Derek Edwards @DerekBEdwards
Gen AI Leadership in Healthcare and Life Sciences | Investor | Advisor linkedin.com/in/derekbedwar… Columbus, OH Joined October 2011-
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@dmikeyanderson I think you just unlocked an achievement 😁
Anyone else find it fascinating the different layers we're adding to foundational models (e.g. chain-of-reasoning) to coerce them into acting more like deterministic systems while retaining creativeness and conversational capabilities? #generativeai buff.ly/3HgvZqS
Another potentially high-impact, non-clinical application of #genai and #llms in #healthcare: mining unstructured data in charts to augment structured identifiers of social needs standing in the way of care. buff.ly/3vxhrAy
Over half of #healthcare execs plan to adopt #GenAI powered solutions in the year ahead. The reasons are obvious: get practitioners operating at the top of their licenses and focused back on care. Now, how do we embrace this power safely? buff.ly/3RCqlFo
#GenAI holds tremendous potential for realizing the concept of "virtual care advocate in your pocket." Leal is a specialized example targeting cancer #care. Many more will emerge. What a fascinating time in #healthtech. buff.ly/3TeRaAM
The most discussed pitfall of #LLMs is the concept of hallucinations, but relatively few understand what this means in practice or why it happens. Building trusted systems on top of #generativeai requires frameworks and guardrails that are still emerging. buff.ly/47xeG01
The question that seems to be going unasked: is an #llm generated abstract actually a problem if the underlying research and data are unique and factual? #genai #research #healthcare buff.ly/3QMRILd
Impressive to see untuned GPT-4 offer accurate orthopedic treatment recommendations based off of MRIs. Imagine what's possible with the right grounding and guardrails. #llm #healthcare buff.ly/3MMNm5N
Interesting to see Forward's latest evolution to "AI Doc in a Box." I would argue that they're not really an #AI play, though; they're a #clinic that has decoupled their practice from their real estate footprint. #LLMs were merely the enabler. #healthcare buff.ly/47hjC9k
Some insightful suggestions on how to address evolving medical literature and ensuring that #genai or #llm based systems don't overindex on outdated or disproven information in #healthcare settings. buff.ly/47rLgjy
While many applications of #llms simply call for a standard #rag pattern, fine-tuning still has its place when dealing with domain or entity-specific terminology or rules. Gradiant appears poised to take the guesswork out of it. #genai #innovation buff.ly/46ZiTtg
A great perspective on the spectrum of different applications of #genai across #healthcare-- whether in the clinical setting, administrative back office or #digital patient advocacy. buff.ly/460cDQA
#genai and #llms present an opportunity to revisit the "quantified self" popularized by Fitbit and similar trackers. The idea this model can extend to mental health (and have such profound effects) makes me excited for where #healthcare can go. buff.ly/40pMM3k
It's helpful to think of foundational models in the same way as a Node.js. Powerful in its own right but you quickly realize the need for abstractions for applications beyond toy use cases. I suspect we will see more like these. #genai #llm buff.ly/3FL9zNz
Thoughtful discussion on the role for #genai in Digital Mental Health Interventions. Do the risks of #llm driven advice outweigh the benefit of increased access? What might a future hybrid care model look like? #healthcare buff.ly/49jiwLC
We've seen constructs for collaborative agents already within #genai but this is the first time I've seen prompts crafted to embody multiple personas. Interesting examples for synthesizing GP, specialist and patient advocate views together. #healthcare buff.ly/45PZny5
Similar to many #genai in #healthcare articles I come across, there's a conflation of the art of the possible (an AI colleague) and mundane, easy wins (summarizing charts, PubMed research.) Both require careful monitoring. Only one offers immediate value. buff.ly/3QzTJvw
Personalizing information retrieval in specialized areas such as #medicine and #science could be a game changer in navigating rare or complex conditions. The key will be the right guardrails to ensure trust in the outputs. #genai #healthcare buff.ly/478W5qu
It was great to hear a more collaborative tone across HLTH. Innovative but siloed point solutions and walled gardens are part of the sickness in our #healthcare system. Transparency, openness and true interoperability are the way forward. buff.ly/3SiAPuj
With all these #genai #innovations finding their way into our lives, perhaps we should get back to basics and ask how we can use these tools to make front line #healthcare roles less taxing and overwhelming? Start by helping those who heal us. buff.ly/3Q9lzNM
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