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相关论文: Full Computational Reproducibility in Biological S…

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Many research groups aspire to make data and code FAIR and reproducible, yet struggle because the data and code life cycles are disconnected, executable environments are often missing from published work, and technical skill requirements…

The reproducibility of computational pipelines is an expectation in biomedical science, particularly in critical domains like human health. In this context, reporting next generation genome sequencing methods used in precision medicine…

计算工程、金融与科学 · 计算机科学 2024-12-11 Meznah Aloqalaa , Stian Soiland-Reyes , Carole Goble

CONTEXT: There is growing interest in establishing software engineering as an evidence-based discipline. To that end, replication is often used to gain confidence in empirical findings, as opposed to reproduction where the goal is showing…

软件工程 · 计算机科学 2018-02-14 Martin Shepperd

With the advent of Open Science, researchers have started to publish their research artefacts (i. e., data, software, and other products of the investigations) in order to allow others to reproduce their investigations. While this…

数字图书馆 · 计算机科学 2019-05-02 Max Schröder , Frank Krüger , Sascha Spors

Computational reproducibility is fundamental to scientific research, yet many published code supplements lack the necessary documentation to recreate their computational environments. While researchers increasingly share code alongside…

计算机与社会 · 计算机科学 2025-08-12 Lorraine Saju , Tobias Holtdirk , Meetkumar Pravinbhai Mangroliya , Arnim Bleier

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…

数据分析、统计与概率 · 物理学 2016-01-20 Tatiana Likhomanenko , Alex Rogozhnikov , Alexander Baranov , Egor Khairullin , Andrey Ustyuzhanin

Biology has taken strong steps towards becoming a computer science aiming at reprogramming nature after the realisation that nature herself has reprogrammed organisms by harnessing the power of natural selection and the digital prescriptive…

神经与进化计算 · 计算机科学 2016-01-21 Hector Zenil , Angelika Schmidt , Jesper Tegnér

Empirical science needs to be based on facts and claims that can be reproduced. This calls for replicating the studies that proclaim the claims, but practice in most fields still fails to implement this idea. When such studies emerged in…

其他统计学 · 统计学 2025-08-27 Werner A. Stahel

Over the past decade alongside increased focus on computational reproducibility significant efforts have been made to define reproducibility. However, these definitions provide a textual description rather than a framework. The community…

计算工程、金融与科学 · 计算机科学 2026-01-06 Meznah Aloqalaa , Stian Soiland-Reyes , Carole Goble

Security especially in the fields of IoT, industrial automation and critical infrastructure is paramount nowadays and a hot research topic. In order to ensure confidence in research results they need to be reproducible. In the past we…

硬件体系结构 · 计算机科学 2024-07-10 Dmytro Petryk , Ievgen Kabin , Peter Langendörfer , Zoya Dyka

The pursuit of scientific knowledge strongly depends on the ability to reproduce and validate research results. It is a well-known fact that the scientific community faces challenges related to transparency, reliability, and the…

数字图书馆 · 计算机科学 2023-08-29 Michael Canesche , Roland Leissa , Fernando Magno Quintão Pereira

Scientific software-defined as computer programs, scripts, or code used in scientific research, data analysis, modeling, or simulation-has become central to modern research. However, there is limited research on the readability and…

软件工程 · 计算机科学 2025-01-20 Alyssia Chen , Carol Wong , Bonita Sharif , Anthony Peruma

Those seeking to reproduce a computational experiment often need to manually look at the code to see how to build necessary libraries, configure parameters, find data, and invoke the experiment; it is not automatic. Automatic…

软件工程 · 计算机科学 2023-07-24 Samuel Grayson , Reed Milewicz , Joshua Teves , Daniel S. Katz , Darko Marinov

Reproducibility should be a cornerstone of scientific research and is a growing concern among the scientific community and the public. Understanding how to design services and tools that support documentation, preservation and sharing is…

人机交互 · 计算机科学 2019-03-15 Sebastian S. Feger , Sünje Dallmeier-Tiessen , Albrecht Schmidt , Paweł W. Woźniak

This series presents an approach to mathematical biology which makes precise the function of biological molecules. Because biological systems compute, the theory is a general purpose computer language. I build a language for efficiently…

分子网络 · 定量生物学 2007-05-23 Ron Maimon

Various fields of science face a reproducibility crisis. For quantum software engineering as an emerging field, it is therefore imminent to focus on proper reproducibility engineering from the start. Yet the provision of reproduction…

软件工程 · 计算机科学 2022-01-31 Wolfgang Mauerer , Stefanie Scherzinger

Computational methods and associated software implementations are central to every field of scientific investigation. Modern biological research, particularly within systems biology, has relied heavily on the development of software tools…

计算机与社会 · 计算机科学 2025-03-07 Kit Gallagher , Richard Creswell , Ben Lambert , Martin Robinson , Chon Lok Lei , Gary R. Mirams , David J. Gavaghan

A reproducibility crisis has been reported in science, but the extent to which it affects AI research is not yet fully understood. Therefore, we performed a systematic replication study including 30 highly cited AI studies relying on…

人工智能 · 计算机科学 2024-12-25 Odd Erik Gundersen , Odd Cappelen , Martin Mølnå , Nicklas Grimstad Nilsen

Considerable scientific work involves locating, analyzing, systematizing, and synthesizing other publications. Its results end up in a paper's "background" section or in standalone articles, which include meta-analyses and systematic…

数字图书馆 · 计算机科学 2023-12-05 Diomidis Spinellis

For decades, researchers have been applying computer simulation to address problems in biology. However, many of these "grand challenges" in computational biology, such as simulating how proteins fold, remained unsolved due to their great…

生物物理 · 物理学 2009-01-08 Stefan M. Larson , Christopher D. Snow , Michael Shirts , Vijay S. Pande