2016 WhatDoesResearchReproducibility

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Subject Headings: Research Reproducibility; Methods Reproducibility; Results Reproducibility; Inferential Reproducibility.

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Abstract

The language and conceptual framework of €œresearch reproducibility€ are nonstandard and unsettled across the sciences. In this Perspective, we review an array of explicit and implicit definitions of reproducibility and related terminology, and discuss how to avoid potential misunderstandings when these terms are used as a surrogate for “œtruth"€,

Introduction

Defining The Terms

A New Lexicon For Research Reproducibility

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 Methods reproducibility is meant to capture the original meaning of reproducibility, that is, the ability to implement, as exactly as possible, the experimental and computational procedures, with the same data and tools, to obtain the same results. Results reproducibility refers to what was previously described as “replication,” that is, the production of corroborating results in a new study, having followed the same experimental methods. Inferential reproducibility, not often recognized as a separate concept, is the making of knowledge claims of similar strength from a study replication or reanalysis. This is not identical to results reproducibility, because not all investigators will draw the same conclusions from the same results, or they might make different analytical choices that lead to different inferences from the same data. Here, we explore the definitions and operational complexities of each of these concepts.

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Methods Reproducibility

Results Reproducibility

Robustness And Generalizability

Inferential Reproducibility

Conclusions

References

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 AuthorvolumeDate ValuetitletypejournaltitleUrldoinoteyear
2016 WhatDoesResearchReproducibilitySteven N. Goodman
Daniele Fanelli
John P. A. Ioannidis
What Does Research Reproducibility Mean?10.1126/scitranslmed.aaf50272016