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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…

人机交互 · 计算机科学 2024-02-15 Tatiana Chakravorti , Sai Dileep Koneru , Sarah Rajtmajer

Misconduct accounts for the majority of retracted scientific publications and this database reveals the disturbing trend in science~\citep{fang2012misconduct, brainard2018massive}. The objective of the study is to find the association among…

数字图书馆 · 计算机科学 2020-11-30 Kiran Sharma

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

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

Rapid advances in computing technology over the past few decades have spurred two extraordinary phenomena in science: large-scale and high-throughput data collection coupled with the creation and implementation of complex statistical…

其他统计学 · 统计学 2020-07-27 Roger D. Peng , Stephanie C. Hicks

Scientific datasets play a crucial role in contemporary data-driven research, as they allow for the progress of science by facilitating the discovery of new patterns and phenomena. This mounting demand for empirical research raises…

数字图书馆 · 计算机科学 2024-10-02 Yulin Yu , Daniel M. Romero

The reproducibility of scientific findings are an important hallmark of quality and integrity in research. The scientific method requires hypotheses to be subjected to the most crucial tests, and for the results to be consistent across…

计算机与社会 · 计算机科学 2019-09-11 Dustin Tanksley , Donald C. Wunsch

Consistent confirmations obtained independently of each other lend credibility to a scientific result. We refer to results satisfying this consistency as reproducible and assume that reproducibility is a desirable property of scientific…

其他统计学 · 统计学 2019-06-19 Berna Devezer , Luis G. Nardin , Bert Baumgaertner , Erkan Buzbas

Why are some research studies easy to reproduce while others are difficult? Casting doubt on the accuracy of scientific work is not fruitful, especially when an individual researcher cannot reproduce the claims made in the paper. There…

数字图书馆 · 计算机科学 2023-08-25 Akhil Pandey Akella , David Koop , Hamed Alhoori

Reproducibility is widely acknowledged as a fundamental principle in scientific research. Currently, the scientific community grapples with numerous challenges associated with reproducibility, often referred to as the ''reproducibility…

软件工程 · 计算机科学 2024-09-16 Benjamin A. Antunes , David R. C. Hill

Progress in science has advanced the development of human society across history, with dramatic revolutions shaped by information theory, genetic cloning, and artificial intelligence, among the many scientific achievements produced in the…

数字图书馆 · 计算机科学 2017-10-06 Yuxiao Dong , Hao Ma , Zhihong Shen , Kuansan Wang

Large language models (LLMs) are increasingly used in academic writing workflows, yet they frequently hallucinate by generating citations to sources that do not exist. This study analyzes 100 AI-generated hallucinated citations that…

数字图书馆 · 计算机科学 2026-02-06 Samar Ansari

Machine learning is facing a 'reproducibility crisis' where a significant number of works report failures when attempting to reproduce previously published results. We evaluate the sources of reproducibility failures using a meta-analysis…

机器学习 · 计算机科学 2023-05-23 Iordanis Fostiropoulos , Bowman Brown , Laurent Itti

Replication of scientific experiments is critical to the advance of science. Unfortunately, the discipline of Computer Science has never treated replication seriously, even though computers are very good at doing the same thing over and…

综合文献 · 计算机科学 2013-04-15 Ian P. Gent

Context: The need of replicating empirical studies in Computer Science (CS) is widely recognized among the research community to consolidate acquired knowledge generalizing results. It is essential to report the changes of each replication…

软件工程 · 计算机科学 2022-06-28 Margarita Cruz , Beatriz Bernárdez , Amador Durán , Cathy Guevara-Vega , Antonio Ruiz-Cortés

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…

统计方法学 · 统计学 2023-05-09 Marina Bogomolov , Ruth Heller

Context: The retraction of research papers, for whatever reason, is a growing phenomenon. However, although retracted paper information is publicly available via publishers, it is somewhat distributed and inconsistent. Objective: The aim is…

数字图书馆 · 计算机科学 2023-07-19 Martin Shepperd , Leila Yousefi

Evidence shows that in a significant number of cases the current methods of research do not allow for reproducible and falsifiable procedures of scientific investigation. As a consequence, the majority of critical decisions at all levels,…

计算金融 · 定量金融 2018-09-20 Jorge Faleiro

Although reproducibility is a core tenet of the scientific method, it remains challenging to reproduce many results. Surprisingly, this also holds true for computational results in domains such as systems biology where there have been…

Scientists are frequently faced with the important decision to start or terminate a creative partnership. This process can be influenced by strategic motivations, as early career researchers are pursuers, whereas senior researchers are…

物理与社会 · 物理学 2015-09-08 Alexander Michael Petersen