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Introducing Our ELHS Newsletter

 

ELHS NEWSLETTER 2023-9-1

Paving the Way for Global Health Equity with GenAI, ML, and LHS (Learning Health Systems)

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Dear Friends,

What will future healthcare systems resemble? Between 2006 and 2012, the US National Academy of Medicine (NAM) introduced a transformative vison called Learning Health Systems (LHS).  Since spearheading the inaugural National LHS Summit in 2012, in collaboration with NAM, the learning health community has staunchly advocated for this vision, aiming to ensure better care at lower cost for everyone. As an ardent volunteer with the learning health community, I’ve sensed that the momentum behind LHS has been slower than ideal. Recognizing this, fellow volunteers and I launched the LHS Tech Forum Initiative in 2020. Through it, we’ve been orchestrating forums that unite innovators from healthcare, industry, and academia to discuss LHS technologies and their global implementation.

 

While the progress of LHS may appear gradual, the rise of artificial intelligence (AI) - notably generative AI (GenAI) founded on large language models (LLM) and generative pre-trained transformers (GPT) - has surged faster than anticipated. Post the Covid-19 pandemic, which accentuated previously overlooked health disparities in society, health equity has ascended as a prime concern. During my tenure on the Region IX Health Equity Council for the US HHS (from 2011 to 2016) as an industry expert, few people outside the public health realm discussed health disparity issues. Now, the discourse on health equity is nearly ubiquitous. We stand at a historic juncture where health equity might finally be realized, with AI and LHS acting as pivotal catalysts. Observing the confluence of AI, LHS, and health equity, I am eager to share my thoughts on the march towards global equitable learning health systems (ELHS) through this ELHS Newsletter.

 

Each edition of this newsletter will spotlight a compelling topic, elucidated with a few key points. My goal is to weave a cohesive narrative by enumerating pertinent publications, news, and events sourced from media and online outlets. Different from traditional newsletters, I’ll present a refined version of my dialogues with chatbots like ChatGPT to offer a GenAI perspective. I employ ChatGPT as my co-pilot in curating this newsletter, hoping that readers will glean valuable insights from this harmonious blend of my personal viewpoints and the acumen of machine experts.

 

Now, delve into my chats with ChatGPT about the design of our newsletter:

 

  I'm designing a newsletter. I am considering using the title "From Page Mill" for the first section that lists the recent news, contents, and papers. The second section will use the title "In the Eyes of GPTs" to show the chats I will have with you and other GenAI chatbots about those interesting topics in the "From Page Mill" section. Is it a good idea to use these two titles to organize content?

 

  Your idea is intriguing and offers a thematic approach to your newsletter. Here's a breakdown of your title choices:

 

"From Page Mill": The metaphor of a "mill" suggests production and output, which aligns with the idea of producing new content or news. However, the metaphor might not be immediately clear to everyone. Some readers might be curious about what "Page Mill" means, which could be a good thing if you want to intrigue and engage them. You might consider adding a brief introductory sentence or note explaining the metaphor to ensure clarity for all readers.

 

"In the Eyes of GPTs": This is a clear and catchy title for a section where you're discussing content with AI models like ChatGPT. It suggests that the section offers insights or perspectives from AI models.

Given your described use case, the titles seem appropriate.

 

  You got it. Do you also know "Page Mill Road" in Palo Alto? We are located next to it. Using the metaphor is also personal.

 

  Yes, I'm aware of Page Mill Road in Palo Alto! It's a notable road that extends from Stanford University and Palo Alto into the Santa Cruz Mountains. Given its significance in the Palo Alto area and its proximity to many tech companies and Stanford University, using "From Page Mill" as a title holds additional layers of meaning, especially for those familiar with the area.

 

Knowing this context adds depth to your title choice, serving both as a nod to your physical location and as a metaphor for content production. For those familiar with the region or the tech sector, it adds a touch of personalization and local flavor. Including this backstory somewhere in your newsletter (perhaps in a welcome or introductory section) could provide readers with a deeper appreciation for your choice of title.

 

 You can read my mind! That's exactly what I just thought of - including this story in the first newsletter.

 

  That's fantastic to hear! Sharing the backstory will not only add a personal touch to your newsletter but also create a connection with readers who recognize the significance of Page Mill Road. It's these little details and stories that often make content more memorable and engaging for readers.

 

Your newsletter sounds like it's going to have a wonderful mix of informative content and personal flair. Best wishes with its publication, and if you have any more questions or need assistance along the way, don't hesitate to reach out! Until then, stay inspired and keep pushing boundaries!

 

 Oh yeah. I am going to chat with you on so many cutting-edge topics, like GenAI, AI, ML, health data, LHS, medical education, health care delivery, global health equity, etc. Stay tuned.

 

 

Best,

AJ