Breast cancer outcome prediction with tumour tissue images and machine learning

R Turkki; J Lundin; N Linder; D Byckhov; M Lundin; J Isola; S Nordling; PE Kovanen; C Verrill; K von Smitten; H Joensuu

doi:10.1007/s10549-019-05281-1

Breast cancer outcome prediction with tumour tissue images and machine learning

R Turkki, J Lundin, N Linder, D Byckhov, M Lundin, J Isola, S Nordling, PE Kovanen, C Verrill, K von Smitten, H Joensuu

Research output: Contribution to journal › Article › Scientific › peer-review

86 Citations (Scopus)

Original language	English
Pages (from-to)	41-52
Journal	Breast Cancer Research and Treatment
Volume	177
Issue number	1
DOIs	https://doi.org/10.1007/s10549-019-05281-1
Publication status	Published - 2019
Publication type	A1 Journal article-refereed

Keywords

Breast cancer
Deep learning
Machine learning
Outcome prediction

Publication forum classification

Publication forum level 1

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

Access to Document

10.1007/s10549-019-05281-1

http://urn.fi/URN:NBN:fi:tuni-201908132873

Cite this

@article{bb384e83141c4af79c29e389e9bfee1a,

title = "Breast cancer outcome prediction with tumour tissue images and machine learning",

keywords = "Breast cancer, Deep learning, Machine learning, Outcome prediction, Breast cancer, Deep learning, Machine learning, Outcome prediction",

author = "R Turkki and J Lundin and N Linder and D Byckhov and M Lundin and J Isola and S Nordling and PE Kovanen and C Verrill and {von Smitten}, K and H Joensuu",

year = "2019",

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 Verlag",

number = "1",

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TY - JOUR

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

AU - Turkki, R

AU - Lundin, J

AU - Linder, N

AU - Byckhov, D

AU - Lundin, M

AU - Isola, J

AU - Nordling, S

AU - Kovanen, PE

AU - Verrill, C

AU - von Smitten, K

AU - Joensuu, H

PY - 2019

Y1 - 2019

KW - Breast cancer

KW - Deep learning

KW - Machine learning

KW - Outcome prediction

KW - Breast cancer

KW - Deep learning

KW - Machine learning

KW - Outcome prediction

U2 - 10.1007/s10549-019-05281-1

DO - 10.1007/s10549-019-05281-1

M3 - Article

SN - 0167-6806

VL - 177

SP - 41

EP - 52

JO - Breast Cancer Research and Treatment

JF - Breast Cancer Research and Treatment

IS - 1

ER -