Artificial Intelligence-Driven Prediction Modeling and Decision Making in Spine Surgery Using Hybrid Machine Learning Models.

Babak Saravi; Frank Hassel; Sara Ülkümen; Alisia Zink; Veronika Shavlokhova; Sebastien Couillard-Despres; Martin Boeker; Peter Obid; Gernot Michael Lang

doi:10.3390/jpm12040509

Artificial Intelligence-Driven Prediction Modeling and Decision Making in Spine Surgery Using Hybrid Machine Learning Models.

Babak Saravi
, Frank Hassel
, Sara Ülkümen
, Alisia Zink
, Veronika Shavlokhova
, Sebastien Couillard-Despres (Co-author)
, Martin Boeker
, Peter Obid
, Gernot Michael Lang

Institute of Experimental Neuroregeneration

Research output: Contribution to journal › Review article › peer-review

77 Citations (Web of Science)

Original language	English
Journal	JOURNAL OF PERSONALIZED MEDICINE
Volume	12
Issue number	4
DOIs	https://doi.org/10.3390/jpm12040509
Publication status	Published - 2022

Keywords

LENGTH-OF-STAY
NEURAL-NETWORKS
FUSION
COMPLICATIONS
READMISSION
PERFORMANCE
REGRESSION
DIAGNOSIS
OUTCOMES
SYSTEM

Access to Document

10.3390/jpm12040509

Cite this

@article{6a8162ab04594b65b83c325b10c451bb,

title = "Artificial Intelligence-Driven Prediction Modeling and Decision Making in Spine Surgery Using Hybrid Machine Learning Models.",

keywords = "LENGTH-OF-STAY, NEURAL-NETWORKS, FUSION, COMPLICATIONS, READMISSION, PERFORMANCE, REGRESSION, DIAGNOSIS, OUTCOMES, SYSTEM",

author = "Babak Saravi and Frank Hassel and Sara {\"U}lk{\"u}men and Alisia Zink and Veronika Shavlokhova and Sebastien Couillard-Despres and Martin Boeker and Peter Obid and Lang, \{Gernot Michael\}",

note = "Saravi, Couillard-Despres: Institute of Experimental Neuroregeneration, Spinal Cord Injury and Tissue Regeneration Center Salzburg (SCI-TReCS), Paracelsus Medical University, 5020 Salzburg, Austria",

year = "2022",

doi = "10.3390/jpm12040509",

language = "English",

volume = "12",

journal = "JOURNAL OF PERSONALIZED MEDICINE",

issn = "2075-4426",

publisher = "MDPI",

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TY - JOUR

T1 - Artificial Intelligence-Driven Prediction Modeling and Decision Making in Spine Surgery Using Hybrid Machine Learning Models.

AU - Saravi, Babak

AU - Hassel, Frank

AU - Ülkümen, Sara

AU - Zink, Alisia

AU - Shavlokhova, Veronika

AU - Couillard-Despres, Sebastien

AU - Boeker, Martin

AU - Obid, Peter

AU - Lang, Gernot Michael

N1 - Saravi, Couillard-Despres: Institute of Experimental Neuroregeneration, Spinal Cord Injury and Tissue Regeneration Center Salzburg (SCI-TReCS), Paracelsus Medical University, 5020 Salzburg, Austria

PY - 2022

Y1 - 2022

KW - LENGTH-OF-STAY

KW - NEURAL-NETWORKS

KW - FUSION

KW - COMPLICATIONS

KW - READMISSION

KW - PERFORMANCE

KW - REGRESSION

KW - DIAGNOSIS

KW - OUTCOMES

KW - SYSTEM

U2 - 10.3390/jpm12040509

DO - 10.3390/jpm12040509

M3 - Review article

C2 - 35455625

SN - 2075-4426

VL - 12

JO - JOURNAL OF PERSONALIZED MEDICINE

JF - JOURNAL OF PERSONALIZED MEDICINE

IS - 4

ER -