Andrew Parsons @andrewparsonsMD
Assoc Dean for Clinical Competency @medicineUVA | Director of Research, Hospital Medicine | @MaastrichtU PhD Candidate | Author #ClinicalReasoning rb.gy/nyrrn Charlottesville, VA Joined June 2010-
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Niche multi-class reasoning pt 2: I fixed an error in this: when you define a set of "one-vs-rest" LRs (ie. likelihood ratio for dx A vs not A, B vs not B, etc.), you want to ensure the resulting post-test probabilities sum to 1 (coherence)
Niche multi-class reasoning pt 2: I fixed an error in this: when you define a set of "one-vs-rest" LRs (ie. likelihood ratio for dx A vs not A, B vs not B, etc.), you want to ensure the resulting post-test probabilities sum to 1 (coherence) https://t.co/1xztZFmCFG
@andrewparsonsMD nice piece. Deskilling, mis-skilling, never-skilling... nejm.org/doi/pdf/10.105…
Are A.I. Tools Making Doctors Worse at Their Jobs? - The New York Times nytimes.com/2025/08/28/wel…
Wow! Thank you @AMEE_community @ameefacdev #AMEE2025 @MedicineUVA @UVAResearchNews @UVaSOMFacDev @UvaDOM
Used to recommend openAI as preferred LLM for clinical reasoning support- last week I’m now team gemini until @OpenAI @OpenAIDevs sort this out and allow us to at least choose o3 by default as legacy model
The Impact of Definitions of Disease on Overdiagnosis jamanetwork.com/journals/jamai… via @KariTikkinen et al
Reimagining diagnosis in the age of artificial intelligence with @CoryRohlfsen degruyterbrill.com/document/doi/1…
🔔pub on poverty of diagnostic essentialism🔔 Essentialism served us well before AI but how about now? Do end point diagnoses exist? Answers👇 degruyterbrill.com/document/doi/1… @AdamRodmanMD @DeryaTR_ @ASanchez_PS @phlegmfighter @doc_BLocke @adamcifu @andrewparsonsMD @MedEdFlamingo
MINOCA is not an end point diagnosis. Great example of how diagnosis is not an endpoint but a waypoint. Excited for a new paradigm: ✅ cardiac MRI ✅ coronary functional testing ✅ role of AI in pattern recognition of previously ‘non essential’ data @andrewparsonsMD
MINOCA is not an end point diagnosis. Great example of how diagnosis is not an endpoint but a waypoint. Excited for a new paradigm: ✅ cardiac MRI ✅ coronary functional testing ✅ role of AI in pattern recognition of previously ‘non essential’ data @andrewparsonsMD
Yes. Writing is not a second thing that happens after thinking. The act of writing is an act of thinking. Writing *is* thinking. Students, academics, and anyone else who outsources their writing to LLMs will find their screens full of words and their minds emptied of thought.
🧠📱 Just published in @NEJM_AI, we explore the promise and the perils of using #GenAI to prepare students for OSCEs. #AI can simulate patients, but it can’t replace the cognitive work of becoming a clinician. #MedEd Read more here: doi.org/10.1056/AIe250…
How should one evaluate the usefulness of a question (or test or experiment) e.g. for medical diagnosis? ✅ Information gain, KL Distance, Probability Gain, Impact ⛔️Bayesian Diagnosticity [=Max(LR)] Niche, but cc: @CoryRohlfsen @shuhanhemd
Disruptions—new, neglected, and insidious—are reshaping medical education. In this NEJM editorial, we challenge ourselved us to move beyond “business as usual” and reimagine how we prepare future physicians. nejm.org/doi/full/10.10… @NEJM
This looks like a powerful AI tool by @BageLeMage and team. Real-time feedback on the reasoning process — can’t wait to try it out! #MedEd medrxiv.org/content/10.110…
Unsurprisingly @cyrilzakka says it better than I could. These are the exact concerns I have about the way we are integrating LLMs into clinical care. It *might* not matter, but we are all participating in an educational Pascal's wager right now. A 🧵🔽
Unsurprisingly @cyrilzakka says it better than I could. These are the exact concerns I have about the way we are integrating LLMs into clinical care. It *might* not matter, but we are all participating in an educational Pascal's wager right now. A 🧵🔽
For your listening pleasure on the PedsCrit Podcast - @drmjsacco (@UVAPediatrics/#PedsICU) and @andrewparsonsMD (@UvaDOM) on clinical reasoning #FOAM #MedEd pedscrit.com/clinical-reaso…
@samweisenthal @DrDatta_AIIMS @arjunmanrai The context for these decisions *is* explicable and modellable, though the management reasoning field is in its infancy (@andrewparsonsMD and Thilan Wijesekera are on the cutting edge here)

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UT Southwestern Inter... @UTSWInternalMed
3K Followers 790 Following Official Twitter account for the Department of Internal Medicine at UT Southwestern Medical Center.
Brad Cutrell, MD, FID... @BradCutrellMD
3K Followers 1K Following ID Doc, Fellowship PD and Assoc Professor @UTSWInfDis, @OFIDJournal deputy editor, Fan of #AntibioticStewardship and #MedEd.