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This manuscript presents a methodical examination of the utilization of Artificial Intelligence in the assessment of emotions in texts related to healthcare, with a particular focus on the incorporation of Natural Language Processing and…

Computation and Language · Computer Science 2024-04-22 Prashant Kumar Nag , Amit Bhagat , R. Vishnu Priya , Deepak kumar Khare

AI technology has a long history which is actively and constantly changing and growing. It focuses on intelligent agents, which contain devices that perceive the environment and based on which takes actions in order to maximize goal success…

Artificial Intelligence · Computer Science 2018-04-05 Jahanzaib Shabbir , Tarique Anwer

While artificial intelligence (AI) and other automation technologies might lead to enormous progress in healthcare, they may also have undesired consequences for people working in the field. In this interdisciplinary study, we capture…

Machine Learning · Statistics 2019-10-22 Wolfgang Frühwirt , Paul Duckworth

Artificial intelligence (AI) systems are increasingly used for providing advice to facilitate human decision making in a wide range of domains, such as healthcare, criminal justice, and finance. Motivated by limitations of the current…

Artificial Intelligence · Computer Science 2023-07-04 Gali Noti , Yiling Chen

Artificial intelligence (AI) is rapidly advancing in healthcare, enhancing the efficiency and effectiveness of services across various specialties, including cardiology, ophthalmology, dermatology, emergency medicine, etc. AI applications…

In this paper we propose an advanced approach to integrating artificial intelligence (AI) into healthcare: autonomous decision support. This approach allows the AI algorithm to act autonomously for a subset of patient cases whilst serving a…

Artificial Intelligence · Computer Science 2025-03-25 Yan Jia , Harriet Evans , Zoe Porter , Simon Graham , John McDermid , Tom Lawton , David Snead , Ibrahim Habli

With the continuous advancement of technology, artificial intelligence has significantly impacted various fields, particularly healthcare. Generative models, a key AI technology, have revolutionized medical image generation, data analysis,…

Machine Learning · Computer Science 2024-10-10 Yuan Sun , Jorge Ortiz

The automatic generation of decision trees based on off-line reasoning on models of a domain is a reasonable compromise between the advantages of using a model-based approach in technical domains and the constraints imposed by embedded…

Artificial Intelligence · Computer Science 2011-06-28 L. Console , C. Picardi , D. Theseider Duprè

Artificial intelligence promises to revolutionise medicine, yet its impact remains limited because of the pervasive translational gap. We posit that the prevailing technology-centric approaches underpin this challenge, rendering such…

Human-Computer Interaction · Computer Science 2025-06-06 Kacper Sokol , James Fackler , Julia E Vogt

Artificial intelligence (AI) systems increasingly shape how people access health information, make medical decisions, and receive care -- yet epidemiology lacks frameworks for measuring AI exposure or studying its health effects at the…

Other Statistics · Statistics 2026-04-16 Harsh Parikh , Tyler McCormick , Emily Johnson , Leo Hickey , Megan Ranney , Bhramar Mukherjee

The adoption of intelligent systems creates opportunities as well as challenges for medical work. On the positive side, intelligent systems have the potential to compute complex data from patients and generate automated diagnosis…

Human-Computer Interaction · Computer Science 2019-02-19 Yao Xie , Ge Gao , Xiang 'Anthony' Chen

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

Drug overdose deaths, including those due to prescription opioids, represent a critical public health issue in the United States and worldwide. Artificial intelligence (AI) approaches have been developed and deployed to help prescribers…

Human-Computer Interaction · Computer Science 2025-02-18 Venkatesh Sivaraman , Yejun Kwak , Courtney Kuza , Qingnan Yang , Kayleigh Adamson , Katie Suda , Lu Tang , Walid Gellad , Adam Perer

Like other fields of Traditional Medicines, Unani Medicines have been found as an effective medical practice for ages. It is still widely used in the subcontinent, particularly in Pakistan and India. However, Unani Medicines Practitioners…

Artificial Intelligence · Computer Science 2023-10-31 Haider Sultan , Hafiza Farwa Mahmood , Noor Fatima , Marriyam Nadeem , Talha Waheed

In the pharmaceutical industry, the use of artificial intelligence (AI) has seen consistent growth over the past decade. This rise is attributed to major advancements in statistical machine learning methodologies, computational capabilities…

Methodology · Statistics 2023-12-01 Yuhan Li , Hongtao Zhang , Keaven Anderson , Songzi Li , Ruoqing Zhu

Leveraging Artificial Intelligence (AI) in decision support systems has disproportionately focused on technological advancements, often overlooking the alignment between algorithmic outputs and human expectations. A human-centered…

Human-Computer Interaction · Computer Science 2024-03-20 Catalina Gomez , Sue Min Cho , Shichang Ke , Chien-Ming Huang , Mathias Unberath

The post-pandemic surge in healthcare demand, coupled with critical nursing shortages, has placed unprecedented pressure on medical triage systems, necessitating innovative AI-driven solutions. We present a multi-agent interactive…

Artificial Intelligence · Computer Science 2026-03-03 ChengZhang Yu , YingRu He , Hongyan Cheng , nuo Cheng , Zhixing Liu , Dongxu Mu , Zhangrui Shen Yang Gao , and Zhanpeng Jin

Most clinical AI systems operate as prediction engines -- producing labels or risk scores -- yet real clinical reasoning is a time-bounded, sequential control problem under uncertainty. Clinicians interleave information gathering with…

Artificial Intelligence · Computer Science 2026-01-21 Dipayan Sengupta , Saumya Panda

The use of Artificial Intelligence (AI), or more generally data-driven algorithms, has become ubiquitous in today's society. Yet, in many cases and especially when stakes are high, humans still make final decisions. The critical question,…

Artificial Intelligence · Computer Science 2024-10-15 Eli Ben-Michael , D. James Greiner , Melody Huang , Kosuke Imai , Zhichao Jiang , Sooahn Shin

Patient triage plays a crucial role in emergency departments, ensuring timely and appropriate care based on correctly evaluating the emergency grade of patient conditions. Triage methods are generally performed by human operator based on…

Machine Learning · Computer Science 2024-03-13 Annamaria Defilippo , Pierangelo Veltri , Pietro Lio' , Pietro Hiram Guzzi