Predicted sensitivity, specificity, PPV, and NPV of the four algorithms (a, b) and algorithms combinations (c, d) under Model-3 in the primary analysis.

<p>Algorithm combinations used an ‘OR’ rule for three or four positive outcomes. PPV: positive predictive value; NPV: negative predictive value. Codes: CAP primary diagnostic codes; Indication: CAP antibiotic indication; Radiology: chest X-ray report or CT scan report; Tests: shortness of brea...

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محفوظ في:
التفاصيل البيبلوغرافية
المؤلف الرئيسي: Jia Wei (120974) (author)
مؤلفون آخرون: Kevin Yuan (2287234) (author), Augustine Luk (21755524) (author), A. Sarah Walker (7841282) (author), David W. Eyre (10042129) (author)
منشور في: 2025
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_version_ 1852018330459701248
author Jia Wei (120974)
author2 Kevin Yuan (2287234)
Augustine Luk (21755524)
A. Sarah Walker (7841282)
David W. Eyre (10042129)
author2_role author
author
author
author
author_facet Jia Wei (120974)
Kevin Yuan (2287234)
Augustine Luk (21755524)
A. Sarah Walker (7841282)
David W. Eyre (10042129)
author_role author
dc.creator.none.fl_str_mv Jia Wei (120974)
Kevin Yuan (2287234)
Augustine Luk (21755524)
A. Sarah Walker (7841282)
David W. Eyre (10042129)
dc.date.none.fl_str_mv 2025-07-21T17:22:27Z
dc.identifier.none.fl_str_mv 10.1371/journal.pdig.0000936.g002
dc.relation.none.fl_str_mv https://figshare.com/articles/figure/Predicted_sensitivity_specificity_PPV_and_NPV_of_the_four_algorithms_a_b_and_algorithms_combinations_c_d_under_Model-3_in_the_primary_analysis_/29611432
dc.rights.none.fl_str_mv CC BY 4.0
info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Medicine
Biotechnology
Sociology
Infectious Diseases
Computational Biology
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Information Systems not elsewhere classified
investigated four ehr
emergency hospital admission
electronic health records
best fitting model
681 hospital admissions
improving cap identification
cap surveillance leads
primary diagnostic codes
algorithm produced sensitivity
xlink "> community
radiology reports intermediate
credible interval 13
antibiotic indication text
acquired pneumonia identification
997 respectively ),
cap diagnostic codes
cap detection based
diagnostic codes
text reports
acquired pneumonia
radiology free
defining cap
based algorithms
antibiotic prescriptions
905 respectively
ehrs ),
982 ),
sensitivity analyses
low sensitivity
higher sensitivity
vital signs
using 491
significant cause
relying solely
multiple imputation
gold standard
even without
estimated prevalence
epidemiological estimates
documented indications
blood tests
963 ).
960 ).
dc.title.none.fl_str_mv Predicted sensitivity, specificity, PPV, and NPV of the four algorithms (a, b) and algorithms combinations (c, d) under Model-3 in the primary analysis.
dc.type.none.fl_str_mv Image
Figure
info:eu-repo/semantics/publishedVersion
image
description <p>Algorithm combinations used an ‘OR’ rule for three or four positive outcomes. PPV: positive predictive value; NPV: negative predictive value. Codes: CAP primary diagnostic codes; Indication: CAP antibiotic indication; Radiology: chest X-ray report or CT scan report; Tests: shortness of breath and elevated C-reactive protein levels.</p>
eu_rights_str_mv openAccess
id Manara_ec2a55e26b4a33afd281b24ea239f5eb
identifier_str_mv 10.1371/journal.pdig.0000936.g002
network_acronym_str Manara
network_name_str ManaraRepo
oai_identifier_str oai:figshare.com:article/29611432
publishDate 2025
repository.mail.fl_str_mv
repository.name.fl_str_mv
repository_id_str
rights_invalid_str_mv CC BY 4.0
spelling Predicted sensitivity, specificity, PPV, and NPV of the four algorithms (a, b) and algorithms combinations (c, d) under Model-3 in the primary analysis.Jia Wei (120974)Kevin Yuan (2287234)Augustine Luk (21755524)A. Sarah Walker (7841282)David W. Eyre (10042129)MedicineBiotechnologySociologyInfectious DiseasesComputational BiologyBiological Sciences not elsewhere classifiedMathematical Sciences not elsewhere classifiedInformation Systems not elsewhere classifiedinvestigated four ehremergency hospital admissionelectronic health recordsbest fitting model681 hospital admissionsimproving cap identificationcap surveillance leadsprimary diagnostic codesalgorithm produced sensitivityxlink "> communityradiology reports intermediatecredible interval 13antibiotic indication textacquired pneumonia identification997 respectively ),cap diagnostic codescap detection baseddiagnostic codestext reportsacquired pneumoniaradiology freedefining capbased algorithmsantibiotic prescriptions905 respectivelyehrs ),982 ),sensitivity analyseslow sensitivityhigher sensitivityvital signsusing 491significant causerelying solelymultiple imputationgold standardeven withoutestimated prevalenceepidemiological estimatesdocumented indicationsblood tests963 ).960 ).