Breast cancer outcome prediction with tumour tissue images and machine learning

Riku Turkki, Dmitrii Byckhov, Mikael Lundin, Jorma Isola, Stig Nordling, Panu E. Kovanen, Clare Verrill, Karl von Smitten, Heikki Joensuu, Johan Lundin, Nina Linder

Forskningsoutput: Tidskriftsbidrag › Artikel › Vetenskaplig › Peer review

Originalspråkengelska
TidskriftBreast Cancer Research and Treatment
Volym177
Utgåva1
Sidor (från-till)41-52
Antal sidor12
ISSN0167-6806
DOI
StatusPublicerad - aug 2019
MoE-publikationstypA1 Tidskriftsartikel-refererad

Vetenskapsgrenar

  • 3122 Cancersjukdomar

Citera det här

Turkki, Riku ; Byckhov, Dmitrii ; Lundin, Mikael ; Isola, Jorma ; Nordling, Stig ; Kovanen, Panu E. ; Verrill, Clare ; von Smitten, Karl ; Joensuu, Heikki ; Lundin, Johan ; Linder, Nina. / Breast cancer outcome prediction with tumour tissue images and machine learning. I: Breast Cancer Research and Treatment. 2019 ; Vol. 177, Nr. 1. s. 41-52.
@article{d9d51e5304024d689f075fccd0a9994a,
title = "Breast cancer outcome prediction with tumour tissue images and machine learning",
keywords = "Breast cancer, Machine learning, Deep learning, Outcome prediction, DEEP, CLASSIFICATION, NETWORKS, 3122 Cancers",
author = "Riku Turkki and Dmitrii Byckhov and Mikael Lundin and Jorma Isola and Stig Nordling and Kovanen, {Panu E.} and Clare Verrill and {von Smitten}, Karl and Heikki Joensuu and Johan Lundin and Nina Linder",
year = "2019",
month = "8",
doi = "10.1007/s10549-019-05281-1",
language = "English",
volume = "177",
pages = "41--52",
journal = "Breast Cancer Research and Treatment",
issn = "0167-6806",
publisher = "Springer",
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Turkki, R, Byckhov, D, Lundin, M, Isola, J, Nordling, S, Kovanen, PE, Verrill, C, von Smitten, K, Joensuu, H, Lundin, J & Linder, N 2019, 'Breast cancer outcome prediction with tumour tissue images and machine learning', Breast Cancer Research and Treatment, vol. 177, nr. 1, s. 41-52. https://doi.org/10.1007/s10549-019-05281-1

Breast cancer outcome prediction with tumour tissue images and machine learning. / Turkki, Riku; Byckhov, Dmitrii; Lundin, Mikael; Isola, Jorma; Nordling, Stig; Kovanen, Panu E.; Verrill, Clare; von Smitten, Karl; Joensuu, Heikki; Lundin, Johan; Linder, Nina.

I: Breast Cancer Research and Treatment, Vol. 177, Nr. 1, 08.2019, s. 41-52.

Forskningsoutput: Tidskriftsbidrag › Artikel › Vetenskaplig › Peer review

TY - JOUR

T1 - Breast cancer outcome prediction with tumour tissue images and machine learning

AU - Turkki, Riku

AU - Byckhov, Dmitrii

AU - Lundin, Mikael

AU - Isola, Jorma

AU - Nordling, Stig

AU - Kovanen, Panu E.

AU - Verrill, Clare

AU - von Smitten, Karl

AU - Joensuu, Heikki

AU - Lundin, Johan

AU - Linder, Nina

PY - 2019/8

Y1 - 2019/8

KW - Breast cancer

KW - Machine learning

KW - Deep learning

KW - Outcome prediction

KW - DEEP

KW - CLASSIFICATION

KW - NETWORKS

KW - 3122 Cancers

U2 - 10.1007/s10549-019-05281-1

DO - 10.1007/s10549-019-05281-1

M3 - Article

VL - 177

SP - 41

EP - 52

JO - Breast Cancer Research and Treatment

JF - Breast Cancer Research and Treatment

SN - 0167-6806

IS - 1

ER -

Turkki R, Byckhov D, Lundin M, Isola J, Nordling S, Kovanen PE et al. Breast cancer outcome prediction with tumour tissue images and machine learning. Breast Cancer Research and Treatment. 2019 aug;177(1):41-52. https://doi.org/10.1007/s10549-019-05281-1

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