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Prognosticating Outcome in Pancreatic Head Cancer With the use of a Machine Learning Algorithm

Authors :
Zarrukh Baig MD
Nawaf Abu-Omar MD
Rayyan Khan MSc
Carlos Verdiales BSc
Ryan Frehlick BSc
John Shaw MD
Fang-Xiang Wu PhD, Eng SMIEE
Yigang Luo MD
Source :
Technology in Cancer Research & Treatment, Vol 20 (2021)
Publication Year :
2021
Publisher :
SAGE Publishing, 2021.

Abstract

Background: The purpose of this project is to identify prognostic features in resectable pancreatic head adenocarcinoma and use these features to develop a machine learning algorithm that prognosticates survival for patients pursuing pancreaticoduodenectomy. Methods: A retrospective cohort study of 93 patients who underwent a pancreaticoduodenectomy was performed. The patients were analyzed in 2 groups: Group 1 (n = 38) comprised of patients who survived 2 years. After comparing the two groups, 9 categorical features and 2 continuous features (11 total) were selected to be statistically significant (p

Details

Language :
English
ISSN :
15330338
Volume :
20
Database :
Directory of Open Access Journals
Journal :
Technology in Cancer Research & Treatment
Publication Type :
Academic Journal
Accession number :
edsdoj.01b67a0c3df42a5a008833818b16f4d
Document Type :
article
Full Text :
https://doi.org/10.1177/15330338211050767