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The widespread adoption of AI-assisted development in scientific software is not a future concern -- it is a present reality. Researchers are already using large language models to write code, generate test cases, and draft documentation,…

Software Engineering · Computer Science 2026-05-19 Chaitanya Bhave , Pierre-Clément A. Simon , Casey Icenhour , Lin Yang , Cody J. Permann , Daniel Schwen

The proliferation of sensor technologies and advancements in data collection methods have enabled the accumulation of very large amounts of data. Increasingly, these datasets are considered for scientific research. However, the design of…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-28 Fatemeh Rouzbeh , Ananth Grama , Paul Griffin , Mohammad Adibuzzaman

Open science describes the movement of making any research artefact available to the public and includes, but is not limited to, open access, open data, and open source. While open science is becoming generally accepted as a norm in other…

Software Engineering · Computer Science 2021-02-10 Daniel Méndez Fernández , Daniel Graziotin , Stefan Wagner , Heidi Seibold

The concept of openness in AI has so far been heavily inspired by the definition and community practice of open source software. This positions openness in AI as having positive connotations; it introduces assumptions of certain advantages,…

Artificial Intelligence · Computer Science 2025-05-13 Tamara Paris , AJung Moon , Jin Guo

Modern scientific discovery increasingly requires coordinating distributed facilities and heterogeneous resources, forcing researchers to act as manual workflow coordinators rather than scientists. Advances in AI leading to AI agents show…

Artificial Intelligence · Computer Science 2025-09-15 Woong Shin , Renan Souza , Daniel Rosendo , Frédéric Suter , Feiyi Wang , Prasanna Balaprakash , Rafael Ferreira da Silva

This document explores the advantages of integrating open source software and practices in managing a scientific lab, emphasizing reproducibility and the avoidance of pitfalls. It details practical applications from website management using…

Computers and Society · Computer Science 2024-05-14 Julien Cohen-Adad

Discrete-event simulation (DES) is widely used in healthcare Operations Research, but the models themselves are rarely shared. This limits their potential for reuse and long-term impact in the modelling and healthcare communities. This…

Artificial Intelligence · Computer Science 2025-09-17 Thomas Monks , Alison Harper , Amy Heather

Large language models that exhibit instruction-following behaviour represent one of the biggest recent upheavals in conversational interfaces, a trend in large part fuelled by the release of OpenAI's ChatGPT, a proprietary large language…

Computation and Language · Computer Science 2023-07-13 Andreas Liesenfeld , Alianda Lopez , Mark Dingemanse

Sustainable software ecosystems are difficult to build, and require concerted effort, community norms and collaborations. In science it is especially important to establish communities in which faculty, staff, students and open-source…

Software Engineering · Computer Science 2013-09-13 Marcus D. Hanwell , Amitha Perera , Wes Turner , Patrick O'Leary , Katie Osterdahl , Bill Hoffman , Will Schroeder

The aim of this article is to introduce a reporting framework for reproducible, interactive research applied to Big Clinical Data, based on open source technologies. The framework is constituted by the following three axes: (i) data, (ii)…

Open source projects play a significant role in software production. Most of the software projects reuse and build upon the existing open source projects and libraries. While reusing is a time and cost-saving strategy, some of the key…

Software Engineering · Computer Science 2022-08-03 Javad Ghofrani , Paria Heravi , Kambiz A. Babaei , Mohammad Soorati

Data management, which encompasses activities and strategies related to the storage, organization, and description of data and other research materials, helps ensure the usability of datasets -- both for the original research team and for…

Digital Libraries · Computer Science 2022-04-14 John A. Borghi , Ana E. Van Gulick

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

Open-source software (OSS) is foundational to modern digital infrastructure, yet this context for group work continues to struggle to ensure sufficient contributions in many critical cases. This literature review explores how artificial…

Software Engineering · Computer Science 2026-02-10 S M Rakib UI Karim , Wenyi Lu , Sean Goggins

AI development is embracing open-source paradigm, but the fundamental distinction between AI models and traditional software artifacts may lead to a divergent open-source development paradigm with different collaborative practices, which…

Software Engineering · Computer Science 2026-04-13 Hengzhi Ye , Minghui Zhou

Freely and openly shared low-cost electronic applications, known as open electronics, have sparked a new open-source movement, with much un-tapped potential to advance scientific research. Initially designed to appeal to electronic…

Quantitative Methods · Quantitative Biology 2022-07-14 Michael Oellermann , Jolle W. Jolles , Diego Ortiz , Rui Seabra , Tobias Wenzel , Hannah Wilson , Richelle Tanner

In recent years, the research community has raised serious questions about the reproducibility of scientific work. In particular, since many studies include some kind of computing work, reproducibility is also a technological challenge, not…

Software Engineering · Computer Science 2023-08-03 Lázaro Costa , Susana Barbosa , Jácome Cunha

Open science initiatives seek to make research outputs more transparent, accessible, and reusable, but ensuring that published findings can be independently reproduced remains a persistent challenge. In this paper we describe an AI-driven…

Artificial Intelligence · Computer Science 2025-12-16 Adrien Bibal , Steven N. Minton , Deborah Khider , Yolanda Gil

GitHub is the world's largest platform for collaborative software development, with over 100 million users. GitHub is also used extensively for open data collaboration, hosting more than 800 million open data files, totaling 142 terabytes…

Machine Learning · Computer Science 2023-06-13 Anthony Cintron Roman , Kevin Xu , Arfon Smith , Jehu Torres Vega , Caleb Robinson , Juan M Lavista Ferres