Tuesday, January 23, 2024

g-f(2)1884 Generative AI in Healthcare: Promise and Prudence


genioux Fact post by Fernando Machuca and Claude


Rapid advances in generative AI models like GPT-3 herald promising applications in healthcare, but also raise concerns about risks from reliance on imperfect systems for sensitive tasks.

genioux GK Nugget

"Generative AI could restore care in healthcare through efficiency gains while needing safeguards against hallucinated content undermining physician decisions on diagnoses and treatment." — Fernando Machuca and Claude

genioux Foundational Fact

Deploying generative AI in healthcare settings, from ambient visit transcripts to gauging physician empathy levels, can provide immense benefits around time savings, patient understanding, and reducing errors. However, the medical community resists change, and mistakes from AI's fabricated references or conclusions could improperly sway human judgements.

Top 10 Relevant genioux Facts

  1. Generative AI promises to automate tedious physician paperwork and follow-ups, promoting efficiency and freeing up their time.
  2. Semi-automated visit notes boost patient recall, compliance tracking, and access to explanations in simpler terms.
  3. Initial applications assess doctor empathy levels during patient interactions for coaching.
  4. Risks center on AI potentially fabricating content or producing inaccurate outputs that suboptimally influence medical decisions.
  5. Safeguardsstemming model improvements over time and keeping humans in the loop for critical choices can mitigate risks.
  6. A lack of full transparency and medical customization for generative models fosters uncertainty on reliability.
  7. Regulatory uncertainty swirls around approving generative AI's use absent explanatory scientific mechanisms.
  8. Rapid consumer adoption of drugs like semaglutide happened before sufficient population-level testing, raising concerns.
  9. Generative AI's benefits around productivity and personalization outweigh the risks given appropriate human oversight.
  10. Change management requires aligning clinicians to augmented intelligence tools that enhance work rather than replace it.


Healthcare generative AI brings immense potential but requires responsible deployment and clinical buy-in, as humans maintain final accountability for outcomes. Ongoing risks necessitate further safeguards and evaluation.


The GK Podcast

Azeem Azhar, The Challenges and Benefits of Generative AI in Health Care, Azeem Azhar's Exponential View / Season 6, Episode 58, Harvard Business Review, January 17, 2024.

Bing Chatbot's summary

"The Challenges and Benefits of Generative AI in Health Care" is an episode from Season 6 of Azeem Azhar's Exponential View, featured in the Harvard Business Review¹⁴⁵. In this episode, Azhar speaks with renowned cardiologist, scientist, and author Eric Topol about the transformative potential of generative AI in the healthcare sector⁴.

Key points from the episode include:

1. Generative AI's Potential: Generative AI has a lot to offer healthcare professionals and medical scientists⁴⁵.

2. Accelerated Developments: Over the last two years, developments in generative AI have accelerated in medicine⁴.

3. Changing Perspectives: Topol discusses the change he’s observed among his colleagues as they begin to recognize the potential of generative AI⁴.

The episode emphasizes the challenges and benefits of implementing generative AI in healthcare, highlighting its potential to revolutionize the sector¹⁴⁵. It provides valuable insights for anyone interested in the intersection of AI and healthcare¹⁴⁵.

Source: Conversation with Bing, 1/24/2024

(1) The Challenges and Benefits of Generative AI in Health Care. https://hbr.org/podcast/2024/01/the-challenges-and-benefits-of-generative-ai-in-health-care.

(2) The Challenges and Benefits of Generative AI in Health Care. https://podcasts.apple.com/us/podcast/the-challenges-and-benefits-of-generative-ai-in-health-care/id1172218725?i=1000642046698.

(3) The Challenges and Benefits of Generative AI in Health Care. https://www.audible.com/pd/The-Challenges-and-Benefits-of-Generative-AI-in-Health-Care-Podcast/B0CSKP6XWY.

(4) Generative Artificial Intelligence Latest Developments And Impact On Industries. https://www.tmcnet.com/topics/articles/2024/01/23/458438-generative-artificial-intelligence-latest-developments-impact-industries.htm.

(5) The Rise of Generative AI Startups Has Permanently Changed Workplace Productivity. https://www.msn.com/en-us/sports/nfl/indexnowdelete/ar-BB1h7G3J.

