Observed and predicted frequency of each algorithm combination of community-acquired pneumonia (CAP) in Model-3 in the primary analysis.

Observed and predicted frequency of each algorithm combination of community-acquired pneumonia (CAP) in Model-3 in the primary analysis.

<p>The columns indicate specific combinations, with filled circles denote an algorithm being positive in each combination. 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-reac...

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Bibliographic Details
Main Author: Jia Wei (120974) (author)
Other Authors: Kevin Yuan (2287234) (author), Augustine Luk (21755524) (author), A. Sarah Walker (7841282) (author), David W. Eyre (10042129) (author)
Published: 2025
Subjects:
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 ).
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Description
Summary:<p>The columns indicate specific combinations, with filled circles denote an algorithm being positive in each combination. 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>

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