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Recent Artificial Intelligence (AI) models have matched or exceeded human experts in several benchmarks of biomedical task performance, but surgical benchmarks in particular are often missing from prominent medical benchmark suites. Since…

Artificial Intelligence (AI) is making a major impact on healthcare, particularly through its application in natural language processing (NLP) and predictive analytics. The healthcare sector has increasingly adopted AI for tasks such as…

Databases · Computer Science 2025-06-02 Karan Hanswadkar , Anika Kanchi , Shivani Tripathi , Shi Qiao , Rony Chatterjee , Alekh Jindal

In this report a framework for the collection of clinical images and data for use when training and validating artificial intelligence (AI) tools is described. The report contains not only information about the collection of the images and…

Image and Video Processing · Electrical Eng. & Systems 2025-08-07 Alistair Mackenzie , Mark Halling-Brown , Ruben van Engen , Carlijn Roozemond , Lucy Warren , Dominic Ward , Nadia Smith

In modern dynamic constantly developing society, more and more people suffer from chronic and serious diseases and doctors and patients need special and sophisticated medical and health support. Accordingly, prominent health stakeholders…

Computers and Society · Computer Science 2022-08-10 Mirjana Ivanovic , Serge Autexier , Miltiadis Kokkonidis

Advancements in spoken language technologies for neurodegenerative speech disorders are crucial for meeting both clinical and technological needs. This overview paper is vital for advancing the field, as it presents a comprehensive review…

Audio and Speech Processing · Electrical Eng. & Systems 2025-08-08 Shakeel A. Sheikh , Md. Sahidullah , Ina Kodrasi

This paper explores the advancements and applications of language models in healthcare, focusing on their clinical use cases. It examines the evolution from early encoder-based systems requiring extensive fine-tuning to state-of-the-art…

Artificial Intelligence · Computer Science 2025-05-12 Nikita Neveditsin , Pawan Lingras , Vijay Mago

Clinical decision support systems (CDSS) augmented with artificial intelligence (AI) models are emerging as potentially valuable tools in healthcare. Despite their promise, the development and implementation of these systems typically…

Human-Computer Interaction · Computer Science 2023-03-08 Grace Golden , Christina Popescu , Sonia Israel , Kelly Perlman , Caitrin Armstrong , Robert Fratila , Myriam Tanguay-Sela , David Benrimoh

Although artificial intelligence (AI) shows growing promise for mental health care, current approaches to evaluating AI tools in this domain remain fragmented and poorly aligned with clinical practice, social context, and first-hand user…

As AI-based clinical decision support (AI-CDS) is introduced in more and more aspects of healthcare services, HCI research plays an increasingly important role in designing for complementarity between AI and clinicians. However, current…

Human-Computer Interaction · Computer Science 2025-04-11 Venkatesh Sivaraman , Katelyn Morrison , Will Epperson , Adam Perer

It is widely accepted that information derived from analyzing speech (the acoustic signal) and language production (words and sentences) serves as a useful window into the health of an individual's cognitive ability. In fact, most…

Computation and Language · Computer Science 2019-11-06 Rohit Voleti , Julie M. Liss , Visar Berisha

Auditory and visual signals usually present together and correlate with each other, not only in natural environments but also in clinical settings. However, the audio-visual modelling in the latter case can be more challenging, due to the…

Computer Vision and Pattern Recognition · Computer Science 2023-10-26 Jianbo Jiao , Mohammad Alsharid , Lior Drukker , Aris T. Papageorghiou , Andrew Zisserman , J. Alison Noble

Artificial intelligence (AI) has huge potential to improve the health and well-being of people, but adoption in clinical practice is still limited. Lack of transparency is identified as one of the main barriers to implementation, as…

Artificial Intelligence · Computer Science 2021-01-06 Aniek F. Markus , Jan A. Kors , Peter R. Rijnbeek

Clinical diagnosis requires answers that are accurate, verifiable, and explicitly grounded in official guidelines. While large language models excel at natural language processing, their tendency to hallucinate undermines their utility in…

Artificial Intelligence · Computer Science 2026-05-29 Navapat Nananukul , Mayank Kejriwal

After decades of use in dictation and, more recently, ambient documentation, speech is emerging as a primary modality for interacting with technology and AI in healthcare. Yet medical speech recognition remains difficult: systems must…

Machine Learning · Computer Science 2026-05-22 Arne Nix , Robert James , Lasse Borgholt , Anna B. Ekner , Lana Krumm , Julius Severin , Dan Engel , Lars Maaløe , Jakob Havtorn

The translation of artificial intelligence (AI) systems into clinical practice requires bridging fundamental gaps between explainable AI theory, clinician expectations, and governance requirements. While conceptual frameworks define what…

Computers and Society · Computer Science 2025-11-05 Alexander Bakumenko , Aaron J. Masino , Janine Hoelscher

The development of large-scale artificial intelligence (AI) models is influencing neuroscience research by enabling end-to-end learning from raw brain signals and neural data. In this paper, we review applications of large-scale AI models…

Visual speech, referring to the visual domain of speech, has attracted increasing attention due to its wide applications, such as public security, medical treatment, military defense, and film entertainment. As a powerful AI strategy, deep…

Computer Vision and Pattern Recognition · Computer Science 2024-03-15 Changchong Sheng , Gangyao Kuang , Liang Bai , Chenping Hou , Yulan Guo , Xin Xu , Matti Pietikäinen , Li Liu

Compositional learning, mastering the ability to combine basic concepts and construct more intricate ones, is crucial for human cognition, especially in human language comprehension and visual perception. This notion is tightly connected to…

Artificial Intelligence · Computer Science 2024-11-22 Sania Sinha , Tanawan Premsri , Parisa Kordjamshidi

Clinical coding is crucial for healthcare billing and data analysis. Manual clinical coding is labour-intensive and error-prone, which has motivated research towards full automation of the process. However, our analysis, based on US English…

Computation and Language · Computer Science 2025-06-19 Yidong Gan , Maciej Rybinski , Ben Hachey , Jonathan K. Kummerfeld

Accurate and efficient auscultation-based diagnostics are vital for early disease detection, especially in resource-limited settings where specialized clinical expertise is scarce. Traditional auscultation, which heavily depends on…

Sound · Computer Science 2025-03-26 Pingjie Wang , Liudan Zhao , Zihan Zhao , Miao He , Xin Sun , Ya Zhang , Kun Sun , Yanfeng Wang , Yu Wang