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New AI model sets benchmark in digital pathology with superior cancer diagnostics

Researchers developed Prov-GigaPath, a whole-slide pathology foundation model using a novel vision transformer architecture. The model demonstrates superior performance in mutation prediction, cancer subtyping, and vision-language tasks. It leverages large-scale real-world data from over 30,000 patients to enhance clinical diagnostics.
Convolutional Neural Network Long Sequence Network Longnet Providence Gigapixel Pathology Model Vision Transformer Long Sequence Network Hierarchical Image Pyramid Transformer

Body fat percentage beats BMI in predicting obesity-related health risks, study says

A study in the Journal of Clinical Endocrinology & Metabolism found that body fat percentage (%BF) thresholds are more accurate than BMI for predicting obesity-related health conditions, suggesting new standards for defining overweight and obesity.
United States Nutrition Examination Survey National Health Clinical Endocrinology Defining Overweight Percent Body Fat

"Artificial intelligence enabled healthcare data analysis for chronic h" by Ahmed Tazi, Soly Mathew Biju et al.

Chronic heart diseases are a leading cause of death worldwide. This paper examines recently published articles on the use of AI and machine-learning to detect chronic heart diseases. The main findings of these papers are summarised to assist researchers in developing new technology using AI and machine learning. The summary includes information on the technologies used in each research paper, the year of publication, the type of heart disease, the machine learning techniques employed and the adv...
Preferred Reporting Items Systematic Review Meta Analysis Area Under Rea Under The Curve Hronic Heart Condition
Source: uow.edu.au

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Lunit Presents Seven Study Results at ECR 2024: Showcasing AI's Robust Performance in Diverse Clinical Settings

Lunit (KRX:328130.KQ), a leading provider of AI-powered solutions for cancer diagnostics and therapeutics, today announced the presentation of seven studies at the European Congress of Radiology (ECR) 2024, to be held in Vienna, Austria, from February 28 to March 3. Four will be presented through oral presentations and three as E-posters.
United Kingdom South Korea City Of Soult Ukpyolsi Carolyn Horst Brandon Suh
Source: yahoo.com

Thinking about High-Quality Human Data

[Special thank you to Ian Kivlichan for many useful pointers (E.g. the 100+ year old Nature paper “Vox populi”) and nice feedback. �� ] High-quality data is the fuel for modern data deep learning model training. Most of task-specific labeled data comes from human annotation, such as classification task or RLHF labeling (which can be constructed as classification format) for LLM alignment training. Lots of ML techniques in the post can help with data quality, but fundamentally...
United States Aroyo Welty Kohn Liang Koh Liang Mariya Toneva Cohen Kappa Landis Koch

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