Azeem Azhar 

Azeem Azhar is a distinguished entrepreneur, investor, and the creator of the highly-regarded newsletter, Exponential View²³⁴⁵. With over 25 years of experience in the tech industry⁵, Azhar has made significant contributions as a strategist, analyst, and investor⁴⁵.

Azhar's Exponential View is a leading source of insights on the impact of technology on our future economy and society²⁴. His work has been profiled in prestigious publications such as The Economist, Financial Times, New York Times, Wall Street Journal, and MIT Technology Review³.

In addition to his entrepreneurial ventures, Azhar serves on the board of the Ada Lovelace Institute and several other firms³. He is also a keynote speaker, sharing his insights on the impact of technology on society and how it is changing the way we live⁵.

Azhar's work is characterized by his passion for technology and his commitment to understanding and explaining its exponential impact on society⁴. His insights are helping shape the discourse on technology and its role in shaping our future²³⁴⁵.

Source: Conversation with Bing, 1/24/2024

(1) Exponential View by Azeem Azhar | Substack. https://www.exponentialview.co/.

(2) Exponential View - Harvard Business Review. https://hbr.org/2019/04/podcast-exponential-view.

(3) Azeem Azhar - The Futures Agency. https://www.thefuturesagency.com/speakers/azeem-azhar.

(4) Azeem Azhar | Technology Speaker | Chartwell Speakers Bureau. https://www.chartwellspeakers.com/speaker/azeem-azhar/.

(5) Exponential by Azeem Azhar review – bridging the technology gap. https://www.theguardian.com/books/2021/sep/15/exponential-by-azeem-azhar-review-bridging-the-technology-gap.

Eric Jeffrey Topol

Eric Jeffrey Topol, born on June 26, 1954, is a renowned American cardiologist, scientist, and author¹. He is the founder and director of the Scripps Research Translational Institute¹⁴, a professor of Molecular Medicine, and Executive Vice-President at Scripps Research Institute¹⁴. He also serves as a senior consultant at the Division of Cardiovascular Diseases at Scripps Clinic in La Jolla, California¹.

Topol has published three bestseller books on the future of medicine: "The Creative Destruction of Medicine" (2010), "The Patient Will See You Now" (2015), and "Deep Medicine: How Artificial Intelligence Can Make Healthcare Human Again" (2019)¹. His work has been instrumental in shaping the discourse on the future of medicine, particularly the role of artificial intelligence (AI) in healthcare⁵.

As a researcher, Topol has published over 1,300 peer-reviewed articles, with more than 340,000 citations¹. His principal scientific focus has been on the genomic and digital tools, with the use of artificial intelligence analytics, to individualize medicine¹. He also pioneered the development of many medications that are routinely used in medical practice¹.

Topol's contributions to the field of medicine have been recognized with numerous honors, including election to the National Academy of Medicine¹. He was commissioned by the UK from 2018–2019 to lead planning for the National Health Service's future workforce, integrating genomics, digital medicine, and artificial intelligence¹. In 2016, Topol was awarded a US$207 million grant from the National Institutes of Health to lead a significant part of the Precision Medicine Initiative¹.

In summary, Eric Topol is a distinguished figure in the field of medicine, known for his pioneering work in cardiology, genomics, and the application of AI in healthcare¹⁴⁵..

Source: Conversation with Bing, 1/24/2024

(1) Eric Topol - Wikipedia. https://en.wikipedia.org/wiki/Eric_Topol.

(2) Eric Topol Biography | Scripps Research. https://www.scripps.edu/science-and-medicine/translational-institute/about/people/eric-topol/index.html.

(3) Eric Topol pens book on artificial intelligence in medicine. https://www.scripps.edu/news-and-events/press-room/2019/20190312-topol-deep-medicine.html.

(4) DEEP MEDICINE - Eric Topol - Summary, Notes, Highlights - Elizabeth Filips. https://www.elizabethfilips.com/post/deep-medicine-eric-topol-summary-notes-highlights.

(5) The Creative Destruction of Medicine by Eric Topol. http://stsiweb.org/translational_research/digital_medicine/the_creative_destruction_of_medicine/.

(6) undefined. https://drerictopol.com/.

(7) Getty Images. https://www.gettyimages.com/detail/news-photo/scripps-translational-science-institute-director-dr-eric-news-photo/479939114.

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