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Data management can be a complex challenge in fields such as bioinformatics and health sciences, which continuously generate extensive heterogeneous datasets. In the context of collaborative global health initiatives, secure storage and…

Software Engineering · Computer Science 2026-05-20 Danilo Silva , Monika Moir , Cheryl Baxter , Tulio de Oliveira , Joicymara Xavier , Marcel Dunaiski

The acceleration of materials discovery requires digital platforms that go beyond data repositories to embed learning, optimization, and decision-making directly into research workflows. We introduce DataScribe, an AI-native, cloud-based…

Machine Learning · Computer Science 2026-01-14 Divyanshu Singh , Doguhan Sarıtürk , Cameron Lea , Md Shafiqul Islam , Raymundo Arroyave , Vahid Attari

The diversity of data management systems affords developers the luxury of building systems with heterogeneous systems that address needs that are unique to the data. It allows one to mix-n-match systems that can store, query, update, and…

Databases · Computer Science 2019-12-19 Pradeeban Kathiravelu , Yusuf Nadir Saghar , Tushar Aggarwal , Ashish Sharma

Public data archives are the backbone of modern biological and biomedical research. While archives for biological molecules and structures are well-established, resources for imaging data do not yet cover the full range of spatial and…

Quantitative Methods · Quantitative Biology 2018-11-05 Jan Ellenberg , Jason R Swedlow , Mary Barlow , Charles E Cook , Ardan Patwardhan , Alvis Brazma , Ewan Birney

Summary: In anticipation of the individualized proteomics era and the need to integrate knowledge from disease studies, we have augmented our peptide identification software RAId DbS to take into account annotated single amino acid…

Quantitative Methods · Quantitative Biology 2008-03-18 Gelio Alves , Aleksey Ogurtsov , Yi-Kuo Yu

The exponential growth of scientific knowledge has created significant barriers to cross-disciplinary knowledge discovery, synthesis and research collaboration. In response to this challenge, we present BioSage, a novel compound AI…

Biomedical knowledge graphs (KGs) encode vast, heterogeneous information spanning literature, genes, pathways, drugs, diseases, and clinical trials, but leveraging them collectively for scientific discovery remains difficult. Their…

Information Retrieval · Computer Science 2026-01-21 Zifeng Wang , Zheng Chen , Ziwei Yang , Xuan Wang , Qiao Jin , Yifan Peng , Zhiyong Lu , Jimeng Sun

Bioinformatics has witnessed a paradigm shift with the increasing integration of artificial intelligence (AI), particularly through the adoption of foundation models (FMs). These AI techniques have rapidly advanced, addressing historical…

Quantitative Methods · Quantitative Biology 2024-02-08 Qing Li , Zhihang Hu , Yixuan Wang , Lei Li , Yimin Fan , Irwin King , Le Song , Yu Li

Computational science has seen in the last decades a spectacular rise in the scope, breadth, and depth of its efforts. Notwithstanding this prevalence and impact, it is often still performed using the renaissance model of individual…

Computational Physics · Physics 2015-10-05 Giovanni Pizzi , Andrea Cepellotti , Riccardo Sabatini , Nicola Marzari , Boris Kozinsky

The development and adoption of Electronic Health Records (EHR) and health monitoring Internet of Things (IoT) Devices have enabled digitization of patient records and has also substantially transformed the healthcare delivery system in…

Human-Computer Interaction · Computer Science 2021-10-20 Manan Shukla , Jianjing Lin , Oshani Seneviratne

We introduce bia-binder (BioImage Archive Binder), an open-source, cloud-architectured, and web-based coding environment tailored to bioimage analysis that is freely accessible to all researchers. The service generates easy-to-use Jupyter…

Quantitative Methods · Quantitative Biology 2024-11-20 Craig T. Russell , Jean-Marie Burel , Awais Athar , Simon Li , Ugis Sarkans , Jason Swedlow , Alvis Brazma , Matthew Hartley , Virginie Uhlmann

The aim of this article is to present an overview of the existing biomedical data warehouses and to discuss the issues and future trends in this area. We illustrate this topic by presenting the design of an innovative, complex data…

Databases · Computer Science 2017-01-30 Jérôme Darmont , Emerson Olivier

Open Science is a recurrent topic in scientific discussion, and there is a current effort to make research more accessible to a broader audience. A focus on delivering research findings that are reproducible, or even re-usable has been…

Human-Computer Interaction · Computer Science 2024-02-16 Pedro Costa Klein , Christoph Lehrenfeld , Markus Osterhoff , Martin Uecker

Data sharing is a key factor for ensuring reproducibility and transparency of scientific experiments, and neuroimaging is no exception. The vast heterogeneity of data formats and imaging modalities utilised in the field makes it a very…

Digital Libraries · Computer Science 2019-06-25 Unai Lopez-Novoa , Cyril Charron , John Evans , Leandro Beltrachini

De-identified health data are frequently used in research. As AI advances heighten the risk of re-identification, it is important to respond to concerns about transparency, data privacy, and patient preferences. However, few practical and…

Human-Computer Interaction · Computer Science 2025-11-04 Di Hu , Xi Lu , Yunan Chen , Michelle Keller , An T. Nguyen , Vu Le , Tsung-Ting Kuo , Lucila Ohno-Machado , Kai Zheng

Publishing reproducible analyses is a long-standing and widespread challenge for the scientific community, funding bodies and publishers. Although a definitive solution is still elusive, the problem is recognized to affect all disciplines…

Computers and Society · Computer Science 2017-07-24 C. Furlanello , M. De Domenico , G. Jurman , N. Bussola

In complex data analyses it is increasingly important to capture information about the usage of data sets in addition to their preservation over time to ensure reproducibility of results, to verify the work of others and to ensure…

Software Engineering · Computer Science 2018-03-21 Richard McClatchey

Omics software tools have reshaped the landscape of modern biology and become an essential component of biomedical research. The increasing dependence of biomedical scientists on these powerful tools creates a need for easier installation…

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