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Measurement is a complicated but very necessary task. Many indices have been created in an effort to define the quality of knowledge produced but they have attracted strong criticism, having become synonymous with individualism, competition…

Digital Libraries · Computer Science 2018-07-23 Ari Melo Mariano , Maíra Rocha Santos

In the past decade, open science and science of science communities have initiated innovative efforts to address concerns about the reproducibility and replicability of published scientific research. In some respects, these efforts have…

Human-Computer Interaction · Computer Science 2024-02-15 Tatiana Chakravorti , Sai Dileep Koneru , Sarah Rajtmajer

The reproduction and replication of novel results has become a major issue for a number of scientific disciplines. In computer science and related computational disciplines such as systems biology, the issues closely revolve around the…

Software Engineering · Computer Science 2014-09-17 Tom Crick , Benjamin A. Hall , Samin Ishtiaq

Established frameworks to understand problems with reproducibility in science begin with the relationship between our understanding of the prior probability of a claim and the statistical certainty that should be demanded of it, and explore…

Other Statistics · Statistics 2022-05-30 Maria Chikina , Wesley Pegden

How many times have you tried to re-implement a past CAV tool paper, and failed? Reliably reproducing published scientific discoveries has been acknowledged as a barrier to scientific progress for some time but there remains only a small…

Logic in Computer Science · Computer Science 2015-02-10 Tom Crick , Benjamin A. Hall , Samin Ishtiaq

In the early 2010s, a crisis of reproducibility rocked the field of psychology. Following a period of reflection, the field has responded with radical reform of its scientific practices. More recently, similar questions about the…

Machine Learning · Computer Science 2021-04-26 Samuel J. Bell , Onno P. Kampman

Reproducibility is a cornerstone of science, as the replication of findings is the process through which they become knowledge. It is widely considered that many fields of science are undergoing a reproducibility crisis. This has led to the…

Computer Vision and Pattern Recognition · Computer Science 2022-09-13 Olivier Colliot , Elina Thibeau-Sutre , Ninon Burgos

"Open access" has become a central theme of journal reform in academic publishing. In this article, I examine the relationship between open access publishing and an important infrastructural element of a modern research enterprise,…

Computers and Society · Computer Science 2018-04-25 Gopal P. Sarma

Computational reproducibility of scientific results, that is, the execution of a computational experiment (e.g., a script) using its original settings (data, code, etc.), should always be possible. However, reproducibility has become a…

Human-Computer Interaction · Computer Science 2025-04-15 Lázaro Costa , Susana Barbosa , Jácome Cunha

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…

Digital Libraries · Computer Science 2019-05-02 Max Schröder , Frank Krüger , Sascha Spors

Reproducible research---by its many names---has come to be regarded as a key concern across disciplines and stakeholder groups. Funding agencies and journals, professional societies and even mass media are paying attention, often focusing…

Digital Libraries · Computer Science 2018-02-12 Lorena A. Barba

Reproducibility is an important feature of science; experiments are retested, and analyses are repeated. Trust in the findings increases when consistent results are achieved. Despite the importance of reproducibility, significant work is…

Digital Libraries · Computer Science 2023-01-12 Akhil Pandey Akella , Hamed Alhoori , David Koop

One of the main goals of Open Science is to make research more reproducible. There is no consensus, however, on what exactly "reproducibility" is, as opposed for example to "replicability", and how it applies to different research fields.…

Digital Libraries · Computer Science 2024-10-15 Sebastian Barzaghi , Alice Bordignon , Bianca Gualandi , Silvio Peroni

The crisis in the reproducibility of experiments invites a re-evaluation of methods of inquiry and validation procedures. The text challenges current assumptions of knowledge acquisition and introduces G-complexity for defining decidable…

Other Quantitative Biology · Quantitative Biology 2016-11-29 Mihai Nadin

Scientific data governance should prioritize maximizing the utility of data throughout the research lifecycle. Research software systems that enable analysis reproducibility inform data governance policies and assist administrators in…

Challenges to reproducibility and replicability have gained widespread attention, driven by large replication projects with lukewarm success rates. A nascent work has emerged developing algorithms to estimate the replicability of published…

Digital Libraries · Computer Science 2024-05-06 Chuhao Wu , Tatiana Chakravorti , John Carroll , Sarah Rajtmajer

Research is facing a reproducibility crisis, in which the results and findings of many studies are difficult or even impossible to reproduce. This is also the case in machine learning (ML) and artificial intelligence (AI) research. Often,…

Machine Learning · Computer Science 2023-07-21 Harald Semmelrock , Simone Kopeinik , Dieter Theiler , Tony Ross-Hellauer , Dominik Kowald

Meta-analysis is routinely performed in many scientific disciplines. This analysis is attractive since discoveries are possible even when all the individual studies are underpowered. However, the meta-analytic discoveries may be entirely…

Methodology · Statistics 2023-05-09 Marina Bogomolov , Ruth Heller

Scientific publishing is in a transition between the old paper-bound, static forms and the new electronic media with its interactive, dynamic possibilities. This takes place in the context of imploding library budgets and exploding magazine…

Physics and Society · Physics 2007-05-23 Karl Svozil

This is the first part of a small-scale explorative study in an effort to start assessing reproducibility issues specific to scientometrics research. This effort is motivated by the desire to generate empirical data to inform debates about…

Digital Libraries · Computer Science 2018-04-16 Ludo Waltman , Sybille Hinze , Andrea Scharnhorst , Jesper Wiborg Schneider , Theresa Velden