{"title":"Achieving reproducibility in the innovation process.","authors":"Maurice Whelan, Eann Patterson","doi":"10.12688/openreseurope.19408.2","DOIUrl":null,"url":null,"abstract":"<p><p>Reproducibility is essential for innovation but is often hard to achieve in practice. One reason for this is a lack of appreciation of what needs to be reproduced and how in each phase of the innovation process. In the discovery phase, conclusions need to be reproduced through orthogonal investigation. In the translation phase, key attributes and outputs of derived products or processes should be reproducible by defining transferable specifications and protocols, whereas in the application phase, the goal is to achieve reproducible performance in real-world environments through appropriate quality assurance systems.</p>","PeriodicalId":74359,"journal":{"name":"Open research Europe","volume":"5 ","pages":"25"},"PeriodicalIF":0.0000,"publicationDate":"2025-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12397739/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Open research Europe","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.12688/openreseurope.19408.2","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/1/1 0:00:00","PubModel":"eCollection","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Reproducibility is essential for innovation but is often hard to achieve in practice. One reason for this is a lack of appreciation of what needs to be reproduced and how in each phase of the innovation process. In the discovery phase, conclusions need to be reproduced through orthogonal investigation. In the translation phase, key attributes and outputs of derived products or processes should be reproducible by defining transferable specifications and protocols, whereas in the application phase, the goal is to achieve reproducible performance in real-world environments through appropriate quality assurance systems.