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Related papers: NIH-MPINet: A Large-Scale Feature-Rich Network Dat…

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High-quality biomedical datasets are essential for medical research and disease treatment innovation. The NIH-funded Bridge2AI project strives to facilitate such innovations by uniting top-tier, diverse teams to curate datasets designed for…

Digital Libraries · Computer Science 2025-01-20 Jiawei Xu , Qingnan Xie , Meijun Liu , Zhandos Sembay , Swathi Thaker , Pamela Payne-Foster , Jake Chen , Ying Ding

Understanding the landscape of artificial intelligence (AI) and machine learning (ML) adoption across the National Institutes of Health (NIH) portfolio is critical for research funding strategy, institutional planning, and health policy.…

Artificial Intelligence · Computer Science 2026-04-10 Navapat Nananukul , Mayank Kejriwal

We analyzed Medical Subject Headings (MeSH) from 21.6 million research articles indexed by PubMed to map this vast space of entities and their relations, providing insights into the origins and future of biomedical convergence. Detailed…

Digital Libraries · Computer Science 2023-06-27 Dong Yang , Ioannis Pavlidis , Alexander M. Petersen

Understanding how molecular alterations propagate across biological systems to drive disease remains a central challenge. Although high-throughput profiling enables comprehensive characterization of tumor states, most models neglect…

Quantitative Methods · Quantitative Biology 2026-05-11 Kyle Higgins , Guadalupe Gonzalez , Dennis Veselkov , Ivan Laponogov , Kirill Veselkov

miRNA mRNA relations are closely linked to several biological processes and disease mechanisms In a recent study we tested the performance of large language models LLMs on extracting miRNA mRNA relations from PubMed PubMedBERT achieved the…

Papers, patents, and clinical trials are essential scientific resources in biomedicine, crucial for knowledge sharing and dissemination. However, these documents are often stored in disparate databases with varying management standards and…

Digital Libraries · Computer Science 2025-06-19 Jian Xu , Chao Yu , Jiawei Xu , Vetle I. Torvik , Jaewoo Kang , Mujeen Sung , Min Song , Yi Bu , Ying Ding

Assessing journal impact is central to scholarly communication, yet existing open resources rarely capture how collaboration structures and artificial intelligence (AI) research jointly shape venue prestige in biomedicine. We present…

Computation and Language · Computer Science 2025-11-18 Ruiyu Wang , Yuzhang Xie , Xiao Hu , Carl Yang , Jiaying Lu

We present PIIBench, a unified benchmark corpus for Personally Identifiable Information (PII) detection in natural language text. Existing resources for PII detection are fragmented across domain-specific corpora with mutually incompatible…

Computation and Language · Computer Science 2026-04-20 Pritesh Jha

Comparative graph and network analysis play an important role in both systems biology and pattern recognition, but existing surveys on the topic have historically ignored or underserved one or the other of these fields. We present an…

Social and Information Networks · Computer Science 2019-05-17 Emily Evans , Marissa Graham

We introduce a biomedical information extraction (IE) pipeline that extracts biological relationships from text and demonstrate that its components, such as named entity recognition (NER) and relation extraction (RE), outperform…

Machine Learning · Computer Science 2020-11-13 Jupinder Parmar , William Koehler , Martin Bringmann , Katharina Sophia Volz , Berk Kapicioglu

We have collected and cleaned two network data sets: Coauthorship and Citation networks for statisticians. The data sets are based on all research papers published in four of the top journals in statistics from $2003$ to the first half of…

Applications · Statistics 2021-06-01 Pengsheng Ji , Jiashun Jin

We extracted and processed abstract data from the SFN annual meeting abstracts during the period 2001-2006, using techniques and software from natural language processing, database management, and data visualization and analysis. An…

Data Analysis, Statistics and Probability · Physics 2015-05-13 J. M. Lin , J. W. Bohland , P. Andrews , G. Burns , C. B. Allen , P. P. Mitra

The NIAID Data Ecosystem Discovery Portal (https://data.niaid.nih.gov) provides a unified search interface for over 4 million datasets relevant to infectious and immune-mediated disease (IID) research. Integrating metadata from…

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…

Information Retrieval · Computer Science 2024-10-08 Ehsan Bitaraf , Maryam Jafarpour

AI agents have seen widespread adoption in information retrieval for scientific research, giving rise to tools such as Deep Research. However, existing retrieval agents mainly rely on keyword- or embedding-based methods. While effective at…

Computational Engineering, Finance, and Science · Computer Science 2026-05-25 Chenyang Shao , Fengli Xu , Yong Li

Mentorship in science is crucial for topic choice, career decisions, and the success of mentees and mentors. Typically, researchers who study mentorship use article co-authorship and doctoral dissertation datasets. However, available…

Digital Libraries · Computer Science 2021-06-14 Qing Ke , Lizhen Liang , Ying Ding , Stephen V. David , Daniel E. Acuna

Accurate classification of Intraductal Papillary Mucinous Neoplasms (IPMN) is essential for identifying high-risk cases that require timely intervention. In this study, we develop a federated learning framework for multi-center IPMN…

Because protein-protein interactions (PPIs) are crucial to understand living systems, harvesting these data is essential to probe disease development and discern gene/protein functions and biological processes. Some curated datasets contain…

Biomolecules · Quantitative Biology 2024-03-12 Gilchan Park , Sean McCorkle , Carlos Soto , Ian Blaby , Shinjae Yoo

Biomedical knowledge resources often either preserve evidence as unstructured text or compress it into flat triples that omit study design, provenance, and quantitative support. Here we present EvidenceNet, a disease-specific dataset of…

Computational Engineering, Finance, and Science · Computer Science 2026-04-15 Chang Zong , Sicheng Lv , Si-tu Xue , Huilin Zheng , Jian Wan , Lei Zhang

The features of collaboration patterns are often considered to be different from discipline to discipline. Meanwhile, collaborating among disciplines is an obvious feature emerged in modern scientific research, which incubates several…

Physics and Society · Physics 2018-03-22 Zheng Xie , Miao Li , Jianping Li , Xiaojun Duan , Zhenzheng Ouyang
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