EPISODE · May 20, 2025 · 39 MIN
From Slides to Systems: Building AI on Solid Data
from ByteSight · host PAICON
How do you build trustworthy AI in healthcare? Start with the data.In the first episode of ByteSight, host Dr. Manasi A-Ratnaparkhe, co-founder and CEO of PAICON, sits down with Dr. Uwe Schalles, a diagnostics veteran with 25+ years of experience at Roche and Ventana, to unpack the full data lifecycle from acquisition and curation to quality control and access for pharma R&D.Together, they explore:Why sourcing high-quality H&E slides is harder than it looksHow technical diversity (scanners, staining, formats) impacts AI reliabilityMobile phones in pathology—gimmick or emerging frontier?What it takes to push algorithm boundaries and stay within regulatory frameworksThe systemic nature of medical AI: from fixation protocols to FDA-certified scannersWhether you're building AI, validating datasets, or shaping the future of digital health, this episode gives you a rare behind-the-scenes look at what really drives performance and trust in medical AI.
What this episode covers
How do you build trustworthy AI in healthcare? Start with the data.In the first episode of ByteSight, host Dr. Manasi A-Ratnaparkhe, co-founder and CEO of PAICON, sits down with Dr. Uwe Schalles, a diagnostics veteran with 25+ years of experience at Roche and Ventana, to unpack the full data lifecycle from acquisition and curation to quality control and access for pharma R&D.Together, they explore:Why sourcing high-quality H&E slides is harder than it looksHow technical diversity (scanners, staining, formats) impacts AI reliabilityMobile phones in pathology—gimmick or emerging frontier?What it takes to push algorithm boundaries and stay within regulatory frameworksThe systemic nature of medical AI: from fixation protocols to FDA-certified scannersWhether you're building AI, validating datasets, or shaping the future of digital health, this episode gives you a rare behind-the-scenes look at what really drives performance and trust in medical AI.
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From Slides to Systems: Building AI on Solid Data
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