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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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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Elsevier
2021
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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. |
collection | PubMed |
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. |
format | Online Article Text |
id | pubmed-9017117 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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 |