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Practical machine learning for disease diagnosis

Deep learning neural networks are a powerful tool in the analytical toolbox of modern microscopy, but they come with an exacting requirement for accurately annotated, ground truth cell images. Otesteanu et al. (2021) elegantly streamline this process, implementing network training by using patient-l...

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Detalles Bibliográficos
Autor principal: Summers, Huw D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9017117/
https://www.ncbi.nlm.nih.gov/pubmed/35474900
http://dx.doi.org/10.1016/j.crmeth.2021.100103
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author Summers, Huw D.
author_facet Summers, Huw D.
author_sort Summers, Huw D.
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description Deep learning neural networks are a powerful tool in the analytical toolbox of modern microscopy, but they come with an exacting requirement for accurately annotated, ground truth cell images. Otesteanu et al. (2021) elegantly streamline this process, implementing network training by using patient-level rather than cell-level disease classification.
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spelling pubmed-90171172022-04-25 Practical machine learning for disease diagnosis Summers, Huw D. Cell Rep Methods Preview Deep learning neural networks are a powerful tool in the analytical toolbox of modern microscopy, but they come with an exacting requirement for accurately annotated, ground truth cell images. Otesteanu et al. (2021) elegantly streamline this process, implementing network training by using patient-level rather than cell-level disease classification. Elsevier 2021-10-25 /pmc/articles/PMC9017117/ /pubmed/35474900 http://dx.doi.org/10.1016/j.crmeth.2021.100103 Text en © 2021 The Author https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Preview
Summers, Huw D.
Practical machine learning for disease diagnosis
title Practical machine learning for disease diagnosis
title_full Practical machine learning for disease diagnosis
title_fullStr Practical machine learning for disease diagnosis
title_full_unstemmed Practical machine learning for disease diagnosis
title_short Practical machine learning for disease diagnosis
title_sort practical machine learning for disease diagnosis
topic Preview
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9017117/
https://www.ncbi.nlm.nih.gov/pubmed/35474900
http://dx.doi.org/10.1016/j.crmeth.2021.100103
work_keys_str_mv AT summershuwd practicalmachinelearningfordiseasediagnosis