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Artificial Intelligence (AI) has revolutionized various fields, including medicine and mental health support. One promising application is ChatGPT, an advanced conversational AI model that uses deep learning techniques to provide human-like…

Neurons and Cognition · Quantitative Biology 2023-11-16 Farzan Vahedifard , Atieh Sadeghniiat Haghighi , Tirth Dave , Mohammad Tolouei , Fateme Hoshyar Zare

Recent advancements in large language models (LLMs) have led to the development of highly potent models like OpenAI's ChatGPT. These models have exhibited exceptional performance in a variety of tasks, such as question answering, essay…

Computation and Language · Computer Science 2023-04-12 Ruixiang Tang , Xiaotian Han , Xiaoqian Jiang , Xia Hu

Diagnosing language disorders associated with autism is a complex challenge, often hampered by the subjective nature and variability of traditional assessment methods. Traditional diagnostic methods not only require intensive human effort…

Computation and Language · Computer Science 2024-12-02 Chuanbo Hu , Wenqi Li , Mindi Ruan , Xiangxu Yu , Shalaka Deshpande , Lynn K. Paul , Shuo Wang , Xin Li

Documentation burden is a major contributor to clinician burnout, which is rising nationally and is an urgent threat to our ability to care for patients. Artificial intelligence (AI) chatbots, such as ChatGPT, could reduce clinician burden…

Generative AI systems are increasingly used by patients seeking everyday health guidance, yet their appropriateness in chronic care contexts remains unclear. Focusing on Type 2 Diabetes Mellitus (T2DM), this paper presents a mixed-methods…

Human-Computer Interaction · Computer Science 2026-01-06 Yibo Meng , Ruiqi Chen , Bingyi Liu , Yan Guan , Xiaolan Ding

Effective diabetes management is crucial for maintaining health in diabetic patients. Large Language Models (LLMs) have opened new avenues for diabetes management, facilitating their efficacy. However, current LLM-based approaches are…

Computation and Language · Computer Science 2024-03-01 Mahyar Abbasian , Zhongqi Yang , Elahe Khatibi , Pengfei Zhang , Nitish Nagesh , Iman Azimi , Ramesh Jain , Amir M. Rahmani

The integration of Artificial Intelligence (AI) in healthcare presents a transformative potential for enhancing operational efficiency and health outcomes. Large Language Models (LLMs), such as ChatGPT, have shown their capabilities in…

Computation and Language · Computer Science 2024-05-03 Dou Liu , Ying Han , Xiandi Wang , Xiaomei Tan , Di Liu , Guangwu Qian , Kang Li , Dan Pu , Rong Yin

Online news platforms commonly employ personalized news recommendation methods to assist users in discovering interesting articles, and many previous works have utilized language model techniques to capture user interests and understand…

Information Retrieval · Computer Science 2023-06-21 Xinyi Li , Yongfeng Zhang , Edward C. Malthouse

The primary aim of this research was to address the limitations observed in the medical knowledge of prevalent large language models (LLMs) such as ChatGPT, by creating a specialized language model with enhanced accuracy in medical advice.…

Computation and Language · Computer Science 2023-06-27 Yunxiang Li , Zihan Li , Kai Zhang , Ruilong Dan , Steve Jiang , You Zhang

A knowledge gap persists between machine learning (ML) developers (e.g., data scientists) and practitioners (e.g., clinicians), hampering the full utilization of ML for clinical data analysis. We investigated the potential of the ChatGPT…

Continuous glucose monitors (CGMs) used in diabetes care collect rich personal health data that could improve day-to-day self-management. However, current patient platforms only offer static summaries which do not support inquisitive user…

Artificial Intelligence · Computer Science 2026-04-21 Yanjun Cui , Ali Emami , Temiloluwa Prioleau , Nikhil Singh

AI procedures joined with wearable gadgets can convey exact transient blood glucose level forecast models. Also, such models can learn customized glucose-insulin elements dependent on the sensor information gathered by observing a few parts…

Machine Learning · Computer Science 2021-01-22 Ignacio Rodriguez

Diabetes mellitus is a chronic metabolic disorder that has emerged as one of the major health problems worldwide due to its high prevalence and serious complications, which are pricey to manage. Effective management requires good glycemic…

Machine Learning · Computer Science 2024-07-01 Abolfazl Zarghani

In this paper, we study the problem of blood glucose forecasting and provide a deep personalized solution. Predicting blood glucose level in people with diabetes has significant value because health complications of abnormal glucose level…

Machine Learning · Computer Science 2021-09-08 Mohammadreza Armandpour , Brian Kidd , Yu Du , Jianhua Z. Huang

The capabilities of AI for biomedicine span a wide spectrum, from the atomic level, where it solves partial differential equations for quantum systems, to the molecular level, predicting chemical or protein structures, and further extending…

Computation and Language · Computer Science 2024-03-26 Zhenyu Bi , Sajib Acharjee Dip , Daniel Hajialigol , Sindhura Kommu , Hanwen Liu , Meng Lu , Xuan Wang

Diabetes has a long asymptomatic period which can often remain undiagnosed for multiple years. In this study, we trained a deep learning model to detect new-onset diabetes using 12-lead ECG and readily available demographic information. To…

Machine Learning · Computer Science 2025-12-01 Hao Zhang , Neil Jethani , Aahlad Puli , Leonid Garber , Lior Jankelson , Yindalon Aphinyanaphongs , Rajesh Ranganath

Applications of large language models (LLMs) like ChatGPT have potential to enhance clinical decision support through conversational interfaces. However, challenges of human-algorithmic interaction and clinician trust are poorly understood.…

Continuous glucose monitoring (CGM) combined with AI offers new opportunities for proactive diabetes management through real-time glucose forecasting. However, most existing models are task-specific and lack generalization across patient…

Quantitative Methods · Quantitative Biology 2025-08-04 Junjie Luo , Abhimanyu Kumbara , Mansur Shomali , Rui Han , Anand Iyer , Ritu Agarwal , Gordon Gao

Type 2 diabetes patients in China face many significant challenges in patient-provider communication and self management In light of this, this work designed,implemented,and evaluated an AI-driven, personalized, multi-functional mobile app…

Human-Computer Interaction · Computer Science 2025-11-18 Yibo Meng , Zhiming Liu , Xiaochen Qin

Millions of clinicians use ChatGPT to support clinical care, but evaluations of the most common use cases in model-clinician conversations are limited. We introduce HealthBench Professional, an open benchmark for evaluating large language…