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View of a skylight in a hotel

View of a skylight in a hotel

If you’re heading to #amia24 in Milwaukee, see you soon! Maybe.

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would love to attend it 👇📽️

amiaconference.net/amia-2024-pr... #AMIA24

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A great poster from both a content and user engagement perspective! #AMIA24 #indigenoushealth

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Lots of discussion about #NLP for unstructured clinical notes over the past few days. Data from UTHealth in suicide risk detection demonstrates fine tuned #LLM > in context learning > BERT models with significant caveats of cost and training corpus size.
#AMIA24 #MLSky #MedSky

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Joining @smcgrath.phd on his quest to make #AMIA24 happen. Some sobering results on the very high hallucination rates of GPT-4 use for ED discharge summaries by UCSF.

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Lots of folks moving over here! With #AMIA24 / #AMIA2024 going on now & one week to the deadline, it seems like a good time to repost!

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I just found out that the official hashtag is #AMIA2024 not #AMIA24

That’s what I get for using muscle memory based off the old AMIA hashtags 😅 whoops

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4Cs:
* communication: pt-clinician/clinician-others
* care: what constitutes quality of care?
* control & access, knowledge/power asymmetries
* context (clinical, social, legal)

#AMIA24 🩺🖥️

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Bonnie Kaplan, from Yale, covers AI evaluation.

Covering the iterative nature of the sociotechnical theory.

#AMIA24 🩺🖥️

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When considering the data sources, if you are looking at underserved populations, their data may not be present in existing datasets to train on.

What are some the reasons some of these populations missing? Are there data filed being used that aren’t normally used or may cause conflict?
#AMIA24 🩺🖥️

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Saira Naim Haque talks about what influences generalizability in AI.

Are we defining the problem before the solution? Are we being clear on what needs an AI solution?

From an equity lens - who defines the problem, and the problem impacts who?

#AMIA24 🩺🖥️

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Some of the topics to walkthrough when setting up these systems.

Data outflows helps you keep an eye on how the data is being repurposed.

RAG - you aren’t creating a new LLM, you are allowing a LLM to look at just your data.

#AMIA24 🩺🖥️

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Elise V.Z. Lambert is focusing on the data needs for launching a health AI system.

Need to have a view for what data is needed now, plus what is needed for down the road.
#AMIA24 🩺🖥️

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Some of the frameworks they used in the study.
#AMIA24 🩺🖥️

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They ran an umbrella study to see if people were using a lifecycle in their AI development

#AMIA24 🩺🖥️

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Craig Kuziemsky covering some AI lifecycle (I had more here but I lost it when my app crashed)
#AMIA24 🩺🖥️

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Dr. Laurie Lovett Novak kicks us off for optimizing AI design, implementation, and continuing use.

#AMIA24 🩺🖥️

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Set up for the first workshop of the morning: Social and Organizational Approaches to Optimize AI Design, Implementation, and Ongoing Use

#AMIA24 🩺🖥️

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Day 2 of #AMIA24 !

Please feel free to mute the hashtag if you want to skip my post from this conference.

Settings > Moderation > Muted Words and Tags

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Her engagement approach and some of their questions to the audience.

#AMIA24 🩺🖥️

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Next ignite talk is from Meghan Reading Turchioe, talking about how to empower nurses with AI.

She introduces: NAVIGATE: Nurses Appraising bias and promoting Vigilance In Guiding Al Technologies Equitably

#AMIA24 🩺🖥️

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@katefu24.bsky.social presents an ignite talk on the ethical considerations for the use of patient clinical data with GenAI.

One of the questions asked: Do patients need ethical guidelines for using their own clinical data?
#AMIA24 🤖 🩺🖥️

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First day at #AMIA24, some great insights about evaluation of #LLM in healthcare.

Also an apt time to scream into the #Medsky void, if you’re part of the #IDtwitter #Medtwitter #healthcareAI exodus, hmu

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There are some frameworks out there for AI assessments for Mental Health app and healthcare chat bots.

There are efforts to expand these metrics to expand them, like in cases for people with disabilities an AI.
#AMIA24 🩺🖥️ #MLSky

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There are many consumer facing LLM products in healthcare, but how do we determine which one is “better”.

Two buckets we can consider: intrinsic values and extrinsic values

#AMIA24 🩺🖥️ #MLSky

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Human centered-AI vs traditional AI

Four themes emerged from asking physicians about human centered-AI

* Role of AI as a tool, an assistant, and a peer
* Responsibility
* Explainablilty
* How to work with an AI

#AMIA24 🤖 🩺🖥️

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Hugo Campos, a patient advocate, discusses the transformation of the doctor and patient relationship in the era of AI.

There is a projected shortage of 86k physicians by 2036, a gap likely filled by GenAI. Patients are already turning to AI, and using it.

#AMIA24 🩺🖥️

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Using patient guided feedback on what they themselves might want for a self guided Sickle Cell GenAI and predictive algorithms.
#AMIA24 🩺🖥️

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Dr. Kathy Kim kicking off my next workshop: The Current State and Future of Community and Patient-Driven Health Artificial Intelligence: A Collaborative Workshop.

#AMIA24 🩺🖥️

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Wrapping up the workshop providing the next steps.

Key take away: synthetic data will be a means for us to us to build impactful ML models and break free of data hoarding and data silos that are limiting our potential.

#AMIA24 #MLSky 🩺🖥️

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