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Related papers: Artificial intelligence to improve clinical coding…

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Background: Artificial Intelligence (AI) clinical decision support (CDS) systems have the potential to augment surgical risk assessments, but successful adoption depends on an understanding of end-user needs and current workflows. This…

Human-Computer Interaction · Computer Science 2025-04-04 Andrea E Davidson , Jessica M Ray , Yulia Levites Strekalova , Parisa Rashidi , Azra Bihorac

This study investigates public expectations regarding the likelihood and timing of major artificial intelligence (AI) developments among Swedes. Through a mixed-mode survey (web/paper) of 1,026 respondents, we examined expectations across…

Computers and Society · Computer Science 2025-04-08 Filip Fors Connolly , Mikael Hjerm , Sara Kalucza

Machine learning methods have proven useful in transcribing historical data. However, results from even highly accurate methods require manual verification and correction. Such manual review can be time-consuming and expensive, therefore…

Machine Learning · Computer Science 2023-06-29 Bjørn-Richard Pedersen , Rigmor Katrine Johansen , Einar Holsbø , Hilde Sommerseth , Lars Ailo Bongo

Automatic ICD coding, the task of assigning disease and procedure codes to electronic medical records, is crucial for clinical documentation and billing. While existing methods primarily enhance model understanding of code hierarchies and…

Computation and Language · Computer Science 2025-11-11 Tuan-Dung Le , Shohreh Haddadan , Thanh Q. Thieu

Radiologists face increasing workload pressures amid growing imaging volumes, creating risks of burnout and delayed reporting times. While artificial intelligence (AI) based automated radiology report generation shows promise for reporting…

Human-Computer Interaction · Computer Science 2024-12-17 Julián N. Acosta , Siddhant Dogra , Subathra Adithan , Kay Wu , Michael Moritz , Stephen Kwak , Pranav Rajpurkar

Serious Illness Conversations (SICs), discussions about values and care preferences for patients with life-threatening illness, rarely occur in Emergency Departments (EDs), despite evidence that early conversations improve care alignment…

Human-Computer Interaction · Computer Science 2026-04-01 Menglin Zhao , Zhuorui Yong , Ruijia Guan , Kai-Wei Chang , Adrian Haimovich , Kei Ouchi , Timothy Bickmore , Zhan Zhang , Bingsheng Yao , Dakuo Wang , Smit Desai

This study investigates the feasibility of automating clinical coding in Russian, a language with limited biomedical resources. We present a new dataset for ICD coding, which includes diagnosis fields from electronic health records (EHRs)…

Background Clinical trials are essential to advancing cancer treatments, yet fewer than 10% of adults with cancer enroll in trials, and many studies fail to meet accrual targets. Artificial intelligence (AI) could improve identification of…

Automatic medical text simplification can assist providers with patient-friendly communication and make medical texts more accessible, thereby improving health literacy. But curating a quality corpus for this task requires the supervision…

Computation and Language · Computer Science 2023-02-21 Chandrayee Basu , Rosni Vasu , Michihiro Yasunaga , Qian Yang

Though platform trials have been touted for their flexibility and streamlined use of trial resources, their statistical efficiency is not well understood. We fill this gap by establishing their greater efficiency for comparing the relative…

Methodology · Statistics 2022-01-28 Tzu-Jung Huang , Alex Luedtke , the AMP Investigators Group

Agentic AI workflows (systems that autonomously plan and act) are becoming widespread, yet their task success rate on complex tasks remains low. A promising solution is inference-time alignment, which uses extra compute at test time to…

Medical coding translates free-text clinical documentation into standardized codes drawn from classification systems that contain tens of thousands of entries and are updated annually. It is central to billing, clinical research, and…

Artificial Intelligence · Computer Science 2026-04-01 Joakim Edin , Andreas Motzfeldt , Simon Flachs , Lars Maaløe

Although the International Classification of Diseases (ICD) has been adopted worldwide, manually assigning ICD codes to clinical text is time-consuming, error-prone, and expensive, motivating the development of automated approaches. This…

Computation and Language · Computer Science 2024-02-06 Gonçalo Gomes , Isabel Coutinho , Bruno Martins

Clinical Text Notes (CTNs) contain physicians' reasoning process, written in an unstructured free text format, as they examine and interview patients. In recent years, several studies have been published that provide evidence for the…

Computation and Language · Computer Science 2022-08-19 Hlynur D. Hlynsson , Steindór Ellertsson , Jón F. Daðason , Emil L. Sigurdsson , Hrafn Loftsson

AI-powered coding assistants are rapidly becoming fixtures in professional IDEs, yet their sustained influence on everyday development remains poorly understood. Prior research has focused on short-term use or self-reported perceptions,…

Software Engineering · Computer Science 2026-03-31 Agnia Sergeyuk , Eric Huang , Dariia Karaeva , Anastasiia Serova , Yaroslav Golubev , Iftekhar Ahmed

Objective To develop an LLM based realtime compound diagnostic medical AI interface and performed a clinical trial comparing this interface and physicians for common internal medicine cases based on the United States Medical License Exam…

Artificial Intelligence · Computer Science 2025-05-28 Hyungjun Park , Chang-Yun Woo , Seungjo Lim , Seunghwan Lim , Keunho Kwak , Ju Young Jeong , Chong Hyun Suh

Clinical coding is an administrative process that involves the translation of diagnostic data from episodes of care into a standard code format such as ICD10. It has many critical applications such as billing and aetiology research. The…

AI-driven clinical text classification is vital for explainable automated retrieval of population-level health information. This work investigates whether human-based clinical rationales can serve as additional supervision to improve both…

Computation and Language · Computer Science 2025-07-30 Christoph Metzner , Shang Gao , Drahomira Herrmannova , Heidi A. Hanson

Electroencephalogram (EEG) monitoring and objective seizure identification is an essential clinical investigation for some patients with epilepsy. Accurate annotation is done through a time-consuming process by EEG specialists.…

Medical Physics · Physics 2021-04-22 Yikai Yang , Nhan Duy Truong , Christina Maher , Armin Nikpour , Omid Kavehei

Artificial intelligence (AI)-based clinical decision support systems (CDSS) promise to enhance diagnostic accuracy and efficiency in computational pathology. However, human-AI collaboration might introduce automation bias, where users…

Human-Computer Interaction · Computer Science 2024-11-05 Emely Rosbach , Jonathan Ganz , Jonas Ammeling , Andreas Riener , Marc Aubreville