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Related papers: LinkedCT: A Linked Data Space for Clinical Trials

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Combining data from various sources empowers researchers to explore innovative questions, for example those raised by conducting healthcare monitoring studies. However, the lack of a unique identifier often poses challenges. Record linkage…

Methodology · Statistics 2025-09-16 Kayané Robach , Stéphanie L van der Pas , Mark A van de Wiel , Michel H Hof

Clinical trials are indispensable for medical research and the development of new treatments. However, clinical trials often involve thousands of participants and can span several years to complete, with a high probability of failure during…

Machine Learning · Computer Science 2024-07-02 Yue Wang , Tianfan Fu , Yinlong Xu , Zihan Ma , Hongxia Xu , Yingzhou Lu , Bang Du , Honghao Gao , Jian Wu

Relational data sources are still one of the most popular ways to store enterprise or Web data, however, the issue with relational schema is the lack of a well-defined semantic description. A common ontology provides a way to represent the…

Machine Learning · Computer Science 2018-01-31 Natalia Ruemmele , Yuriy Tyshetskiy , Alex Collins

While language models (LMs) can sometimes generate factually correct text and estimate truth values of individual claims, these generally do not reflect a globally coherent, manipulable model of the world. As a consequence, current LMs also…

Computation and Language · Computer Science 2024-06-28 Afra Feyza Akyürek , Ekin Akyürek , Leshem Choshen , Derry Wijaya , Jacob Andreas

How can we interpret and retrieve medical evidence to support clinical decisions? Clinical trial reports (CTR) amassed over the years contain indispensable information for the development of personalized medicine. However, it is practically…

Computation and Language · Computer Science 2023-10-31 Maël Jullien , Marco Valentino , Hannah Frost , Paul O'Regan , Donal Landers , André Freitas

Drug repurposing has attracted increasing attention from both the pharmaceutical industry and the research community. Many existing computational drug repurposing methods rely on preclinical data (e.g., chemical structures, drug targets),…

Quantitative Methods · Quantitative Biology 2020-07-28 Qianlong Wen , Ruoqi Liu , Ping Zhang

Entity linking is an important step towards constructing knowledge graphs that facilitate advanced question answering over scientific documents, including the retrieval of relevant information included in tables within these documents. This…

Information Retrieval · Computer Science 2023-06-21 Varish Mulwad , Tim Finin , Vijay S. Kumar , Jenny Weisenberg Williams , Sharad Dixit , Anupam Joshi

Labelling data is expensive and time consuming especially for domains such as medical imaging that contain volumetric imaging data and require expert knowledge. Exploiting a larger pool of labeled data available across multiple centers,…

Computer Vision and Pattern Recognition · Computer Science 2020-09-03 Daiqing Li , Amlan Kar , Nishant Ravikumar , Alejandro F Frangi , Sanja Fidler

The vision of the Semantic Web is becoming a reality with billions of RDF triples being distributed over multiple queryable end-points (e.g. Linked Data). Although there has been a body of work on RDF triples persistent storage, it seems…

Databases · Computer Science 2013-07-01 Olivier Curé , David Faye , Guillaume Blin

In the scientific digital libraries, some papers from different research communities can be described by community-dependent keywords even if they share a semantically similar topic. Articles that are not tagged with enough keyword…

Digital Libraries · Computer Science 2018-06-22 Hussein T. Al-Natsheh , Lucie Martinet , Fabrice Muhlenbach , Fabien Rico , Djamel A. Zighed

We present a novel system that automatically extracts and generates informative and descriptive sentences from the biomedical corpus and facilitates the efficient search for relational knowledge. Unlike previous search engines or…

Computation and Language · Computer Science 2023-10-19 Kerui Zhu , Jie Huang , Kevin Chen-Chuan Chang

Many disciplines pose natural-language research questions over large document collections whose answers typically require structured evidence, traditionally obtained by manually designing an annotation schema and exhaustively labeling the…

Computation and Language · Computer Science 2026-04-13 Shahar Levy , Eliya Habba , Reshef Mintz , Barak Raveh , Renana Keydar , Gabriel Stanovsky

Patient matching is the process of linking patients to appropriate clinical trials by accurately identifying and matching their medical records with trial eligibility criteria. We propose LLM-Match, a novel framework for patient matching…

Computation and Language · Computer Science 2025-03-26 Xiaodi Li , Shaika Chowdhury , Chung Il Wi , Maria Vassilaki , Xiaoke Liu , Terence T Sio , Owen Garrick , Young J Juhn , James R Cerhan , Cui Tao , Nansu Zong

This paper presents a new open source Python framework for causal discovery from observational data and domain background knowledge, aimed at causal graph and causal mechanism modeling. The 'cdt' package implements the end-to-end approach,…

Computation · Statistics 2019-03-07 Diviyan Kalainathan , Olivier Goudet

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

Reliable biomedical and clinical retrieval requires more than strong ranking performance: it requires a practical way to find systematic model failures and curate the training evidence needed to correct them. Late-interaction models such as…

Information Retrieval · Computer Science 2026-04-22 François Remy

Collaborative data collection initiatives are increasingly becoming pivotal to cultural institutions and scholars, to boost the population of born-digital archives. For over a decade, organisations have been leveraging Semantic Web…

Digital Libraries · Computer Science 2022-06-17 Marilena Daquino , Mari Wigham , Enrico Daga , Lucia Giagnolini , Francesca Tomasi

Biomedical knowledge is growing in an astounding pace with a majority of this knowledge is represented as scientific publications. Text mining tools and methods represents automatic approaches for extracting hidden patterns and trends from…

Information Retrieval · Computer Science 2026-03-03 Balu Bhasuran , Gurusamy Murugesan , Jeyakumar Natarajan

Connected health is a multidisciplinary approach focused on health management, prioritizing pa-tient needs in the creation of tools, services, and treatments. This paradigm ensures proactive and efficient care by facilitating the timely…

Computers and Society · Computer Science 2025-10-13 Mira Raheem , Michael Papazoglou , Bernd Krämer , Neamat El-Tazi , Amal Elgammal

With the proliferation of research means and computational methodologies, published biomedical literature is growing exponentially in numbers and volume. Cancer cell lines are frequently used models in biological and medical research that…

Computation and Language · Computer Science 2024-02-13 Ellery Smith , Rahel Paloots , Dimitris Giagkos , Michael Baudis , Kurt Stockinger
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