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Volume 52 (2022): Issue 4 (Apr 2022): Big Data and New Technologies in Neurosurgical Decision-Making
in
Neurosurgical Focus
Artwork from Agarwal et al. (E9). Copyright Kenneth X. Probst. Published with permission.
Introduction. Big data and its impact on the future of neurosurgery
By:
Michael Y. Wang
,
Jang W. Yoon
,
Gelareh Zadeh
,
Paul Park
,
Erica F. Bisson
, and
Daniel M. Sciubba
Pages: E1
Publication Date: Apr 2022
Editorial. The use of big data for improving understanding of the natural history of neurosurgical disease
By:
Katherine G. Holste
,
Zoey Chopra
,
Sara Saleh
,
Yamaan S. Saadeh
,
Paul Park
, and
Cormac O. Maher
Pages: E2
Publication Date: Apr 2022
An integrated risk model stratifying seizure risk following brain tumor resection among seizure-naive patients without antiepileptic prophylaxis
By:
Michael C. Jin
,
Jonathon J. Parker
,
Laura M. Prolo
,
Adela Wu
,
Casey H. Halpern
,
Gordon Li
,
John K. Ratliff
,
Summer S. Han
,
Stephen L. Skirboll
, and
Gerald A. Grant
Pages: E3
Publication Date: Apr 2022
Data-driven phenotyping of preoperative functional decline patterns in patients undergoing lumbar decompression and lumbar fusion using smartphone accelerometry
By:
Hasan S. Ahmad
,
Shikha Singh
,
Kenneth Jiao
,
Gregory W. Basil
,
Andrew I. Yang
,
Michael Y. Wang
,
William C. Welch
, and
Jang W. Yoon
Pages: E4
Publication Date: Apr 2022
Automated prediction of the Thoracolumbar Injury Classification and Severity Score from CT using a novel deep learning algorithm
By:
Sophia A. Doerr
,
Carly Weber-Levine
,
Andrew M. Hersh
,
Tolulope Awosika
,
Brendan Judy
,
Yike Jin
,
Divyaansh Raj
,
Ann Liu
,
Daniel Lubelski
,
Craig K. Jones
,
Haris I. Sair
, and
Nicholas Theodore
Pages: E5
Publication Date: Apr 2022
Boosting phase-contrast MRI performance in idiopathic normal pressure hydrocephalus diagnostics by means of machine learning approach
By:
Aleš Vlasák
,
Václav Gerla
,
Petr Skalický
,
Arnošt Mládek
,
Vojtěch Sedlák
,
Jiří Vrána
,
Helen Whitley
,
Lenka Lhotská
,
Vladimír Beneš Sr.
,
Vladimír Beneš Jr.
, and
Ondřej Bradáč
Pages: E6
Publication Date: Apr 2022
Differentiation of lumbar disc herniation and lumbar spinal stenosis using natural language processing–based machine learning based on positive symptoms
By:
GuanRui Ren
,
Kun Yu
,
ZhiYang Xie
,
Lei Liu
,
PeiYang Wang
,
Wei Zhang
,
YunTao Wang
, and
XiaoTao Wu
Pages: E7
Publication Date: Apr 2022
Predicting surgical decision-making in vestibular schwannoma using tree-based machine learning
By:
Ron Gadot
,
Adrish Anand
,
Benjamin D. Lovin
,
Alex D. Sweeney
, and
Akash J. Patel
Pages: E8
Publication Date: Apr 2022
Decision tree–based machine learning analysis of intraoperative vasopressor use to optimize neurological improvement in acute spinal cord injury
By:
Nitin Agarwal
,
Alexander A. Aabedi
,
Abel Torres-Espin
,
Austin Chou
,
Thomas A. Wozny
,
Praveen V. Mummaneni
,
John F. Burke
,
Adam R. Ferguson
,
Nikos Kyritsis
,
Sanjay S. Dhall
,
Philip R. Weinstein
,
Xuan Duong-Fernandez
,
Jonathan Pan
,
Vineeta Singh
,
Debra D. Hemmerle
,
Jason F. Talbott
,
William D. Whetstone
,
Jacqueline C. Bresnahan
,
Geoffrey T. Manley
,
Michael S. Beattie
, and
Anthony M. DiGiorgio
Pages: E9
Publication Date: Apr 2022
A novel surgical planning system using an AI model to optimize planning of pedicle screw trajectories with highest bone mineral density and strongest pull-out force
By:
Chi Ma
,
Da Zou
,
Huan Qi
,
Chentian Li
,
Cheng Zhang
,
Kedi Yang
,
Feng Zhu
,
Weishi Li
, and
William W. Lu
Pages: E10
Publication Date: Apr 2022
Code-free machine learning for object detection in surgical video: a benchmarking, feasibility, and cost study
By:
Vyom Unadkat
,
Dhiraj J. Pangal
,
Guillaume Kugener
,
Arman Roshannai
,
Justin Chan
,
Yichao Zhu
,
Nicholas Markarian
,
Gabriel Zada
, and
Daniel A. Donoho
Pages: E11
Publication Date: Apr 2022
Machine learning to predict passenger mortality and hospital length of stay following motor vehicle collision
By:
John Paul G. Kolcun
,
Brian Covello
,
Joanna E. Gernsback
,
Iahn Cajigas
, and
Jonathan R. Jagid
Pages: E12
Publication Date: Apr 2022
Development and validation of a novel survival prediction model for newly diagnosed lower-grade gliomas
By:
Qiang Zhu
,
Yuchao Liang
,
Ziwen Fan
,
Yukun Liu
,
Chunyao Zhou
,
Hong Zhang
,
Lei He
,
Tianshi Li
,
Jianing Yang
,
Yanpeng Zhou
,
Jiaxiang Wang
, and
Lei Wang
Pages: E13
Publication Date: Apr 2022
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