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Artificial Intelligence (AI) has become an important part of our everyday lives, yet user requirements for designing AI-assisted systems in law enforcement remain unclear. To address this gap, we conducted qualitative research on…

This research focuses on evaluating and enhancing data readiness for the development of an Artificial Intelligence (AI)-based Clinical Decision Support System (CDSS) in the context of skin cancer treatment. The study, conducted at the Skin…

Artificial Intelligence · Computer Science 2025-03-13 Joscha Grüger , Tobias Geyer , Tobias Brix , Michael Storck , Sonja Leson , Laura Bley , Carsten Weishaupt , Ralph Bergmann , Stephan A. Braun

Human-AI collaboration for decision-making strives to achieve team performance that exceeds the performance of humans or AI alone. However, many factors can impact success of Human-AI teams, including a user's domain expertise, mental…

As artificial intelligence (AI) becomes increasingly embedded in healthcare delivery, this chapter explores the critical aspects of developing reliable and ethical Clinical Decision Support Systems (CDSS). Beginning with the fundamental…

Artificial Intelligence · Computer Science 2025-02-18 Muhammet Alkan , Idris Zakariyya , Samuel Leighton , Kaushik Bhargav Sivangi , Christos Anagnostopoulos , Fani Deligianni

The new characteristics of AI technology have brought new challenges to the research and development of AI systems. AI technology has benefited humans, but if improperly developed, it will harm humans. At present, there is no systematic…

Human-Computer Interaction · Computer Science 2021-12-06 Wei Xu , Liezhong Ge , Zaifeng Gao

The incidence of gastrointestinal cancers remains significantly high, particularly in China, emphasizing the importance of accurate prognostic assessments and effective treatment strategies. Research shows a strong correlation between…

Image and Video Processing · Electrical Eng. & Systems 2025-03-11 Xinyu Nan , Meng He , Zifan Chen , Bin Dong , Lei Tang , Li Zhang

In recent years, the field of explainable AI (XAI) has produced a vast collection of algorithms, providing a useful toolbox for researchers and practitioners to build XAI applications. With the rich application opportunities, explainability…

Artificial Intelligence · Computer Science 2022-04-21 Q. Vera Liao , Kush R. Varshney

This chapter systematically promotes an emerging interdisciplinary field of human-artificial intelligence interaction (human-AI interaction, HAII) from a human-centered AI (HCAI) perspective. It introduces a framework of human-centered HAII…

Human-Computer Interaction · Computer Science 2025-08-28 Wei Xu

Digital pathology is not only one of the most promising fields of diagnostic medicine, but at the same time a hot topic for fundamental research. Digital pathology is not just the transfer of histopathological slides into digital…

Artificial Intelligence · Computer Science 2017-12-20 Andreas Holzinger , Bernd Malle , Peter Kieseberg , Peter M. Roth , Heimo Müller , Robert Reihs , Kurt Zatloukal

Research question: How can we establish an AI support for reading of chest X-rays in clinical routine and which benefits emerge for the clinicians and radiologists. Can it perform 24/7 support for practicing clinicians? 2. Findings: We…

Image and Video Processing · Electrical Eng. & Systems 2022-10-21 Karsten Ridder , Alexander Preuhs , Axel Mertins , Clemens Joerger

The use of Artificial Intelligence (AI) in healthcare, including in caring for cancer survivors, has gained significant interest. However, gaps remain in our understanding of how such AI systems can provide care, especially for ethnic and…

Human-Computer Interaction · Computer Science 2024-08-20 Elaine Kong , Kuo-Ting , Huang , Aakash Gautam

For several cancer patients, operative resection with curative intent can end up in early recurrence of the cancer. Current limitations in peri-operative cancer staging and especially intra-operative misidentification of visible metastases…

Image and Video Processing · Electrical Eng. & Systems 2023-06-21 Thomas Schnelldorfer , Janil Castro , Atoussa Goldar-Najafi , Liping Liu

There is a growing need to understand how digital systems can support clinical decision-making, particularly as artificial intelligence (AI) models become increasingly complex and less human-interpretable. This complexity raises concerns…

As Artificial Intelligence (AI) becomes increasingly integrated into high-stakes domains like healthcare, effective collaboration between healthcare experts and AI systems is critical. Data-centric steering, which involves fine-tuning…

Human-Computer Interaction · Computer Science 2025-06-24 Aditya Bhattacharya , Simone Stumpf , Katrien Verbert

Human-machine teaming in medical AI requires us to understand to what degree a trained clinician should weigh AI predictions. While previous work has shown the potential of AI assistance at improving clinical predictions, existing clinical…

Human-Computer Interaction · Computer Science 2024-12-03 Jim Solomon , Laleh Jalilian , Alexander Vilesov , Meryl Mathew , Tristan Grogan , Arash Bedayat , Achuta Kadambi

Remarkable success of modern image-based AI methods and the resulting interest in their applications in critical decision-making processes has led to a surge in efforts to make such intelligent systems transparent and explainable. The need…

Artificial Intelligence · Computer Science 2020-11-30 Adriano Lucieri , Muhammad Naseer Bajwa , Andreas Dengel , Sheraz Ahmed

A key promise of AI applications in healthcare is in increasing access to quality medical care in under-served populations and emerging markets. However, deep learning models are often only trained on data from advantaged populations that…

Image and Video Processing · Electrical Eng. & Systems 2019-11-04 Kevin Wu , Eric Wu , Yaping Wu , Hongna Tan , Greg Sorensen , Meiyun Wang , Bill Lotter

Purpose of review: Artificial intelligence (AI) has become popular in medical applications, specifically as a clinical support tool for computer-aided diagnosis. These tools are typically employed on medical data (i.e., image, molecular…

Machine Learning · Computer Science 2022-06-08 Ahmad Chaddad , Yousef Katib , Lama Hassan

Cervical cancer remains a significant health challenge, with high incidence and mortality rates, particularly in transitioning countries. Conventional Liquid-Based Cytology(LBC) is a labor-intensive process, requires expert pathologists and…

Computer Vision and Pattern Recognition · Computer Science 2025-04-30 Love Panta , Suraj Prasai , Karishma Malla Vaidya , Shyam Shrestha , Suresh Manandhar

Precision medicine has become a central focus in breast cancer management, advancing beyond conventional methods to deliver more precise and individualized therapies. Traditionally, histopathology images have been used primarily for…

Quantitative Methods · Quantitative Biology 2024-12-17 Suchithra Kunhoth , Somaya Al- Maadeed , Younes Akbari , Rafif Al Saady