Hiesinger Lab

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Hiesinger Lab

Hiesinger Lab

@HiesingerLab

Innovation at the intersection of cardiothoracic surgery and machine learning.

Falk CV Research Building 가입일 Ağustos 2022
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Joseph Cho
Joseph Cho@joseph_cho1·
We are excited to announce 🔥EchoAI-Peds 🔥, the first multi-task deep learning model for pediatric #echofirst analysis. It's been a pleasure to lead this alongside @mrudangm14 under the guidance of @hiesingerlab and in close collaboration with @jolleylab. Link below⬇️ [1/n]
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Hiesinger Lab@HiesingerLab·
The Hiesinger Lab @stanfordctsurg is at #AHA24! Catch lab members @rohanshad and @dhamank24 presenting their work on uncovering hidden HCM diagnoses in the UKBioBank using deep learning for CMR🫀🧲💻🤖 Where: S104A When: 4:00 - 4:10 pm (CT), Nov 17
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Hiesinger Lab@HiesingerLab·
🔥New preprint alert🔥 We're excited to share an early preview of 𝗦𝘂𝗿𝗚𝗲𝗻, a text-diffusion model for generating surgical videos! This model can generate videos of higher quality (720x480) & longer duration (49 frames) than the current SoTA. Great work by @joseph_cho1!
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Cyril Zakka, MD
Cyril Zakka, MD@cyrilzakka·
Two years ago to the day, I joined the @HiesingerLab at Stanford Medicine, and now it’s time for me to wrap up this chapter of my life! 🎓 Reflecting back, I see a tapestry of efforts—my family's unwavering support, my friends’ continuous encouragement, my own growth—and some luck along the way. It truly does take a village, and I'm grateful for every part of mine. It goes without saying that I’m grateful to both @rohanshad and @HiesingerLab for believing in me every step of the way, and always encouraging me to lead my own projects and find my own voice, despite many of the obstacles we faced. I’m also lucky to have met some truly impactful people whose work over the years has heavily influenced my own research direction, many of whom have also taken it upon themselves to guide me along the way, namely @Dr_ASChaudhari @RoxanaDaneshjou @curtlanglotz @DrAalami @pranavrajpurkar @euanashley @ardalal_MD and many more! Excited for what’s next!
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Cyril Zakka, MD
Cyril Zakka, MD@cyrilzakka·
In case you missed it, our team in collaboration with @Dr_ASChaudhari, @RoxanaDaneshjou, @DrAalami, and @vishnuravi defined a framework for autonomous EHR systems, and implemented the first Level 1 EHR system with retrieval and extractive capabilities! Check it out!
Cyril Zakka, MD@cyrilzakka

Super excited to showcase our newest work Almanac Copilot an EHR agent capable of answering questions about your patients and placing orders for you across any modern EHR system. Background: Nearly 75% of clinicians with burnout symptoms pinpoint EHRs as a source due to poor usability or workflow integration. Methodology: We train a 33B LLM to perform open-ended QA on patient information, as well as order placement using the FHIR interoperability standard (cc @zakkohane , @AdamRodmanMD) Result: Almanac Copilot obtains a success rate of 74% across 300 common EHR tasks based on MIMIC-IV. Your very own personal EHR assistant!

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Cyril Zakka, MD
Cyril Zakka, MD@cyrilzakka·
I’m giving a few talks on GenAI in Health in the next few months to technical founders and practicing clinicians across the US. Would love to highlight some open source medical AI projects in my slides and am looking for some suggestions. /cc @Michael_D_Moor @katieelink
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Hiesinger Lab@HiesingerLab·
Catch our postdoc @cyrilzakka presenting our work on Almanac at the @StanfordHAI Five event today! Also a great lineup of speakers!
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Joseph Cho
Joseph Cho@joseph_cho1·
Introducing MediSyn, a pair of text-guided diffusion models for generating high-fidelity and diverse medical 2D and 3D images across medical specialties and imaging modalities. arxiv.org/abs/2405.09806 1/n
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Cyril Zakka, MD
Cyril Zakka, MD@cyrilzakka·
Exciting week! We're also releasing an early preview of MediSyn, a family of text-diffusion models exploring the potential for generative models to synthesize medical data across many modalities (2D and 3D) and specialties (dermatology, radiology, pathology, GI, ophthalmology, surgery and more) We're still exploring different techniques to improve text alignment and generation quality but this is a great first step!
Joseph Cho@joseph_cho1

Introducing MediSyn, a pair of text-guided diffusion models for generating high-fidelity and diverse medical 2D and 3D images across medical specialties and imaging modalities. arxiv.org/abs/2405.09806 1/n

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Cyril Zakka, MD
Cyril Zakka, MD@cyrilzakka·
Super excited to showcase our newest work Almanac Copilot an EHR agent capable of answering questions about your patients and placing orders for you across any modern EHR system. Background: Nearly 75% of clinicians with burnout symptoms pinpoint EHRs as a source due to poor usability or workflow integration. Methodology: We train a 33B LLM to perform open-ended QA on patient information, as well as order placement using the FHIR interoperability standard (cc @zakkohane , @AdamRodmanMD) Result: Almanac Copilot obtains a success rate of 74% across 300 common EHR tasks based on MIMIC-IV. Your very own personal EHR assistant!
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Hiesinger Lab@HiesingerLab·
April* (but it does feel like a lifetime!)
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Hiesinger Lab@HiesingerLab·
@arxiv our manuscript has been on hold since March 30. Is there anything we can do to help streamline this process? submit/5569805
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NEJM AI
NEJM AI@NEJM_AI·
New Original Article: Augmenting LLMs with knowledge databases (e.g., browser, calculators) demonstrated improved factuality, safety, completeness, and physician preference when compared to other models. Read the full study by @cyrilzakka and others: nejm.ai/42gpqhM
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Leah Backhus MD MPH FACS
Leah Backhus MD MPH FACS@leahbackhusmd·
Huge congratulations to Dr Jennifer Romano! Our first (living) female president of the ⁦@STS_CTsurgery#sts2024. The organization is in incredibly good hands! Looking forward to 2024 program year ⁦@WomenInThoracic
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Cyril Zakka, MD
Cyril Zakka, MD@cyrilzakka·
Our research on ‘Almanac: Retrieval Augmented LLMs for Clinical Medicine’ is finally out on @NEJM_AI! We demonstrate that LLMs augmented with tools (browser, calculators) outperform ChatGPT-4 & others on a novel dataset of 300+ questions assessed by board-certified physicians!
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