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Ramez Kouzy, MD

@ramezkouzy.bsky.social
845 followers 923 following 8 posts

Radiation Oncology Resident interested in finding AI/NLP use cases in medicine @MDAndersonNews | Via @UTSW_surgery, @TaniguchiMD lab, @AUB_Lebanon | Views=Mine

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Reposted by Ramez Kouzy, MD
Hye Sun Yun @hyesunyun.bsky.social · 08/04/2026
I would like to thank my amazing co-authors! Geetika Kapoor, @mackert.bsky.social, @ramezkouzy.bsky.social, @cocoweixu.bsky.social, @jessyjli.bsky.social, and @byron.bsky.social. [6/6] Please check out our full findings here: arxiv.org/abs/2604.05051
arxiv.org
This Treatment Works, Right? Evaluating LLM Sensitivity to Patient Question Framing in Medical QA
Patients are increasingly turning to large language models (LLMs) with medical questions that are complex and difficult to articulate clearly. However, LLMs are sensitive to prompt phrasings and can b...
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Reposted by Ramez Kouzy, MD
kaijie-mo.bsky.social @kaijie-mo.bsky.social · 21/01/2026
Hello world 👋 My first paper at UT Austin! We ask: what happens when medical “evidence” fed into an LLM is wrong? Should your AI stay faithful, or should it play it safe when the evidence is harmful? We show that frontier LLMs accept counterfactual medical evidence at face value.🧵
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Reposted by Ramez Kouzy, MD
Lily Chen @lilywchen.bsky.social · 01/07/2025
Are we fact-checking medical claims the right way? 🩺🤔 Probably not. In our study, even experts struggled to verify Reddit health claims using end-to-end systems. We show why—and argue fact-checking should be a dialogue, with patients in the loop arxiv.org/abs/2506.20876 🧵1/
An overview of our AI-in-the-loop expert study pipeline: given a claim from a subreddit, we extract the PIO elements and retrieve the evidence automatically. The evidence, its context, and the evidence are then presented to a medical expert to provide a judgment and a rationale for the factuality of the claim.
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Reposted by Ramez Kouzy, MD
Nick Byrd, Ph.D. @byrdnick.com · 15/05/2025
Do chatbots hinder #criticalThinking? Contrary to fallacious causal conclusions drawn from correlational studies, this experiment found a scripted chatbot increased correct #factChecking solutions compared to unassisted students (N = 156). doi.org/10.1016/j.ch... #edu #tech
Methods and initial resultResultsMore results and discussion, including comparison to proper LLM-assisted search.Appendixes showing UI and some of the measures.
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Ramez Kouzy, MD @ramezkouzy.bsky.social · 23/04/2025
Excited to pilot our human performance augmentation approach with #AR/VR in #brachytherapy. Placing critical info in the physician's field of view eliminates workflow disruptions + is more ergonomic. Grateful for the opportunity to build this solution @mdanderson.bsky.social!
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Ramez Kouzy, MD @ramezkouzy.bsky.social · 15/03/2025
blog.jakobschwichtenberg.com/p/how-scient...
blog.jakobschwichtenberg.com
How scientific writing lost its soul
Whenever I'm reading papers written many decades ago, I'm immediately struck by how different they feel.
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Ramez Kouzy, MD @ramezkouzy.bsky.social · 01/03/2025
Happy to share one of my side projects: TRAC - Trial Reasoning and Analysis Companion. A web app I developed for augmenting trial understanding and variable visualization with GPT-4o under the hood. #AITools
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Ramez Kouzy, MD @ramezkouzy.bsky.social · 15/02/2025
Great summary of our latest work realized by @hyesunyun.bsky.social👇🏼We find that LLMs are susceptible to spin in medical abstracts and can propagate into plain summaries. However prompting techniques such as CoT can help mitigate that. @jessyjli.bsky.social @byron.bsky.social
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Reposted by Ramez Kouzy, MD
Ethan Mollick @emollick.bsky.social · 20/01/2025
A new completely open reasoning model out of China, Deepseek-R1, is now available. The benchmarks show it at parity with the likes of o1 and Sonnet In some informal tests on non-code problems, it is really good, not o1-pro level but surprisingly capable (and incredibly small & fast!). Big advance.
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Reposted by Ramez Kouzy, MD
Grey Pascal @greypascal.bsky.social · 12/01/2025
We suck at predicting the future of AI — and that's perfectly fine. Maybe the real question isn't 'What will happen?' but 'So what? My new post on substack goes into this more deeply as I personally struggle with how to make sense of all of this. greypascal.substack.com/p/beyond-pre...
greypascal.substack.com
Beyond Prediction: Embracing Uncertainty in the Age of AI
How embracing 'So what?' might be our best response to AI uncertainty
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Reposted by Ramez Kouzy, MD
arxiv cs.CL @arxiv-cs-cl.bsky.social · 28/11/2024
Ramez Kouzy, Roxanna Attar-Olyaee, Michael K. Rooney, Comron J. Hassanzadeh, Junyi Jessy Li, Osama Mohamad QuaLLM-Health: An Adaptation of an LLM-Based Framework for Quantitative Data Extraction from Online Health Discussions arxiv.org/abs/2411.17967
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Reposted by Ramez Kouzy, MD
Grey Pascal @greypascal.bsky.social · 29/11/2024
Happy Thanksgiving! 🦃 I wrote something that's been on my mind for a while about how we approach uncertainty in healthcare—and how AI might help bridge this gap. Check it out here: open.substack.com/pub/greypasc...
open.substack.com
Embracing Uncertainty: Navigating the Certainty Imperative in Healthcare
Why accepting uncertainty can transform patient care—and how AI might help bridge the communication gap
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Reposted by Ramez Kouzy, MD
JAMA @jama.com · 28/11/2024
Cervical cancer mortality in US women younger than 25 years significantly declined between 2016 and 2021, likely due to the widespread adoption of HPV vaccination. ja.ma/4i9ghPC
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Reposted by Ramez Kouzy, MD
Astrophotography @multiverse01.bsky.social · 17/11/2024
The Butterfly Nebula from Hubble
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Reposted by Ramez Kouzy, MD
Grey Pascal @greypascal.bsky.social · 17/11/2024
I just published my first Substack piece into the ether. Why do we demand superhuman performance from AI while normalizing human imperfection? greypascal.substack.com/p/the-perfec...
greypascal.substack.com
The Perfection Trap: Rethinking Our Standards for Artificial Intelligence
Why our quest for flawless AI reveals more about human nature than machine capabilities
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Reposted by Ramez Kouzy, MD
Rafael Santana-Davila @valdesan.bsky.social · 10/11/2024
Starting a list of oncology related peopl. Please tell me more to add. Or any similar listd go.bsky.app/GKXp9Fy @n8pennell.bsky.social
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Reposted by Ramez Kouzy, MD
Morgan S. Levy, MD, MPH (she/her) @morganslevy.bsky.social · 15/11/2024
#RadOnc starter pack loading! Please let me know if you would like to be added. go.bsky.app/TbynCkm #oncsky #bcsm #gyncsm #hncsm
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