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Identifying patient diagnoses from discharge letters is essential to enable large-scale cohort selection and epidemiological research, but traditional supervised approaches rely on extensive manual annotation, which is often impractical for…

Computation and Language · Computer Science 2026-01-01 Vittorio Torri , Elisa Barbieri , Anna Cantarutti , Carlo Giaquinto , Francesca Ieva

Closed-circuit video (CCTV) inspection has been the most popular technique for visually evaluating the interior status of pipelines in recent decades. Certified inspectors prepare the pipe repair document based on the CCTV inspection. The…

Information Retrieval · Computer Science 2024-09-02 Sai Nethra Betgeri , Shashank Reddy Vadyala , John C. Mattews , Hongfang Lu

Background We aim to use Natural Language Processing (NLP) to automate the extraction and classification of thyroid cancer risk factors from pathology reports. Methods We analyzed 1,410 surgical pathology reports from adult papillary…

Clinical trial eligibility matching is a critical yet often labor-intensive and error-prone step in medical research, as it ensures that participants meet precise criteria for safe and reliable study outcomes. Recent advances in Natural…

Machine Learning · Computer Science 2025-03-04 Muhammad Talha Sharif , Abdul Rehman

Electroencephalography (EEG) and local field potentials (LFP) are two widely used techniques to record electrical activity from the brain. These signals are used in both the clinical and research domains for multiple applications. However,…

Machine Learning · Computer Science 2026-01-22 Manuel A. Hernandez Alonso , Michael Depass , Stephan Quessy , Ali Falaki , Soraya Rahimi , Numa Dancause , Ignasi Cos

Background: Natural Language Processing (NLP) is widely used to extract clinical insights from Electronic Health Records (EHRs). However, the lack of annotated data, automated tools, and other challenges hinder the full utilisation of NLP…

Computation and Language · Computer Science 2023-06-23 Elias Hossain , Rajib Rana , Niall Higgins , Jeffrey Soar , Prabal Datta Barua , Anthony R. Pisani , Ph. D , Kathryn Turner}

Objective: This review aims to analyze the application of natural language processing (NLP) techniques in cancer research using electronic health records (EHRs) and clinical notes. This review addresses gaps in the existing literature by…

Computation and Language · Computer Science 2025-02-05 Muhammad Bilal , Ameer Hamza , Nadia Malik

Background: Many efforts have been put into the use of automated approaches, such as natural language processing (NLP), to mine or extract data from free-text medical records to construct comprehensive patient profiles for delivering better…

Objectives: The vast and complex nature of human genomic sequencing data presents challenges for effective analysis. This review aims to investigate the application of Natural Language Processing (NLP) techniques, particularly Large…

Genomics · Quantitative Biology 2025-02-28 Shuyan Cheng , Yishu Wei , Yiliang Zhou , Zihan Xu , Drew N Wright , Jinze Liu , Yifan Peng

Natural Language Processing (NLP) is a key technique for developing Medical Artificial Intelligence (AI) systems that leverage Electronic Health Record (EHR) data to build diagnostic and prognostic models. NLP enables the conversion of…

Despite the rapid development of natural language processing (NLP) implementation in electronic medical records (EMRs), Chinese EMRs processing remains challenging due to the limited corpus and specific grammatical characteristics,…

Computation and Language · Computer Science 2020-10-14 Honglei Liu , Yan Xu , Zhiqiang Zhang , Ni Wang , Yanqun Huang , Yanjun Hu , Zhenghan Yang , Rui Jiang , Hui Chen

In rural regions of several developing countries, access to quality healthcare, medical infrastructure, and professional diagnosis is largely unavailable. Many of these regions are gradually gaining access to internet infrastructure,…

Computation and Language · Computer Science 2021-06-03 Vishal Vinod , Susmit Agrawal , Vipul Gaurav , Pallavi R , Savita Choudhary

Evidence-based medicine (EBM) is at the forefront of modern healthcare, emphasizing the use of the best available scientific evidence to guide clinical decisions. Due to the sheer volume and rapid growth of medical literature and the high…

Computation and Language · Computer Science 2025-05-29 Zihan Xu , Haotian Ma , Gongbo Zhang , Yihao Ding , Chunhua Weng , Yifan Peng

Fluency is a crucial goal of all Natural Language Generation (NLG) systems. Widely used automatic evaluation metrics fall short in capturing the fluency of machine-generated text. Assessing the fluency of NLG systems poses a challenge since…

Computation and Language · Computer Science 2023-12-05 Gopichand Kanumolu , Lokesh Madasu , Pavan Baswani , Ananya Mukherjee , Manish Shrivastava

As we enter the UN Decade on Ecosystem Restoration, creating effective incentive structures for forest and landscape restoration has never been more critical. Policy analysis is necessary for policymakers to understand the actors and rules…

Computation and Language · Computer Science 2022-01-19 Jordi Planas , Daniel Firebanks-Quevedo , Galina Naydenova , Ramansh Sharma , Cristina Taylor , Kathleen Buckingham , Rong Fang

Objective: Clinical trials are essential for advancing pharmaceutical interventions, but they face a bottleneck in selecting eligible participants. Although leveraging electronic health records (EHR) for recruitment has gained popularity,…

Computation and Language · Computer Science 2026-01-15 Mojdeh Rahmanian , Seyed Mostafa Fakhrahmad , Seyedeh Zahra Mousavi

There are a few challenges related to the task of biomedical named entity recognition, which are: the existing methods consider a fewer number of biomedical entities (e.g., disease, symptom, proteins, genes); and these methods do not…

Computation and Language · Computer Science 2022-07-05 Shaina Raza , Brian Schwartz

Natural Language Processing (NLP) is now a cornerstone of requirements automation. One compelling factor behind the growing adoption of NLP in Requirements Engineering (RE) is the prevalent use of natural language (NL) for specifying…

Software Engineering · Computer Science 2024-07-17 Mehrdad Sabetzadeh , Chetan Arora

The rising rate of drug-related deaths in the United States, largely driven by fentanyl, requires timely and accurate surveillance. However, critical overdose data are often buried in free-text coroner reports, leading to delays and…

Hiring processes often involve the manual screening of hundreds of resumes for each job, a task that is time and effort consuming, error-prone, and subject to human bias. This paper presents Smart-Hiring, an end-to-end Natural Language…

Computation and Language · Computer Science 2025-11-05 Kenza Khelkhal , Dihia Lanasri
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