Digital staining is advancing quickly in computational pathology — but how robust are AI algorithms when the stain domain changes?
The amazing team at The @OhioStateMed, together with collaborators at @StanfordMed, @VirasoftCorp Corporation, and PathScience, evaluated an AI tumor-detection algorithm on 168 paired prostate whole-slide images (chemically stained H&E vs. digitally stained H&E). Slide-level performance was strong overall, with high specificity across both domains:
Chemically stained: 80.4% sensitivity | 92.9% specificity | 84.5% accuracy
Digitally stained: 42.9% sensitivity | 100% specificity | 61.9% accuracy
Paired accuracy was significantly higher on the chemical stains (P = 1.1 × 10⁻⁵). Importantly, the sensitivity drop on digitally stained slides appears driven by stain-domain calibration differences rather than loss of tumor-recognition signal. Positive calls on the digital stains also skewed toward high confidence.
Grateful to the full team — Sneha Datwani, @Aparwani_dpath , Gizem Solmaz Yılmaz, Lalit Mestha, and colleagues — for this College of American Pathologists (CAP) #CAP26 abstract and poster.
lnkd.in/p/eGG5ZEvn
#DigitalPathology #AIinPathology #ComputationalPathology #ProstateCancer #DigitalStaining #PathScience #CAP26
Please check out the new OneMedNet web site. It is a much more focused and detailed description of our story: First-Party, Live, Longitudinal, and Multimodal clinical data — patient-level records spanning encounters, notes, imaging, labs, device signals, and therapies, continuously refreshed from 2,300+ U.S. facilities and covering 90M+ patient journeys.
Take a look! onemednet.com
#RealWorldData #RealWorldEvidence #HealthcareAI #LifeSciences
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Channel partnerships are how we expand commercial reach while keeping full control of data sourcing, curation, and de-identification.
This 12th agreement distributes OneMedNet’s first-party, U.S.-sourced, de-identified clinical data through a global pharmaceutical intelligence platform’s established customer base. Partners bring their analytics and intelligence; we retain direct control of the data itself—its provenance, quality, and compliance.
That combination supports pharma use cases across clinical development, regulatory submissions, market access, and medical AI. As the RWD market scales, direct control and data quality remain a core advantage.
linkedin.com/company/onemedn…
Sincerely appreciate Dr Parwani's comments on PathSciene's generative AI Digital Staining! lnkd.in/p/e4pBT7fK
Please follow @StaezHats my kid's company that makes hats that hold your sunglasses!
xitter.cf/StaezHats/status/20933…
Protect your shades. Play to Win!
staez.com
#STAEZ #PlayToWin #sunglasses #hats #sports #protectyourshades
Just look at any TV show in the 80s. Everyone was thin. They were still eating hamburgers. Our food supply just got markedly worse. Congrats to RFK Jr for making these changes!
🚨 BIG WIN FOR MAHA: RFK Jr. just announced major new rules to clean up America’s food supply. Companies will no longer be allowed to secretly declare their own ingredients “safe” without complete FDA notification. The Trump administration is also finalizing the first ever official definition of ultra processed foods and notified on those foods.
Pleased to announce and updated Aliphia web site! It is fun to work on these projects with my daughters! aliphia.org/?v=2
Aliphia Energy ... AliphiaEnergy.com ... announces it's latest charging partner site Grand Canyon University in Phoenix, Arizona!
This is an upgraded campus-wide deployment spanning five parking garages and delivering 28 Universal Level 2 chargers with Tesla Superchargers in permitting.
We developed this project in coordination with SRP the local utility and alongside Evolved EV a premier EVSE installer in the state. #SRP #EvolveEV #Tesla #GrandCanyonUniversity
lnkd.in/gVcyajrp
Congrats to the entire #OneMedNet team.
As Larry Ellison has rightly observed, LLMs are rapidly converging because they are trained on the same public data. Access to high-quality private data—particularly PHI, the most private data of all—will be the true differentiator for the next generation of healthcare foundation models.
OneMedNet’s #Palantir-powered platform is uniquely positioned to deliver that differentiation: instant, live access to fully anonymized, regulatory-grade data federated across our extensive network of clinical sites.
Proud of the team and excited for what this enables.
#OneMedNet #Palantir #RealWorldData #foundationmodels #HealthcareAI #iRWD
linkedin.com/posts/drjeffrey…
Jeffrey Yu retweeted
The Senate should stay in session continuously until the SAVE America Act is passed.
Share if you agree.
After this week, the House and Senate won’t be in session at the same time again until SEPTEMBER 14 if we keep the current schedule.
That’s insane. We STILL need to pass the SAVE America act and prevent Democrats from shutting down the government in October.
This would NOT fly in the business world. We need to stay here until we get ALL our work done. That’s what the American people expect of us.
Jeffrey Yu retweeted
After tonight, it’s even clearer that the Senate should take the SAVE America Act and continue debating it until it passes
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