Cargando…

Fostering reproducibility, reusability, and technology transfer in health informatics

Computational methods can transform healthcare. In particular, health informatics with artificial intelligence has shown tremendous potential when applied in various fields of medical research and has opened a new era for precision medicine. The development of reusable biomedical software for resear...

Descripción completa

Detalles Bibliográficos
Autores principales: Hauschild, Anne-Christin, Eick, Lisa, Wienbeck, Joachim, Heider, Dominik
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8282945/
https://www.ncbi.nlm.nih.gov/pubmed/34296072
http://dx.doi.org/10.1016/j.isci.2021.102803
_version_ 1783723098274529280
author Hauschild, Anne-Christin
Eick, Lisa
Wienbeck, Joachim
Heider, Dominik
author_facet Hauschild, Anne-Christin
Eick, Lisa
Wienbeck, Joachim
Heider, Dominik
author_sort Hauschild, Anne-Christin
collection PubMed
description Computational methods can transform healthcare. In particular, health informatics with artificial intelligence has shown tremendous potential when applied in various fields of medical research and has opened a new era for precision medicine. The development of reusable biomedical software for research or clinical practice is time-consuming and requires rigorous compliance with quality requirements as defined by international standards. However, research projects rarely implement such measures, hindering smooth technology transfer into the research community or manufacturers as well as reproducibility and reusability. Here, we present a guideline for quality management systems (QMS) for academic organizations incorporating the essential components while confining the requirements to an easily manageable effort. It provides a starting point to implement a QMS tailored to specific needs effortlessly and greatly facilitates technology transfer in a controlled manner, thereby supporting reproducibility and reusability. Ultimately, the emerging standardized workflows can pave the way for an accelerated deployment in clinical practice.
format Online
Article
Text
id pubmed-8282945
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Elsevier
record_format MEDLINE/PubMed
spelling pubmed-82829452021-07-21 Fostering reproducibility, reusability, and technology transfer in health informatics Hauschild, Anne-Christin Eick, Lisa Wienbeck, Joachim Heider, Dominik iScience Perspective Computational methods can transform healthcare. In particular, health informatics with artificial intelligence has shown tremendous potential when applied in various fields of medical research and has opened a new era for precision medicine. The development of reusable biomedical software for research or clinical practice is time-consuming and requires rigorous compliance with quality requirements as defined by international standards. However, research projects rarely implement such measures, hindering smooth technology transfer into the research community or manufacturers as well as reproducibility and reusability. Here, we present a guideline for quality management systems (QMS) for academic organizations incorporating the essential components while confining the requirements to an easily manageable effort. It provides a starting point to implement a QMS tailored to specific needs effortlessly and greatly facilitates technology transfer in a controlled manner, thereby supporting reproducibility and reusability. Ultimately, the emerging standardized workflows can pave the way for an accelerated deployment in clinical practice. Elsevier 2021-07-01 /pmc/articles/PMC8282945/ /pubmed/34296072 http://dx.doi.org/10.1016/j.isci.2021.102803 Text en © 2021 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Perspective
Hauschild, Anne-Christin
Eick, Lisa
Wienbeck, Joachim
Heider, Dominik
Fostering reproducibility, reusability, and technology transfer in health informatics
title Fostering reproducibility, reusability, and technology transfer in health informatics
title_full Fostering reproducibility, reusability, and technology transfer in health informatics
title_fullStr Fostering reproducibility, reusability, and technology transfer in health informatics
title_full_unstemmed Fostering reproducibility, reusability, and technology transfer in health informatics
title_short Fostering reproducibility, reusability, and technology transfer in health informatics
title_sort fostering reproducibility, reusability, and technology transfer in health informatics
topic Perspective
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8282945/
https://www.ncbi.nlm.nih.gov/pubmed/34296072
http://dx.doi.org/10.1016/j.isci.2021.102803
work_keys_str_mv AT hauschildannechristin fosteringreproducibilityreusabilityandtechnologytransferinhealthinformatics
AT eicklisa fosteringreproducibilityreusabilityandtechnologytransferinhealthinformatics
AT wienbeckjoachim fosteringreproducibilityreusabilityandtechnologytransferinhealthinformatics
AT heiderdominik fosteringreproducibilityreusabilityandtechnologytransferinhealthinformatics