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BioWorld - Thursday, February 26, 2026
Home » machine learning

Articles Tagged with ''machine learning''

Artificial intelligence and digital health icons

JAMA authors see problems with failures to acknowledge the use of AI in medical devices

July 10, 2023
By Mark McCarty
Device makers are often cited in U.S. FDA warning letters for making claims not seen in the approved labeling, but the authors of a recent review of artificial intelligence (AI) products cleared by the FDA suggest that FDA documents and marketing materials should disclose the presence of AI in these products. The authors of an article in the Journal of the American Medical Association said that only about 80.6% of the products were represented with accurate statements about the presence of AI, although FDA regulation does not require that marketing materials make such disclosures.
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Document illustration

Stakeholders seek clarity on intended use, combo products in FDA’s change control draft

July 7, 2023
By Mark McCarty
The U.S. FDA’s draft guidance for predetermined change control plans (PCCP) is a groundbreaking document for med-tech regulation, but stakeholders see a few holes in the draft version. One of the issues for device manufacturers is that the guidance seems to exclude any possibility of inclusion of a new intended use or indication for use in a PCCP, while others seek more detail on how this policy can be applied to the device component of a combination product, two elements that may prove complicated to address in the final guidance.
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Document illustration

Stakeholders seek clarity on intended use, combo products in FDA’s change control draft

July 6, 2023
By Mark McCarty
The U.S. FDA’s draft guidance for predetermined change control plans (PCCP) is a groundbreaking document for med-tech regulation, but stakeholders see a few holes in the draft version. One of the issues for device manufacturers is that the guidance seems to exclude any possibility of inclusion of a new intended use or indication for use in a PCCP, while others seek more detail on how this policy can be applied to the device component of a combination product, two elements that may prove complicated to address in the final guidance.
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AI-generated art of people at a dining table on the beach
Neurology/Psychiatric

EAN 2023: Answer to AI’s big data pitfalls is more data

July 3, 2023
By Anette Breindl
Artificial intelligence (AI) continues to entice. On the exhibition floor at the 2023 Congress of the European Academy of Neurology, one company’s booth featured “Mindart” technology. A passersby could answer a short series of prompts, and get a unique image based on the input made by generative AI. Entertainment aside, medically speaking, AI applications “are still research,” Riccardo Soffietti told his audience at one of several sessions devoted to AI. “But obviously, research is the future.”
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Endometriosis saliva test

Ziwig’s spit test is spot on for endometriosis

June 23, 2023
By Bernard Banga
Difficulty in obtaining an accurate diagnosis and treatment for endometriosis leaves many women spitting mad, but they may soon find that saliva is the key to escaping the diagnostic maze. A recent study published in the New England Journal of Medicine validated the Endotest developed by Ziwig SAS based on results from a study involving 200 symptomatic patients monitored in five hospital units and specialized centers in France since November 2021. The findings demonstrated a sensitivity and specificity of more than 95%.
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Health professional reviewing digital health data

FDA, industry coalition still at odds over September 2022 CDS final guidance

June 9, 2023
By Mark McCarty
The U.S. FDA’s September 2022 guidance for clinical decision support (CDS) software was controversial the moment the agency posted the document, prompting the filing of a citizen’s petition five months later. The CDS Coalition has penned a June 8 letter to FDA commissioner Robert Califf in an effort to draw a reaction from the agency, but the letter was accompanied by a summary of an analysis of CDS software with a machine learning (ML) component that suggests that such products that are in development may have to be reconsidered.
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Asep Medical researcher in lab

Asep announces use of AI to rapidly detect risk of severe sepsis

June 9, 2023
By David Godkin
Asep Medical Holdings Inc. reported “ground-breaking” use of artificial intelligence in its SepsetER test to rapidly identify infections at increased risk of severe sepsis. Developed under guidance by Professor Robert E.W. Hancock at the University of British Columbia, analysis of dysfunctional immune responses to identify particular sets of genes could signal when a patient is at risk of acquiring and potentially dying from severe sepsis.
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USoP device being worn on chest

UCSD engineers develop ultrasound, deep tissue monitoring device

June 8, 2023
By David Godkin
They call it the world's “first fully integrated wearable” ultrasound system for evaluating cardiovascular function while you walk, run, even ride a bicycle. Built on the nanoengineering research at the University of California San Diego (UCSD) the wearable ultrasonic system-on-patch (USoP) employs machine learning to interpret deep tissue vital signs data and track subjects in motion.
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ASCO 2023

Exai Bio MCED test shows high sensitivity for stage I cancer, machine learning detects gastric cancer

June 6, 2023
By Annette Boyle
Breakthroughs in early detection of cancer offer increasing hope for better outcomes and longer lives for individuals affected by malignancies. This year’s American Society of Clinical Oncology annual meeting highlighted strong results from several companies at the forefront of this potential transformation.
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Machine-Models-5-31.jpg

Machine models enhance cardiac surgery mortality risk prediction

May 31, 2023
By Bernard Banga
Researchers at Mount Sinai Hospital have demonstrated that a machine learning-based model enables medical institutions to predict mortality risk for individual cardiac surgery patients.
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