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Articles by James Anibal
LLM research on public biosignals data is needed to protect patients
Abstract Large language models (LLMs) have expanded the capabilities of AI and created new opportunities in medicine. To promote the development of safe and innovative digital health tools, there must be public biosignals datasets that encourage research and provide benchmarks. Multiple current examples involve data use agreements that restrict LLM studies. This work presents recommendations to ensure that public releases of biosignals data can ethically facilitate LLM research efforts.
An artificial intelligence-based approach to identify volume status in patients with severe dengue using wearable PPG data
Citation: Lyle NN, Chanh HQ, Nguyen Van H, Anibal J, Karolcik S, Ming D, et al. (2025) An artificial intelligence-based approach to identify volume status in patients with severe dengue using wearable PPG data. PLOS Digit Health 4(7): e0000924. https://doi.org/10.1371/journal.pdig.0000924 Editor: Daniel B. Forger, University of Michigan, UNITED STATES OF AMERICA Received: October 5, 2024; Accepted: June 16, 2025; Published: July 18, 2025 Copyright: © 2025 Lyle et al.
Generative AI and unstructured audio data for precision public health
Now Having invested in Ive’s startups, Powell Jobs stands to profit from the device’s success. The mysterious AI gadget being created by OpenAI and former Apple design chief Jony Ive has been given the thumbs up from Laurene Powell Jobs. In a new interview published by The Financial Times, the two …
Transformers for rapid detection of airway stenosis and stridor
The authors have declared no competing interest. Bridge2AI-Voice is funded by the NIH Common Fund through the Bridge2AI program, grant number OT2OD032720.
Simulated Misuse of Large Language Models and Clinical Credit Systems
The authors have declared no competing interest. This work was supported by the NIH Center for Interventional Oncology and the Intramural Research Program of the National Institutes of Health, National Cancer Institute, and the National Institute of Biomedical Imaging and Bioengineering, via intramural NIH Grants Z1A CL040015 and 1ZIDBC011242.Work also supported by the NIH Intramural Targeted Anti-COVID-19 (ITAC) Program, funded by the National Institute of Allergy and Infectious Diseases.
Michigan election results for Byron on Nov. 8, 2022
Decision 2022. (WDIV) Here’s where you can find Michigan general election results for Byron on Nov. 8, 2022. Find Results: Michigan General Election 2022 Copyright 2022 by WDIV ClickOnDetroit - All rights reserved.
HAL-X: Scalable hierarchical clustering for rapid and tunable single-cell analysis
Loading metrics Open Access Peer-reviewed Research Article ? This is an uncorrected proof. Abstract Data clustering plays a significant role in biomedical sciences, particularly in single-cell data analysis. Researchers use clustering algorithms to group individual cells into populations that can be evaluated across different levels of disease progression, drug response, and other clinical statuses.
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