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

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