Evaluation metrics of the models constructed by each algorithm.

<p>Evaluation metrics of the models constructed by each algorithm.</p>

محفوظ في:
التفاصيل البيبلوغرافية
المؤلف الرئيسي: Xiaoyan Yang (259084) (author)
مؤلفون آخرون: Wenqiang Li (483433) (author), Qin Xiao (487551) (author), Shiyun Du (6242342) (author), Xi Wang (15032) (author), Ying Zhang (40767) (author), Sulian Li (22662396) (author)
منشور في: 2025
الموضوعات:
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_version_ 1852014630368444416
author Xiaoyan Yang (259084)
author2 Wenqiang Li (483433)
Qin Xiao (487551)
Shiyun Du (6242342)
Xi Wang (15032)
Ying Zhang (40767)
Sulian Li (22662396)
author2_role author
author
author
author
author
author
author_facet Xiaoyan Yang (259084)
Wenqiang Li (483433)
Qin Xiao (487551)
Shiyun Du (6242342)
Xi Wang (15032)
Ying Zhang (40767)
Sulian Li (22662396)
author_role author
dc.creator.none.fl_str_mv Xiaoyan Yang (259084)
Wenqiang Li (483433)
Qin Xiao (487551)
Shiyun Du (6242342)
Xi Wang (15032)
Ying Zhang (40767)
Sulian Li (22662396)
dc.date.none.fl_str_mv 2025-11-21T18:32:33Z
dc.identifier.none.fl_str_mv 10.1371/journal.pone.0336466.t004
dc.relation.none.fl_str_mv https://figshare.com/articles/dataset/Evaluation_metrics_of_the_models_constructed_by_each_algorithm_/30677514
dc.rights.none.fl_str_mv CC BY 4.0
info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Medicine
Biotechnology
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Information Systems not elsewhere classified
machine learning algorithms
digital health tools
automatically flag high
analyzing feature importance
optimal predictive performance
important predictive factors
data collection occurring
whether constipation occurred
auc ), accuracy
clinical information system
namely logistic regression
key risk factors
identified using shap
model predictive performance
construct predictive models
logistic regression
predictive model
clinical data
svm ),
postoperative constipation
knn ),
constipation risk
clinical utility
clinical prevention
xlink ">
study conducted
retrospective analysis
provide decision
outcome variable
nutritional risk
nearest neighbors
model developed
model demonstrated
may 2024
making support
january 2020
hospital stay
game theory
femoral fracture
elderly patients
december 2024
chronic gastritis
based approach
dc.title.none.fl_str_mv Evaluation metrics of the models constructed by each algorithm.
dc.type.none.fl_str_mv Dataset
info:eu-repo/semantics/publishedVersion
dataset
description <p>Evaluation metrics of the models constructed by each algorithm.</p>
eu_rights_str_mv openAccess
id Manara_2aaa398be230ea795cdef544ec7fbe69
identifier_str_mv 10.1371/journal.pone.0336466.t004
network_acronym_str Manara
network_name_str ManaraRepo
oai_identifier_str oai:figshare.com:article/30677514
publishDate 2025
repository.mail.fl_str_mv
repository.name.fl_str_mv
repository_id_str
rights_invalid_str_mv CC BY 4.0
spelling Evaluation metrics of the models constructed by each algorithm.Xiaoyan Yang (259084)Wenqiang Li (483433)Qin Xiao (487551)Shiyun Du (6242342)Xi Wang (15032)Ying Zhang (40767)Sulian Li (22662396)MedicineBiotechnologyBiological Sciences not elsewhere classifiedMathematical Sciences not elsewhere classifiedInformation Systems not elsewhere classifiedmachine learning algorithmsdigital health toolsautomatically flag highanalyzing feature importanceoptimal predictive performanceimportant predictive factorsdata collection occurringwhether constipation occurredauc ), accuracyclinical information systemnamely logistic regressionkey risk factorsidentified using shapmodel predictive performanceconstruct predictive modelslogistic regressionpredictive modelclinical datasvm ),postoperative constipationknn ),constipation riskclinical utilityclinical preventionxlink ">study conductedretrospective analysisprovide decisionoutcome variablenutritional risknearest neighborsmodel developedmodel demonstratedmay 2024making supportjanuary 2020hospital staygame theoryfemoral fractureelderly patientsdecember 2024chronic gastritisbased approach<p>Evaluation metrics of the models constructed by each algorithm.</p>2025-11-21T18:32:33ZDatasetinfo:eu-repo/semantics/publishedVersiondataset10.1371/journal.pone.0336466.t004https://figshare.com/articles/dataset/Evaluation_metrics_of_the_models_constructed_by_each_algorithm_/30677514CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/306775142025-11-21T18:32:33Z
spellingShingle Evaluation metrics of the models constructed by each algorithm.
Xiaoyan Yang (259084)
Medicine
Biotechnology
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Information Systems not elsewhere classified
machine learning algorithms
digital health tools
automatically flag high
analyzing feature importance
optimal predictive performance
important predictive factors
data collection occurring
whether constipation occurred
auc ), accuracy
clinical information system
namely logistic regression
key risk factors
identified using shap
model predictive performance
construct predictive models
logistic regression
predictive model
clinical data
svm ),
postoperative constipation
knn ),
constipation risk
clinical utility
clinical prevention
xlink ">
study conducted
retrospective analysis
provide decision
outcome variable
nutritional risk
nearest neighbors
model developed
model demonstrated
may 2024
making support
january 2020
hospital stay
game theory
femoral fracture
elderly patients
december 2024
chronic gastritis
based approach
status_str publishedVersion
title Evaluation metrics of the models constructed by each algorithm.
title_full Evaluation metrics of the models constructed by each algorithm.
title_fullStr Evaluation metrics of the models constructed by each algorithm.
title_full_unstemmed Evaluation metrics of the models constructed by each algorithm.
title_short Evaluation metrics of the models constructed by each algorithm.
title_sort Evaluation metrics of the models constructed by each algorithm.
topic Medicine
Biotechnology
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Information Systems not elsewhere classified
machine learning algorithms
digital health tools
automatically flag high
analyzing feature importance
optimal predictive performance
important predictive factors
data collection occurring
whether constipation occurred
auc ), accuracy
clinical information system
namely logistic regression
key risk factors
identified using shap
model predictive performance
construct predictive models
logistic regression
predictive model
clinical data
svm ),
postoperative constipation
knn ),
constipation risk
clinical utility
clinical prevention
xlink ">
study conducted
retrospective analysis
provide decision
outcome variable
nutritional risk
nearest neighbors
model developed
model demonstrated
may 2024
making support
january 2020
hospital stay
game theory
femoral fracture
elderly patients
december 2024
chronic gastritis
based approach