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The widespread adoption of EHRs following the HITECH Act has increased the clinician documentation burden, contributing to burnout. Emerging technologies, such as ambient listening tools powered by generative AI, offer real-time,…

人机交互 · 计算机科学 2025-04-22 Yawen Guo , Di Hu , Jiayuan Wang , Kai Zheng , Danielle Perret , Deepti Pandita , Steven Tam

Comprehensive clinical documentation is crucial for effective healthcare delivery, yet it poses a significant burden on healthcare professionals, leading to burnout, increased medical errors, and compromised patient safety. This paper…

人工智能 · 计算机科学 2024-05-29 Anjanava Biswas , Wrick Talukdar

A growing body of work uses Natural Language Processing (NLP) methods to automatically generate medical notes from audio recordings of doctor-patient consultations. However, there are very few studies on how such systems could be used in…

Writing clinical notes and documenting medical exams is a critical task for healthcare professionals, serving as a vital component of patient care documentation. However, manually writing these notes is time-consuming and can impact the…

计算与语言 · 计算机科学 2025-06-17 Yizhan Li , Sifan Wu , Christopher Smith , Thomas Lo , Bang Liu

AI-powered medical scribes have emerged as a promising solution to alleviate the documentation burden in healthcare. Ambient AI scribes provide real-time transcription and automated data entry into Electronic Health Records (EHRs), with the…

人工智能 · 计算机科学 2024-10-22 Chanseo Lee , Sonu Kumar , Kimon A. Vogt , Sam Meraj

Clinicians spend a significant amount of time inputting free-form textual notes into Electronic Health Records (EHR) systems. Much of this documentation work is seen as a burden, reducing time spent with patients and contributing to…

计算与语言 · 计算机科学 2018-08-09 Peter J. Liu

We present a system that uses a learned autocompletion mechanism to facilitate rapid creation of semi-structured clinical documentation. We dynamically suggest relevant clinical concepts as a doctor drafts a note by leveraging features from…

机器学习 · 计算机科学 2020-07-31 Divya Gopinath , Monica Agrawal , Luke Murray , Steven Horng , David Karger , David Sontag

The increasing administrative burden of medical documentation, particularly through Electronic Health Records (EHR), significantly reduces the time available for direct patient care and contributes to physician burnout. To address this…

音频与语音处理 · 电气工程与系统科学 2025-09-25 Hui Yi Leong , Yi Fan Gao , Shuai Ji , Bora Kalaycioglu , Uktu Pamuksuz

Following each patient visit, physicians draft long semi-structured clinical summaries called SOAP notes. While invaluable to clinicians and researchers, creating digital SOAP notes is burdensome, contributing to physician burnout. In this…

计算与语言 · 计算机科学 2021-06-03 Kundan Krishna , Sopan Khosla , Jeffrey P. Bigham , Zachary C. Lipton

Administrative documentation is a major driver of rising healthcare costs and is linked to adverse outcomes, including physician burnout and diminished quality of care. This paper introduces a secure system that applies recent advancements…

音频与语音处理 · 电气工程与系统科学 2024-09-25 Mitchell A. Klusty , W. Vaiden Logan , Samuel E. Armstrong , Aaron D. Mullen , Caroline N. Leach , Jeff Talbert , V. K. Cody Bumgardner

Recent research advances achieve human-level accuracy for de-identifying free-text clinical notes on research datasets, but gaps remain in reproducing this in large real-world settings. This paper summarizes lessons learned from building a…

计算与语言 · 计算机科学 2023-12-15 Veysel Kocaman , Hasham Ul Haq , David Talby

Summaries generated from medical conversations can improve recall and understanding of care plans for patients and reduce documentation burden for doctors. Recent advancements in automatic speech recognition (ASR) and natural language…

计算与语言 · 计算机科学 2020-07-28 Benjamin Schloss , Sandeep Konam

Clinical patient notes are critical for documenting patient interactions, diagnoses, and treatment plans in medical practice. Ensuring accurate evaluation of these notes is essential for medical education and certification. However, manual…

计算与语言 · 计算机科学 2024-01-25 Jingyu Xu , Yifeng Jiang , Bin Yuan , Shulin Li , Tianbo Song

Nursing notes, an important part of Electronic Health Records (EHRs), track a patient's health during a care episode. Summarizing key information in nursing notes can help clinicians quickly understand patients' conditions. However,…

计算与语言 · 计算机科学 2024-12-03 Ya Gao , Hans Moen , Saila Koivusalo , Miika Koskinen , Pekka Marttinen

Mental health concerns are prevalent among college students, highlighting the need for effective interventions that promote self-awareness and holistic well-being. MindScape pioneers a novel approach to AI-powered journaling by integrating…

Latest advances in the field of natural language processing (NLP) enable new use cases for different domains, including the medical sector. In particular, transcription can be used to support automation in the nursing documentation process…

计算与语言 · 计算机科学 2024-09-30 Jeremy Kramer , Tetiana Kravchenko , Beatrice Kaufmann , Friederike J. S. Thilo , Mascha Kurpicz-Briki

Clinical information extraction, which involves structuring clinical concepts from unstructured medical text, remains a challenging problem that could benefit from the inclusion of tabular background information available in electronic…

人工智能 · 计算机科学 2025-12-10 Paloma Rabaey , Stefan Heytens , Thomas Demeester

In this work, we present a novel technique to improve the quality of draft clinical notes for physicians. This technique is concentrated on the ability to model implicit physician conversation styles and note preferences. We also introduce…

计算与语言 · 计算机科学 2024-08-08 Nathan Brake , Thomas Schaaf

This study compares Sporo Health's AI Scribe, a proprietary model fine-tuned for medical scribing, with various LLMs (GPT-4o, GPT-3.5, Gemma-9B, and Llama-3.2-3B) in clinical documentation. We analyzed de-identified patient transcripts from…

人工智能 · 计算机科学 2024-11-12 Chanseo Lee , Sonu Kumar , Kimon A. Vogt , Sam Meraj

In the past decade a surge in the amount of electronic health record (EHR) data in the United States, attributed to a favorable policy environment created by the Health Information Technology for Economic and Clinical Health (HITECH) Act of…

计算与语言 · 计算机科学 2025-12-08 Ivan Makohon , Mohamad Najafi , Jian Wu , Mathias Brochhausen , Yaohang Li
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