Pouria Rouzrokh, MD
@PRouzrokh
MD, MPH, MHPE | PGY-2 Radiology Resident @YaleRadiology | Assistant Professor @MayoRadiology | AI Developer & Researcher | He/Him | Views My Own | 🎮👨🏻💻
Excited to share our new review on #GenerativeAI in Medicine! This thorough (20-page) guide is written for all medical professionals, demystifying AI from core concepts (like neural networks) to recent Gen-AI hot topics like RAG & agents. No prior AI background needed. The…

Learning without training Google researchers explore the implicit dynamics of in-context learning. "Implicit weight updates from ICL mirror the effect of actual fine-tuning on the same data." This one is more technical but much needed. The findings:
🚨 A new episode of the @RadioGraphics podcast is now available!🚨 @ManaMSF94 discusses how cognitive biases affect radiology interpretations and shares practical strategies to help radiologists read with greater clarity and balance bit.ly/44E8MbV
The journal welcomes Dr. John Mayfield as Deputy Editor pubs.rsna.org/page/ai/blog/i… @doctor_mayfield @Radiology_AI @MGHNeuroRad #AI #QML #QuantumML
Today we are rolling out our first Gemini Embedding model, which ranks #1 on the MTEB leaderboard, as a generally available stable model. It is priced at $0.15 per million tokens and ready for at scale production use!
Special report equips professionals with strategies to mitigate cybersecurity challenges for safe use of LLMs in health care doi.org/10.1148/ryai.2… @ShahriarFaghani @BrdKhsrv @LCAdamsRad #LLM #VLM #ML
🧵1/ New in @Radiology_RSNA: Can quantitative #ultrasound replace biopsy in diagnosing #MASLD and #MASH? A large international, prospective study (n=114) explores the role of quantitative #US metrics. @RITEditor @VChernyakMD @RadiologyEditor pubs.rsna.org/doi/10.1148/ra…
Episode 8 of the OpenMic Videocast is live! We dive into the agentic leap in AI, from systems that solve biology research to models that screen for disease. We also explore how we can finally peek inside the AI 'black box.'🤖 Check it out: youtu.be/jOs5Qmk-wc4
Another R1 Welcome Party in the books for YDR! 🎉☀️🍔 Thanks to so many residents from our R1-R4 classes for coming out to celebrate a great first week of academic year! 🙌🏼
A huge congrats to our R4’s for passing core with a 100% pass rate! We are so proud of you 🎉
Big kudos to all R4 for passing the core! You worked hard, you kicked it out of the park, you rock! Congratulations! 👏🏻👏🏻👏🏻 @m_kaur24 @JeffersNguyenMD @KyleTegtmeyer and all that are not tagable….
A huge congrats to our R4’s for passing core with a 100% pass rate! We are so proud of you 🎉
TEACHING COD: focal short segment narrowing in transverse colon (apple core lesion) resulting in bowel obstruction = colon cancer #yaleradiology #FOAMrad #FOAMed #radres #medstudent #radiology @RadDiscord #MedTwitter @YaleRadRes
Honored to share my latest editorial article, which was published in RadioGraphics today! Thank you so much @cmtomblinson for your mentorship on this project and for your incredible mentorship of so many medical and radiology trainees! @RadioGraphics @RadiologyUcla #RadRes…
I’m happy to share that I’m starting a new position as Deputy Editor at @Radiology_AI Journal (IF 13.2)!
🔴 Avoid common AI deployment mistakes. Use structured evaluation to ensure smarter AI adoption. A radiology AI evaluation framework requires radiology-specific considerations (e.g., performance of findings detection, integration of multiple systems). Emory University Radiology…
Today was an exciting day for Yale Radiology as we welcomed our incoming class of R1 residents!! 🎉 We’re so happy you’re here!! The future of YDR is looking bright! ✨
Truly honored and humbled to receive the 2025 RSNA Honored Educator Award! @RSNA has always been an ocean of learning opportunities for me and a place to be inspired by great mentors. It’s a privilege to give back even a single drop. Thank you for this meaningful recognition!

Microsoft claims their new AI framework diagnoses 4x better than doctors. I'm a medical doctor and I actually read the paper. Here's my perspective on why this is both impressive AND misleading ... 🧵
New academic year, New group of incoming Junior Chiefs! 🎉 YDR is in good hands with this crew
holy shit, it’s here! deepmind just released AlphaGenome. an AI model that reads 1 million bases of DNA and predicts how any mutation changes molecular function not just in single genes but across the entire regulatory genome. DNA is code, and you are software 1/
Closing an incredible chapter as my intern year at @bmc_brighton comes to an end. From looong ICU calls to celebrating wins, this amazing crew made every challenge worth it. Excited for radiology, but will deeply miss these bonds we’ve built. Once family, always family 💙