Decision curve analysis for predictive models.

<p>Note: (A) Training set; (B) Testing set. Net benefit (Y-axis) calculated against two extreme scenarios: “treat all” (red dashed) and “treat none” (black dashed).</p>

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Main Author: Xie Qiu (13243770) (author)
Other Authors: Shuo Hu (2270659) (author), Shumin Dong (228797) (author), Haijun Sun (2487766) (author)
Published: 2025
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_version_ 1852016214928261120
author Xie Qiu (13243770)
author2 Shuo Hu (2270659)
Shumin Dong (228797)
Haijun Sun (2487766)
author2_role author
author
author
author_facet Xie Qiu (13243770)
Shuo Hu (2270659)
Shumin Dong (228797)
Haijun Sun (2487766)
author_role author
dc.creator.none.fl_str_mv Xie Qiu (13243770)
Shuo Hu (2270659)
Shumin Dong (228797)
Haijun Sun (2487766)
dc.date.none.fl_str_mv 2025-09-26T17:42:26Z
dc.identifier.none.fl_str_mv 10.1371/journal.pone.0333413.g006
dc.relation.none.fl_str_mv https://figshare.com/articles/figure/Decision_curve_analysis_for_predictive_models_/30222196
dc.rights.none.fl_str_mv CC BY 4.0
info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Medicine
Cell Biology
Biotechnology
Developmental Biology
Cancer
Mathematical Sciences not elsewhere classified
whale optimization algorithm
sucking leech optimizer
preoperative leukocyte count
postoperative pulmonary complications
offering actionable guidance
decision curve analysis
body mass index
assisted thoracic surgery
ant lion optimizer
8 &# 8211
3 &# 8211
2022 &# 8211
svm ), xgboost
patients undergoing video
intraoperative blood loss
automated machine learning
based predictive model
evaluated using auc
model achieved roc
automl model compared
based learning
model performance
improved blood
hho ),
xlink ">
training set
surgical variables
study establishes
reactive protein
nsclc patients
logistic regression
dca ).
crp ).
clinical parameters
auc values
dc.title.none.fl_str_mv Decision curve analysis for predictive models.
dc.type.none.fl_str_mv Image
Figure
info:eu-repo/semantics/publishedVersion
image
description <p>Note: (A) Training set; (B) Testing set. Net benefit (Y-axis) calculated against two extreme scenarios: “treat all” (red dashed) and “treat none” (black dashed).</p>
eu_rights_str_mv openAccess
id Manara_df7ab1ba7ebb8a1bf79240ae07c8a09d
identifier_str_mv 10.1371/journal.pone.0333413.g006
network_acronym_str Manara
network_name_str ManaraRepo
oai_identifier_str oai:figshare.com:article/30222196
publishDate 2025
repository.mail.fl_str_mv
repository.name.fl_str_mv
repository_id_str
rights_invalid_str_mv CC BY 4.0
spelling Decision curve analysis for predictive models.Xie Qiu (13243770)Shuo Hu (2270659)Shumin Dong (228797)Haijun Sun (2487766)MedicineCell BiologyBiotechnologyDevelopmental BiologyCancerMathematical Sciences not elsewhere classifiedwhale optimization algorithmsucking leech optimizerpreoperative leukocyte countpostoperative pulmonary complicationsoffering actionable guidancedecision curve analysisbody mass indexassisted thoracic surgeryant lion optimizer8 &# 82113 &# 82112022 &# 8211svm ), xgboostpatients undergoing videointraoperative blood lossautomated machine learningbased predictive modelevaluated using aucmodel achieved rocautoml model comparedbased learningmodel performanceimproved bloodhho ),xlink ">training setsurgical variablesstudy establishesreactive proteinnsclc patientslogistic regressiondca ).crp ).clinical parametersauc values<p>Note: (A) Training set; (B) Testing set. Net benefit (Y-axis) calculated against two extreme scenarios: “treat all” (red dashed) and “treat none” (black dashed).</p>2025-09-26T17:42:26ZImageFigureinfo:eu-repo/semantics/publishedVersionimage10.1371/journal.pone.0333413.g006https://figshare.com/articles/figure/Decision_curve_analysis_for_predictive_models_/30222196CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/302221962025-09-26T17:42:26Z
spellingShingle Decision curve analysis for predictive models.
Xie Qiu (13243770)
Medicine
Cell Biology
Biotechnology
Developmental Biology
Cancer
Mathematical Sciences not elsewhere classified
whale optimization algorithm
sucking leech optimizer
preoperative leukocyte count
postoperative pulmonary complications
offering actionable guidance
decision curve analysis
body mass index
assisted thoracic surgery
ant lion optimizer
8 &# 8211
3 &# 8211
2022 &# 8211
svm ), xgboost
patients undergoing video
intraoperative blood loss
automated machine learning
based predictive model
evaluated using auc
model achieved roc
automl model compared
based learning
model performance
improved blood
hho ),
xlink ">
training set
surgical variables
study establishes
reactive protein
nsclc patients
logistic regression
dca ).
crp ).
clinical parameters
auc values
status_str publishedVersion
title Decision curve analysis for predictive models.
title_full Decision curve analysis for predictive models.
title_fullStr Decision curve analysis for predictive models.
title_full_unstemmed Decision curve analysis for predictive models.
title_short Decision curve analysis for predictive models.
title_sort Decision curve analysis for predictive models.
topic Medicine
Cell Biology
Biotechnology
Developmental Biology
Cancer
Mathematical Sciences not elsewhere classified
whale optimization algorithm
sucking leech optimizer
preoperative leukocyte count
postoperative pulmonary complications
offering actionable guidance
decision curve analysis
body mass index
assisted thoracic surgery
ant lion optimizer
8 &# 8211
3 &# 8211
2022 &# 8211
svm ), xgboost
patients undergoing video
intraoperative blood loss
automated machine learning
based predictive model
evaluated using auc
model achieved roc
automl model compared
based learning
model performance
improved blood
hho ),
xlink ">
training set
surgical variables
study establishes
reactive protein
nsclc patients
logistic regression
dca ).
crp ).
clinical parameters
auc values