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With ever-increasing computational capabilities, robust and automated research workflows have become essential for orchestrating large numbers of interdependent simulations. However, significant technical expertise is still required to…

GitHub natively supports workflow automation through GitHub Actions. Yet, workflow maintenance is often considered a burden for software developers, who frequently face difficulties in writing, testing, debugging, and maintaining workflows.…

Software Engineering · Computer Science 2026-04-13 Hassan Onsori Delicheh , Guillaume Cardoen , Alexandre Decan , Tom Mens

Traceability between published scientific breakthroughs and their implementation is essential, especially in the case of open-source scientific software which implements bleeding-edge science in its code. However, aligning the link between…

The rising popularity of computational workflows is driven by the need for repetitive and scalable data processing, sharing of processing know-how, and transparent methods. As both combined records of analysis and descriptions of processing…

One of the foundations of science is that researchers must publish the methodology used to achieve their results so that others can attempt to reproduce them. This has the added benefit of allowing methods to be adopted and adapted for…

Databases · Computer Science 2014-06-05 Paolo Missier , Simon Woodman , Hugo Hiden , Paul Watson

Reproducibility remains a central challenge in computational social science, where complex workflows, evolving software ecosystems, and inconsistent documentation hinder researchers ability to re-execute published methods. This study…

Human-Computer Interaction · Computer Science 2026-03-04 Fakhri Momeni , Sarah Sajid , Johannes Kiesel

With the increasing amount of data and use of computation in science, software has become an important component in many different domains. Computing is now being used more often and in more aspects of scientific work including data…

Software Engineering · Computer Science 2013-12-17 David Koop , Juliana Freire , Claudio T. Silva

Living labs have been established across different countries to evaluate how the interaction between humans and buildings can be optimized to improve comfort, health, and energy savings. However, existing living labs can be too…

Human-Computer Interaction · Computer Science 2022-12-02 Alan Wang , Feng Yi Chang , Siavash Yousefi , Beatrice Li , Brad Campbell , Arsalan Heydarian

In the evolving landscape of clinical informatics, the integration and utilization of software tools developed through governmental funding represent a pivotal advancement in research and application. However, the dispersion of these tools…

Digital Libraries · Computer Science 2024-03-28 Jeremy R. Harper

Scientific workflow has become essential in software engineering because it provides a structured approach to designing, executing, and analyzing scientific experiments. Software developers and researchers have developed hundreds of…

Software Engineering · Computer Science 2023-09-15 Khairul Alam , Banani Roy , Alexander Serebrenik

Small to medium-scale data science experiments often rely on research software developed ad-hoc by individual scientists or small teams. Often there is no time to make the research software fast, reusable, and open access. The consequence…

Software Engineering · Computer Science 2022-11-10 Moritz Schubotz , Ankit Satpute , Andre Greiner-Petter , Akiko Aizawa , Bela Gipp

Online artificial intelligence (AI) algorithms are an important component of digital health interventions. These online algorithms are designed to continually learn and improve their performance as streaming data is collected on…

Computers and Society · Computer Science 2025-10-29 Susobhan Ghosh , Bhanu T. Gullapalli , Daiqi Gao , Asim Gazi , Anna Trella , Ziping Xu , Kelly Zhang , Susan A. Murphy

With the advent of open source software, a veritable treasure trove of previously proprietary software development data was made available. This opened the field of empirical software engineering research to anyone in academia. Data that is…

Software Engineering · Computer Science 2022-04-19 Adam Tutko , Austin Z. Henley , Audris Mockus

As data-driven methods are becoming pervasive in a wide variety of disciplines, there is an urgent need to develop scalable and sustainable tools to simplify the process of data science, to make it easier to keep track of the analyses being…

Databases · Computer Science 2016-10-18 Hui Miao , Amit Chavan , Amol Deshpande

Data analysis in fundamental sciences nowadays is an essential process that pushes frontiers of our knowledge and leads to new discoveries. At the same time we can see that complexity of those analyses increases fast due to a)~enormous…

Data Analysis, Statistics and Probability · Physics 2016-01-20 Tatiana Likhomanenko , Alex Rogozhnikov , Alexander Baranov , Egor Khairullin , Andrey Ustyuzhanin

Scientific processes rely on software as an important tool for data acquisition, analysis, and discovery. Over the years sustainable software development practices have made progress in being considered as an integral component of research.…

Software Engineering · Computer Science 2023-12-21 Akash Dhruv , Anshu Dubey

Although a standard in natural science, reproducibility has been only episodically applied in experimental computer science. Scientific papers often present a large number of tables, plots and pictures that summarize the obtained results,…

Digital Libraries · Computer Science 2017-09-06 Fernando Chirigati , Rebecca Capone , Dennis Shasha , Remi Rampin , Juliana Freire

An essential part of research and scientific communication is researchers' ability to reproduce the results of others. While there have been increasing standards for authors to make data and code available, many of these files are hard to…

Digital Libraries · Computer Science 2021-09-23 Layan Bahaidarah , Ethan Hung , Andreas F. De Melo Oliveira , Jyotsna Penumaka , Lukas Rosario , Ana Trisovic

Scientific workflows are powerful tools for management of scalable experiments, often composed of complex tasks running on distributed resources. Existing cyberinfrastructure provides components that can be utilized within repeatable…

Computers and Society · Computer Science 2019-03-05 Ilkay Altintas , Shweta Purawat , Daniel Crawl , Alok Singh , Kyle Marcus

Current paper reports the advantages of the application of GitHub and LaTeX for the MSc thesis writing. The existing code-based program implemented in GitHub portal provides a great tool for scientists and students for data sharing and…

Computers and Society · Computer Science 2018-12-27 Polina Lemenkova