<p>Algorithm combinations used an ‘OR’ rule for three or four positive outcomes. PPV: positive predictive value; NPV: negative predictive value. Codes: CAP primary diagnostic codes; Indication: CAP antibiotic indication; Radiology: chest X-ray report or CT scan report; Tests: shortness of breath and elevated C-reactive protein levels.</p>2025-07-21T17:22:27ZImageFigureinfo:eu-repo/semantics/publishedVersionimage10.1371/journal.pdig.0000936.g002https://figshare.com/articles/figure/Predicted_sensitivity_specificity_PPV_and_NPV_of_the_four_algorithms_a_b_and_algorithms_combinations_c_d_under_Model-3_in_the_primary_analysis_/29611432CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/296114322025-07-21T17:22:27Z
spellingShingle Predicted sensitivity, specificity, PPV, and NPV of the four algorithms (a, b) and algorithms combinations (c, d) under Model-3 in the primary analysis.
Jia Wei (120974)
Medicine
Biotechnology
Sociology
Infectious Diseases
Computational Biology
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Information Systems not elsewhere classified
investigated four ehr
emergency hospital admission
electronic health records
best fitting model
681 hospital admissions
improving cap identification
cap surveillance leads
primary diagnostic codes
algorithm produced sensitivity
xlink "> community
radiology reports intermediate
credible interval 13
antibiotic indication text
acquired pneumonia identification
997 respectively ),
cap diagnostic codes
cap detection based
diagnostic codes
text reports
acquired pneumonia
radiology free
defining cap
based algorithms
antibiotic prescriptions
905 respectively
ehrs ),
982 ),
sensitivity analyses
low sensitivity
higher sensitivity
vital signs
using 491
significant cause
relying solely
multiple imputation
gold standard
even without
estimated prevalence
epidemiological estimates
documented indications
blood tests
963 ).
960 ).
status_str publishedVersion
title Predicted sensitivity, specificity, PPV, and NPV of the four algorithms (a, b) and algorithms combinations (c, d) under Model-3 in the primary analysis.
title_full Predicted sensitivity, specificity, PPV, and NPV of the four algorithms (a, b) and algorithms combinations (c, d) under Model-3 in the primary analysis.
title_fullStr Predicted sensitivity, specificity, PPV, and NPV of the four algorithms (a, b) and algorithms combinations (c, d) under Model-3 in the primary analysis.
title_full_unstemmed Predicted sensitivity, specificity, PPV, and NPV of the four algorithms (a, b) and algorithms combinations (c, d) under Model-3 in the primary analysis.
title_short Predicted sensitivity, specificity, PPV, and NPV of the four algorithms (a, b) and algorithms combinations (c, d) under Model-3 in the primary analysis.
title_sort Predicted sensitivity, specificity, PPV, and NPV of the four algorithms (a, b) and algorithms combinations (c, d) under Model-3 in the primary analysis.
topic Medicine
Biotechnology
Sociology
Infectious Diseases
Computational Biology
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Information Systems not elsewhere classified
investigated four ehr
emergency hospital admission
electronic health records
best fitting model
681 hospital admissions
improving cap identification
cap surveillance leads
primary diagnostic codes
algorithm produced sensitivity
xlink "> community
radiology reports intermediate
credible interval 13
antibiotic indication text
acquired pneumonia identification
997 respectively ),
cap diagnostic codes
cap detection based
diagnostic codes
text reports
acquired pneumonia
radiology free
defining cap
based algorithms
antibiotic prescriptions
905 respectively
ehrs ),
982 ),
sensitivity analyses
low sensitivity
higher sensitivity
vital signs
using 491
significant cause
relying solely
multiple imputation
gold standard
even without
estimated prevalence
epidemiological estimates
documented indications
blood tests
963 ).
960 ).