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Healthcare AI may rise or fall on mitigation of opaque algorithms, semantic black boxes

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When a black-box algorithm guides a physician’s diagnostic or therapeutic judgments, its intrinsic opaqueness can confound subsequent steps toward clinical safety and efficacy—and that’s just for starters. 

  • Read more about Healthcare AI may rise or fall on mitigation of opaque algorithms, semantic black boxes

AI finds ‘diamonds in the rough’ among rejected residency applicants

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Medical educators have used machine learning to reconsider—and ultimately select—some 20 qualified residents who had been screened out by human reviewers at their institution.

  • Read more about AI finds ‘diamonds in the rough’ among rejected residency applicants

Consumer acceptance of medical AI coming into focus

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Photo by Mostafa Meraji via Unsplash

Patients are strongly inclined to follow treatment instructions that combine innovative AI recommendations with a physician’s reassuring presence.

  • Read more about Consumer acceptance of medical AI coming into focus

How and when FDA assesses the clinical competency of healthcare AI

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True or false? Each time a software developer significantly updates an FDA-approved Software as a Medical Device product, the SaMD faces possible re-review by the agency.

  • Read more about How and when FDA assesses the clinical competency of healthcare AI

AI saves pediatricians time, provides ‘more actionable guidance’ for asthma care

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Image by Katherine Ab via Pixabay

An AI tool for managing pediatric asthma shaved 7.8 minutes from the time pediatricians spent dealing with electronic health records in a randomized clinical trial conducted at the Mayo Clinic. 

  • Read more about AI saves pediatricians time, provides ‘more actionable guidance’ for asthma care

Envisioning a world of big, AI-ready—and free—healthcare data, a top medical school leads by example

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Image by Xresch via Pixabay

The academic medical institution that maintains the world’s best-stocked library of curated, patient-deidentified and AI-ready data is going 100% open source with its digital riches.

  • Read more about Envisioning a world of big, AI-ready—and free—healthcare data, a top medical school leads by example

Patients draw pictures, AI classifies dementia

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Photo by Jess Bailey Designs via Pexels

Deep learning can accurately distinguish dementia from mild cognitive impairment by looking at pictures of analog clocks as drawn by individuals thought to be affected.

  • Read more about Patients draw pictures, AI classifies dementia

Kidney stones relatively easy marks for AI-guided shockwaves

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Photo by Bri Schneiter via Pexels

AI-aimed blasting of kidney stones from outside the body hit intended targets at a 75% clip in a proof-of-concept study, pulverizing conventional lithotripsy, which missed the mark almost half the time.

  • Read more about Kidney stones relatively easy marks for AI-guided shockwaves

Notable regulatory approvals of emerging technologies over the past 30 days

Green Light

Along with AI in its various iterations, the list may include virtual and augmented reality, 3D printing, robotics and other technologies currently changing healthcare delivery.

  • Read more about Notable regulatory approvals of emerging technologies over the past 30 days

COVID outcomes predictor suffers only slight sophomore slump

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Photo by Andrea Piacquadio via Pexels

The model’s consistent overall accuracy demonstrates the reusability of existing COVID algorithms with recalibrations rather than fallbacks to square one, AI developers suggest.

  • Read more about COVID outcomes predictor suffers only slight sophomore slump

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