Y. Hong, “Clinical trial participation in America: The roles of eHealth engagement and patient–provider communication”, Sage Journals, 14 December 2021, https://journals.sagepub.com/doi/ full/10.1177/20552076211067658#bibr2-20552076211067658. 17. Desai, Mira, “Recruitment and retention of participants in clinical studies: Critical issues and challenges”, National Library of Medicine, 6 May 2020, https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7342339/. 18. Sun, Duxin, Wei Gao, Honxiang Hu and Simon Zhou, “Why 90% of clinical drug development fails and how to improve it?”, Acta Pharmaceutica Sinica B, vol. 12, issue 7, 2022, pp. 3049-3062, https://www.sciencedirect.com/science/article/ pii/S2211383522000521. 19. Bibbins-Domingo, Kirsten and Alex Helman, Improving Representation in Clinical Trials and Research, Building Research Equity for Women and Underrepresented Groups, National Academies of Sciences, Engineering, and Medicine, 2022, https://nap. nationalacademies.org/catalog/26479/improving-representation-in-clinical-trials-and-research-building-research-equity. 20. Young, Cissy and Sean Dineen, “Hiring a Chief Diversity Officer”, Pharmaceutical Executive, vol. 39, issue 4, 2019, https://www.pharmexec.com/view/hiring-chief-diversity-officer. 21. Henderson, Nev., “Ontrak Health Will Bring MyndYou’s AI-Powered, Active Listening Virtual Care Assistant to Its Behavioral Health Members”, Business Wire, 28 March 2023, https://finance.yahoo.com/news/ontrak-health-bringmyndyou-ai-120000568.html. 22. Michael, Erin, “A third of US health care spending stems from administrative costs”, Healio, 6 January 2020, https://www.healio.com/news/primary-care/20200106/a-third-of-us-health-care-spending-stems-from-administrative-costs. 23. Trang, Brittany and Casey Ross, “‘We’re getting much more aggressive’: Microsoft’s Nuance adds GPT-4 AI to its medical note-taking tool”, STAT, 20 March 2023, https://www.statnews.com/2023/03/20/microsoft-nuance-gpt4-dax-chatgpt/. 24. Rosse, Cami, “AI Discovers Drugs That May Disrupt Biotech and Pharma”, Psychology Today, 17 January 2023, https:/www.psychologytoday.com/gb/blog/the-future-brain/202301/ai-discovers-drugs-that-may-disrupt-biotech-and-pharma. 25. Pharmaceutical Group of the European Union, Medicine Shortages PGEU Survey 2022 Results, 2022, https://www.pgeu.eu/wp-content/uploads/2023/01/Medicine-Shortages-PGEU-Survey-2022-Results-1.pdf. Scaling Smart Solutions with AI in Health: Unlocking Impact on High-Potential Use Cases 35

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