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Purpose: The purpose of this study was to determine if an ensemble of multiple LLM agents could be used collectively to provide a more reliable assessment of a pixel-based AI triage tool than a single LLM. Methods: 29,766 non-contrast CT…

Computation and Language · Computer Science 2025-10-31 Adam E. Flanders , Yifan Peng , Luciano Prevedello , Robyn Ball , Errol Colak , Prahlad Menon , George Shih , Hui-Ming Lin , Paras Lakhani

Clinical trial data cleaning represents a critical bottleneck in drug development, with manual review processes struggling to manage exponentially increasing data volumes and complexity. This paper presents Octozi, an artificial…

Computer Vision and Pattern Recognition · Computer Science 2025-08-15 Matthew Purri , Amit Patel , Erik Deurrell

The rapid growth in published clinical trials makes it difficult to maintain up-to-date systematic reviews, which requires finding all relevant trials. This leads to policy and practice decisions based on out-of-date, incomplete, and biased…

Computation and Language · Computer Science 2021-09-07 Shifeng Liu , Yifang Sun , Bing Li , Wei Wang , Florence T. Bourgeois , Adam G. Dunn

Artificial intelligence (AI) systems, particularly those based on deep learning models, have increasingly achieved expert-level performance in medical applications. However, there is growing concern that such AI systems may reflect and…

Computation and Language · Computer Science 2025-04-25 Xiuying Chen , Tairan Wang , Juexiao Zhou , Zirui Song , Xin Gao , Xiangliang Zhang

Foundation models are increasingly used in scientific research, but evaluating AI-generated scientific work remains challenging. While expert reviews are costly, large language models (LLMs) as proxy reviewers have proven to be unreliable.…

Computers and Society · Computer Science 2025-03-11 Niklas Höpner , Leon Eshuijs , Dimitrios Alivanistos , Giacomo Zamprogno , Ilaria Tiddi

Publicly accessible benchmarks that allow for assessing and comparing model performances are important drivers of progress in artificial intelligence (AI). While recent advances in AI capabilities hold the potential to transform medical…

Artificial Intelligence · Computer Science 2022-12-26 Kathrin Blagec , Jakob Kraiger , Wolfgang Frühwirt , Matthias Samwald

A systematic review identifies and collates various clinical studies and compares data elements and results in order to provide an evidence based answer for a particular clinical question. The process is manual and involves lot of time. A…

Information Retrieval · Computer Science 2016-06-22 Tanmay Basu , Shraman Kumar , Abhishek Kalyan , Priyanka Jayaswal , Pawan Goyal , Stephen Pettifer , Siddhartha R. Jonnalagadda

Extraction of relevant pathological terms from radiology reports is important for correct image label generation and disease population studies. In this letter, we compare the performance of some known application program interface (APIs)…

Information Retrieval · Computer Science 2018-12-08 Tahsin Mostafiz , Khalid Ashraf

Systematic literature reviews are essential for synthesizing scientific evidence but are costly, difficult to scale and time-intensive, creating bottlenecks for evidence-based policy. We study whether large language models can automate the…

We describe a strategy for identifying the universe of research publications relevant to the application and development of artificial intelligence. The approach leverages the arXiv corpus of scientific preprints, in which authors choose…

Digital Libraries · Computer Science 2020-05-29 James Dunham , Jennifer Melot , Dewey Murdick

This study investigates the consistency of feedback ratings generated by OpenAI's GPT-4, a state-of-the-art artificial intelligence language model, across multiple iterations, time spans and stylistic variations. The model rated responses…

Computation and Language · Computer Science 2024-01-19 Veronika Hackl , Alexandra Elena Müller , Michael Granitzer , Maximilian Sailer

Objective: Identifying study-eligible patients within clinical databases is a critical step in clinical research. However, accurate query design typically requires extensive technical and biomedical expertise. We sought to create a system…

Computation and Language · Computer Science 2023-08-16 Nicholas J Dobbins , Bin Han , Weipeng Zhou , Kristine Lan , H. Nina Kim , Robert Harrington , Ozlem Uzuner , Meliha Yetisgen

In the rapidly evolving field of artificial intelligence (AI), the application of large language models (LLMs) in agriculture, particularly in pest management, remains nascent. We aimed to prove the feasibility by evaluating the content of…

Computation and Language · Computer Science 2024-03-19 Shanglong Yang , Zhipeng Yuan , Shunbao Li , Ruoling Peng , Kang Liu , Po Yang

Academic writing process has benefited from various technological developments over the years including search engines, automatic translators, and editing tools that review grammar and spelling mistakes. They have enabled human writers to…

Computers and Society · Computer Science 2023-10-10 Won Ik Cho , Eunjung Cho , Kyunghyun Cho

ChatGPT has the ability to generate grammatically flawless and seemingly-human replies to different types of questions from various domains. The number of its users and of its applications is growing at an unprecedented rate. Unfortunately,…

Computation and Language · Computer Science 2023-02-01 Sandra Mitrović , Davide Andreoletti , Omran Ayoub

Artificial intelligence (AI) has gained significant attention in healthcare consultation due to its potential to improve clinical workflow and enhance medical communication. However, owing to the complex nature of medical information, large…

Computation and Language · Computer Science 2024-03-05 Xiaolan Chen , Ziwei Zhao , Weiyi Zhang , Pusheng Xu , Le Gao , Mingpu Xu , Yue Wu , Yinwen Li , Danli Shi , Mingguang He

Generative artificial intelligence (AI) tools are becoming increasingly used for writing tasks. However, the extent of their use in peer-reviewed medical literature remains unclear. We conducted a longitudinal analysis of all Original…

Digital Libraries · Computer Science 2026-03-23 Nathan Wolfrath , Simrin Patel , Madelyn Flitcroft , Anjishnu Banerjee , Melek Somai , Bradley H. Crotty , Anai N Kothari

Sample size calculations for power analysis are critical for clinical research and trial design, yet their complexity and reliance on statistical expertise create barriers for many researchers. We introduce PowerGPT, an AI-powered system…

This paper examines the potential for generative artificial intelligence (GenAI) to assist with internal review processes for research quality evaluations in UK higher education and particularly in preparation for the Research Excellence…

Computers and Society · Computer Science 2025-12-01 Gordon Fletcher , Saomai Vu Khan , Aldus Greenhill Fletcher

A major task in systematic reviews is abstract screening, i.e., excluding, often hundreds or thousand of, irrelevant citations returned from a database search based on titles and abstracts. Thus, a systematic review platform that can…

Information Retrieval · Computer Science 2018-01-17 Tanay Kumar Saha , Mourad Ouzzani , Hossam M. Hammady , Ahmed K. Elmagarmid , Wajdi Dhifli , Mohammad Al Hasan