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This paper is in the following e-collection/theme issue:

Applications of AI (1048) Dementia and Cognitive Decline (902) Artificial Intelligence (4921) Artificial Intelligence, Machine Learning, and Natural Language Processing for Public Health (171)

Published on in Vol 5 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/82608, first published .
Man wearing headphones interacts with AI brain interface, touching screen with brain icon.

Large Language Model Adaptation Strategies in Speech-Based Cognitive Screening: Systematic Evaluation

Large Language Model Adaptation Strategies in Speech-Based Cognitive Screening: Systematic Evaluation

Authors of this article:

Fatemeh Taherinezhad1 Author Orcid Image ;   Mohamad Javad Momeni Nezhad1 Author Orcid Image ;   Sepehr Karimi1 Author Orcid Image ;   Sina Rashidi1 Author Orcid Image ;   Ali Zolnour1 Author Orcid Image ;   Maryam Dadkhah1 Author Orcid Image ;   Yasaman Haghbin1 Author Orcid Image ;   Hossein Azadmaleki1 Author Orcid Image ;   Maryam Zolnoori1, 2, 3 Author Orcid Image
Article Authors Cited by (4) Tweetations (3) Metrics

Journals

  1. Shelly S. Voice, Speech, and Large Language Models in Neurology: From Acoustic Biomarkers to Conversational AI. Computation 2026;14(7):160 View
  2. Li H, Wang B, He Q, Mou J, Chen J. Cross-task generative augmentation of multimodal speech features for task-incomplete MCI detection. Pattern Recognition 2027;182:114818 View
  3. Lashyn Y, Voitko O, Fedoriienko V. HYBRID NEURO-MATHEMATICAL MODEL FOR DETECTING INFORMATION THREATS: INTEGRATING LARGE LANGUAGE MODELS AND MODIFIED DIFFUSION PROCESSES. Системи управління, навігації та зв’язку. Збірник наукових праць 2026;3(85):115 View

Conference Proceedings

  1. Zhang Q, Guo Y, Gong Y. 2026 IEEE 14th International Conference on Healthcare Informatics (ICHI). Unifying Acoustic Features and Text with Multimodal LLMs for Neurodegenerative Screening View