AI’s Hidden Flaw: Why Shortcut Learning Threatens Cardiac Diagnostics
The hype around AI in healthcare, especially for diagnostic imaging, is all about boosting efficiency and accuracy. But there’s a critical vulnerability hiding behind impressive…
AI Pathology: Navigating Safety & Oversight for Investors
There’s no question AI is going to change diagnostic pathology, especially by making cancer detection faster. But as venture capitalists look at all the new…
Stop the Bleed: Auditing AI Drift in Cardiac Care
AI in healthcare promises a lot, but that value disappears fast if you ignore algorithmic drift. Clinical environments are constantly changing, patient populations shift, new…
ONC HTI-1: De-Risking AI Investments in Cardiac Health
The time’s up for “black-box” algorithms making critical healthcare decisions inside electronic health records (EHRs). A new federal mandate, the ONC HTI-1 Final Rule, is…
Investor’s Guide: Mitigating Clinical AI Liability in Your Portfolio
The hype around AI in healthcare is real, but the race to adopt clinical AI solutions is creating a minefield of liability. These risks are…
Sepsis AI: High False Positives, High Costs. Is the ROI There?
Automated sepsis alerts look like a critical lifeline on paper, promising to spot deadly infections faster than any human can. The reality of deploying these…
AI Denials: Systemic Risk, Patient Harm, & Liability Exposure
AI was pitched to healthcare as a tool for efficiency, but its rollout in prior authorization is now a source of huge controversy. When you…
Cardiac AI: Benchmarking Automated ECG Against Clinical Gold Standards
Investors see the obvious appeal of remote patient monitoring (RPM) in cardiology: a massive total addressable market (TAM) thanks to chronic disease and the promise…
Algorithmic Bias: De-Risking AI Investments in Cardiac Care
When it comes to allocating healthcare resources, algorithmic bias is a direct threat to equitable care and a major headache for digital health innovators facing…
Why LLMs Fail Clinical Validity in ED Triage: A VC De-Risking Guide
Generative AI in healthcare is getting a lot of attention for its potential to fix administrative headaches, and for good reason. But the jump from…