Predicting Outcome of Endovascular Treatment for Acute Ischemic Stroke: Potential Value of Machine Learning Algorithms

Hendrikus J. A. van Os*, Lucas A. Ramos, Adam Hilbert, Matthijs van Leeuwen, Marianne A. A. van Walderveen, Nyika D. Kruyt, Diederik W. J. Dippel, Ewout W. Steyerberg, Irene C. van der Schaaf, Hester F. Lingsma, Wouter J. Schonewille, Charles B. L. M. Majoie, Silvia D. Olabarriaga, Koos H. Zwinderman, Esmee Venema, Henk A. Marquering, Marieke J. H. Wermer, , Robert Jan van Oostenbrugge, Wim van Zwam

*Corresponding author for this work

Research output: Contribution to journalArticleAcademicpeer-review

Original languageEnglish
Article number784
Number of pages8
JournalFrontiers in Neurology
Volume9
DOIs
Publication statusPublished - 25 Sep 2018

Keywords

  • ischemic stroke
  • prediction
  • machine learning
  • endovascular treatment
  • functional outcome
  • reperfusion
  • TRAUMATIC BRAIN-INJURY
  • BREAST-CANCER
  • SUPER LEARNER
  • REGRESSION
  • SELECTION
  • CHEMOTHERAPY
  • MODELS
  • TRIALS
  • SCORE
  • RISK

Cite this

van Os, Hendrikus J. A. ; Ramos, Lucas A. ; Hilbert, Adam ; van Leeuwen, Matthijs ; van Walderveen, Marianne A. A. ; Kruyt, Nyika D. ; Dippel, Diederik W. J. ; Steyerberg, Ewout W. ; van der Schaaf, Irene C. ; Lingsma, Hester F. ; Schonewille, Wouter J. ; Majoie, Charles B. L. M. ; Olabarriaga, Silvia D. ; Zwinderman, Koos H. ; Venema, Esmee ; Marquering, Henk A. ; Wermer, Marieke J. H. ; van Oostenbrugge, Robert Jan ; van Zwam, Wim. / Predicting Outcome of Endovascular Treatment for Acute Ischemic Stroke : Potential Value of Machine Learning Algorithms. In: Frontiers in Neurology. 2018 ; Vol. 9.
@article{46b750443ad8423d8f87ded38402b51c,
title = "Predicting Outcome of Endovascular Treatment for Acute Ischemic Stroke: Potential Value of Machine Learning Algorithms",
keywords = "ischemic stroke, prediction, machine learning, endovascular treatment, functional outcome, reperfusion, TRAUMATIC BRAIN-INJURY, BREAST-CANCER, SUPER LEARNER, REGRESSION, SELECTION, CHEMOTHERAPY, MODELS, TRIALS, SCORE, RISK",
author = "{van Os}, {Hendrikus J. A.} and Ramos, {Lucas A.} and Adam Hilbert and {van Leeuwen}, Matthijs and {van Walderveen}, {Marianne A. A.} and Kruyt, {Nyika D.} and Dippel, {Diederik W. J.} and Steyerberg, {Ewout W.} and {van der Schaaf}, {Irene C.} and Lingsma, {Hester F.} and Schonewille, {Wouter J.} and Majoie, {Charles B. L. M.} and Olabarriaga, {Silvia D.} and Zwinderman, {Koos H.} and Esmee Venema and Marquering, {Henk A.} and Wermer, {Marieke J. H.} and {van Oostenbrugge}, {Robert Jan} and {van Zwam}, Wim",
year = "2018",
month = "9",
day = "25",
doi = "10.3389/fneur.2018.00784",
language = "English",
volume = "9",
journal = "Frontiers in Neurology",
issn = "1664-2295",
publisher = "Frontiers Media S.A.",

}

van Os, HJA, Ramos, LA, Hilbert, A, van Leeuwen, M, van Walderveen, MAA, Kruyt, ND, Dippel, DWJ, Steyerberg, EW, van der Schaaf, IC, Lingsma, HF, Schonewille, WJ, Majoie, CBLM, Olabarriaga, SD, Zwinderman, KH, Venema, E, Marquering, HA, Wermer, MJH & van Oostenbrugge, RJ & van Zwam, W 2018, 'Predicting Outcome of Endovascular Treatment for Acute Ischemic Stroke: Potential Value of Machine Learning Algorithms', Frontiers in Neurology, vol. 9, 784. https://doi.org/10.3389/fneur.2018.00784

Predicting Outcome of Endovascular Treatment for Acute Ischemic Stroke : Potential Value of Machine Learning Algorithms. / van Os, Hendrikus J. A.; Ramos, Lucas A.; Hilbert, Adam; van Leeuwen, Matthijs; van Walderveen, Marianne A. A.; Kruyt, Nyika D.; Dippel, Diederik W. J.; Steyerberg, Ewout W.; van der Schaaf, Irene C.; Lingsma, Hester F.; Schonewille, Wouter J.; Majoie, Charles B. L. M.; Olabarriaga, Silvia D.; Zwinderman, Koos H.; Venema, Esmee; Marquering, Henk A.; Wermer, Marieke J. H.; van Oostenbrugge, Robert Jan; van Zwam, Wim.

In: Frontiers in Neurology, Vol. 9, 784, 25.09.2018.

Research output: Contribution to journalArticleAcademicpeer-review

TY - JOUR

T1 - Predicting Outcome of Endovascular Treatment for Acute Ischemic Stroke

T2 - Potential Value of Machine Learning Algorithms

AU - van Os, Hendrikus J. A.

AU - Ramos, Lucas A.

AU - Hilbert, Adam

AU - van Leeuwen, Matthijs

AU - van Walderveen, Marianne A. A.

AU - Kruyt, Nyika D.

AU - Dippel, Diederik W. J.

AU - Steyerberg, Ewout W.

AU - van der Schaaf, Irene C.

AU - Lingsma, Hester F.

AU - Schonewille, Wouter J.

AU - Majoie, Charles B. L. M.

AU - Olabarriaga, Silvia D.

AU - Zwinderman, Koos H.

AU - Venema, Esmee

AU - Marquering, Henk A.

AU - Wermer, Marieke J. H.

AU - van Oostenbrugge, Robert Jan

AU - van Zwam, Wim

PY - 2018/9/25

Y1 - 2018/9/25

KW - ischemic stroke

KW - prediction

KW - machine learning

KW - endovascular treatment

KW - functional outcome

KW - reperfusion

KW - TRAUMATIC BRAIN-INJURY

KW - BREAST-CANCER

KW - SUPER LEARNER

KW - REGRESSION

KW - SELECTION

KW - CHEMOTHERAPY

KW - MODELS

KW - TRIALS

KW - SCORE

KW - RISK

U2 - 10.3389/fneur.2018.00784

DO - 10.3389/fneur.2018.00784

M3 - Article

VL - 9

JO - Frontiers in Neurology

JF - Frontiers in Neurology

SN - 1664-2295

M1 - 784

ER -