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Clinical notes hold rich yet unstructured details about diagnoses, treatments, and outcomes that are vital to precision medicine but hard to exploit at scale. We introduce a method that represents each patient as a matrix built from…

机器学习 · 计算机科学 2026-01-13 Petr Zelina , Marko Řeháček , Jana Halámková , Lucia Bohovicová , Martin Rusinko , Vít Nováček

Causal relations (If A, then B) are prevalent in requirements artifacts. Automatically extracting causal relations from requirements holds great potential for various RE activities (e.g., automatic derivation of suitable test cases).…

计算与语言 · 计算机科学 2021-07-23 Noah Jadallah , Jannik Fischbach , Julian Frattini , Andreas Vogelsang

Objective: To (1) demonstrate the implementation of a data science platform built on open-source technology within a large, academic healthcare system and (2) describe two computational healthcare applications built on such a platform.…

Objective: To evaluate the accuracy, computational cost and portability of a new Natural Language Processing (NLP) method for extracting medication information from clinical narratives. Materials and Methods: We propose an original…

Preventable medical errors are estimated to be among the leading causes of injury and death in the United States. To prevent such errors, healthcare systems have implemented patient safety and incident reporting systems. These systems…

计算与语言 · 计算机科学 2017-08-17 Arman Cohan , Allan Fong , Raj Ratwani , Nazli Goharian

As educators push for students to learn science by doing science, there is a need for computational scaffolding to assist students' evaluation of scientific evidence and argument building. In this paper, we present a pilot study of SciNote,…

Optical Character Recognition (OCR) is an established task with the objective of identifying the text present in an image. While many off-the-shelf OCR models exist, they are often trained for either scientific (e.g., formulae) or generic…

计算与语言 · 计算机科学 2024-03-26 Nan Zhang , Connor Heaton , Sean Timothy Okonsky , Prasenjit Mitra , Hilal Ezgi Toraman

This paper describes about information extraction system, which is an extension of the system developed by team Hitachi for "Disease/Disorder Template filling" task organized by ShARe/CLEF eHealth Evolution Lab 2014. In this extension…

人工智能 · 计算机科学 2016-02-02 Sarath P R , Sunil Mandhan , Yoshiki Niwa

We present an open-access natural language processing toolkit for Japanese medical information extraction. We first propose a novel relation annotation schema for investigating the medical and temporal relations between medical entities in…

计算与语言 · 计算机科学 2021-11-09 Fei Cheng , Shuntaro Yada , Ribeka Tanaka , Eiji Aramaki , Sadao Kurohashi

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…

The rapid expansion of medical informatics literature presents significant challenges in synthesizing and analyzing research trends. This study introduces a novel dataset derived from the Medical Informatics Europe (MIE) Conference…

信息检索 · 计算机科学 2024-10-08 Ehsan Bitaraf , Maryam Jafarpour

The learning process for medical residents presents significant challenges, demanding both the ability to interpret complex case reports and the rapid acquisition of accurate medical knowledge from reliable sources. Residents typically…

计算与语言 · 计算机科学 2026-02-03 Dongsuk Jang , Ziyao Shangguan , Kyle Tegtmeyer , Anurag Gupta , Jan Czerminski , Sophie Chheang , Arman Cohan

Recent advances in the healthcare industry have led to an abundance of unstructured data, making it challenging to perform tasks such as efficient and accurate information retrieval at scale. Our work offers an all-in-one scalable solution…

信息检索 · 计算机科学 2023-02-15 Shreya Saxena , Raj Sangani , Siva Prasad , Shubham Kumar , Mihir Athale , Rohan Awhad , Vishal Vaddina

Open Science, Reproducible Research, Findable, Accessible, Interoperable and Reusable (FAIR) data principles are long term goals for scientific dissemination. However, the implementation of these principles calls for a reinspection of our…

数字图书馆 · 计算机科学 2021-03-11 Cristel Chandre , Jonathan Dubois

Electronic Healthcare records contain large volumes of unstructured data in different forms. Free text constitutes a large portion of such data, yet this source of richly detailed information often remains under-used in practice because of…

计算与语言 · 计算机科学 2019-10-17 M. Tarik Altuncu , Erik Mayer , Sophia N. Yaliraki , Mauricio Barahona

The general purpose of a scientific publication is the exchange and spread of knowledge. A publication usually reports a scientific result and tries to convince the reader that it is valid. With an ever-growing number of papers relying on…

数字图书馆 · 计算机科学 2018-08-24 Christian Schulz

As a research community grows, more and more papers are published each year. As a result there is increasing demand for improved methods for finding relevant papers, automatically understanding the key ideas and recommending potential…

信息检索 · 计算机科学 2019-01-03 Yi Luan

This paper gives an overview of the Caderige project. This project involves teams from different areas (biology, machine learning, natural language processing) in order to develop high-level analysis tools for extracting structured…

Recent years have seen impressive progress in AI-assisted writing, yet the developments in AI-assisted reading are lacking. We propose inline commentary as a natural vehicle for AI-based reading assistance, and present CARE: the first open…

计算与语言 · 计算机科学 2023-02-27 Dennis Zyska , Nils Dycke , Jan Buchmann , Ilia Kuznetsov , Iryna Gurevych

Access to diverse, well-annotated medical images with interactive learning tools is fundamental for training practitioners in medicine and related fields to improve their diagnostic skills and understanding of anatomical structures. While…

计算机视觉与模式识别 · 计算机科学 2026-05-07 Miguel Diaz Benito , Cecilia Diana Albelda , Alvaro Garcia Martin , Jesus Bescos Cano , Marcos Escudero-Vinolo , Juan C. SanMiguel