Matt Schwartz @matt_is_nice
CEO & co-founder of Virgo. Building AI to better detect cancers and predict other diseases from routine endoscopy. Side projects: @endoML_ai and @BenGPThompson virgosvs.com Carlsbad, CA Joined April 2014-
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One idea for improving drug development in IBD (ulcerative colitis and Crohn's disease) is to improve the outcome measures. AI encoder models can pull predictive biomarkers from baseline colonoscopies creating more meaningful outcome measures.
In 2017 Virgo filed a patent for automating medical note generation with AI synthesis of text, audio, and video data. AI scribes are taking off in the clinic, and we see tons of potential to do the same for procedures. Our EndoDINO foundation model makes this a possibility.
What if, now hear me out, what if the tariffs are destroying the economy?
There are over 25 million GI endoscopies done every year in the US... One of the best ways to improve surgical outcomes is to prevent the need for surgery in the first place! Tons of opportunity to leverage predictive AI to avoid patients needing surgery.
“Why do we need new targets for Crohn’s therapies?“ In this 1 Minute Inside IBD, the Promakhos Therapeutics team explains: ✨ Current drugs have hit their ceiling of efficacy ✨ There’s an upstream problem driving disease ✨ The real goal is restoring the innate immune system…
@matt_is_nice Matt, here are several groundbreaking #IBD studies we are currently sponsoring, along with the latest updates: propelacure.org/researchprojec…
IBD needs biomarkers that are good enough to run biomarker-defined population trials like in oncology. AI endoscopic biomarkers most promising path IMO. Will be a major shift from all-comer drugs we have today, but this is the path to real improvements.
Steve gave a talk on Deep Learning ~2015/2016 that inspired me to take machine learning courses and ultimately found Virgo. Can blindly recommend checking this out!
Steve gave a talk on Deep Learning ~2015/2016 that inspired me to take machine learning courses and ultimately found Virgo. Can blindly recommend checking this out!
Who here is working on personalized medicine for inflammatory diseases? Don’t care about the angle…genome, microbiome, blood markers, etc
too much vibe coding for drug discovery not enough vibe coding for drug development
Next time I see this posted on X I’m building a bot that auto-responds explaining just how thoroughly it’s been debunked
Next time I see this posted on X I’m building a bot that auto-responds explaining just how thoroughly it’s been debunked
Starship survived missing tiles, skirt/flap damage, AND flying through a massive plume of Trump's spray tanner!!!
Starship survived missing tiles, skirt/flap damage, AND flying through a massive plume of Trump's spray tanner!!!
Top reasons endoscopy is the best, untapped source of biomarker data: 1) A single colonoscopy contains nearly 4x the data of a genome's variants 2) Each year there are ~100x more endoscopies than sequenced genomes (25M vs. 250K)

Douglas G. Adler MD, ... @DouglasAdlerMD
14K Followers 866 Following Editor-in-Chief Gastrointestinal Endoscopy (GIE), Professor of Medicine, Director: Center for Advanced Therapeutic Endoscopy, Advent Porter Hospital, PEAK GI
Mohammad Bilal, MD @BilalMohammadMD
16K Followers 3K Following Assoc. Prof / Director of Third Space Endoscopy & EndoBariatrics @CUGastroHep | Passionate about #MedEd & #Endoscopy | RTs≠Endorsement
Tyler Berzin MD, FASG... @tberzin
10K Followers 2K Following Assoc. Professor @HarvardMed | Advanced Endo @BIDMCHealth | @BrighamMedRes & @BrownMedicine Alum | Favorite initialisms: ERCP/EUS/AI. Link below for COI
Aline Charabaty, MD, ... @DCharabaty
20K Followers 2K Following Care & Advocate for #GI #IBD pts Assoc Prof @hopkinsGIHep /Creator @MondayNightIBD/ Co-Founder @ScrubsNHeels #WomenInGI #DEI #WLI Opinions 🚫Not medical advice
Shima Ghavimi @ShimaghavimiMD
4K Followers 1K Following #PrecisionMedicine #IBD #ColonCancerPrevention
Erik Holzwanger, MD, ... @HilarHolzy
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Steven Bollipo @stevenbollipo
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Sunil Amin, MD, FASGE... @SunilAminMD
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Amy Oxentenko MD @AmyOxentenkoMD
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Nadeem Tehami @helpatologist
7K Followers 1K Following #EndoHepatology enthusiast 🔥⛑Consultant Hepatologist 🩺 & HPB Med🦾 (ERCP/EUS) & 🐥🐣accordingly ⚫️❌ social / religion / politics ⛔️🐦
Ahmad Bazarbashi MD �... @AhmadBazarbashi
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Alex Perelman @PerelmansPearls
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American Gastroentero... @AmerGastroAssn
41K Followers 4K Following Our mission is to empower clinicians and researchers to improve digestive health. Also follow @AGA_Gastro @AGA_CGH @AGA_CMGH @AGA_TIGE @AGA_GHAdvances @AGA_GIHN
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Neil Sharma, M.D. FAS... @neilRsharmaMD
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Douglas G. Adler MD, ... @DouglasAdlerMD
14K Followers 866 Following Editor-in-Chief Gastrointestinal Endoscopy (GIE), Professor of Medicine, Director: Center for Advanced Therapeutic Endoscopy, Advent Porter Hospital, PEAK GI
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Tyler Berzin MD, FASG... @tberzin
10K Followers 2K Following Assoc. Professor @HarvardMed | Advanced Endo @BIDMCHealth | @BrighamMedRes & @BrownMedicine Alum | Favorite initialisms: ERCP/EUS/AI. Link below for COI
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Rashmi Advani, MD, AB... @AdvaniRashmiMD
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ACG @AmCollegeGastro
41K Followers 3K Following https://t.co/rX8RRl4qzk | 20K+ members. Advancing Digestive Health, Improving Patient Outcomes. https://t.co/fWjdI4hEJg | @AmJGastro | @ACG_CTG | @ACGCRJ | @ACG_EBGI
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Aline Charabaty, MD, ... @DCharabaty
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Neena S Abraham MD MA... @NeenaSAbrahamMD
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Erik Holzwanger, MD, ... @HilarHolzy
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17K Followers 13K Following Director of Gastroenterology Associate Professor University of Newcastle, Australia 🇦🇺#Scopemanship @ESGE_news social media working group
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45K Followers 64 Following Student of mind and nature, libertarian, chess player, cancer survivor. @ Keen, UAlberta, Amii, https://t.co/u8za2Kod54, The Royal Society, Turing Award
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