Machine-Learning Model for Mortality Prediction in Patients With Community-Acquired Pneumonia: Development and Validation Study |
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| Affiliation: | 1. Center for Public Health Initiatives, University of Pennsylvania, Philadelphia, PA 19104, USA;2. Department of Educational Psychology and Learning Systems, Florida State University, Tallahassee, FL, USA;3. Department of Epidemiology, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China;4. School of Psychology, Northeast Normal University, Changchun, China |
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| Keywords: | artificial intelligence community-acquired pneumonia machine learning mortality prediction pneumonia AUC-ROC" },{" #name" :" keyword" ," $" :{" id" :" kwrd0040" }," $$" :[{" #name" :" text" ," _" :" area under the receiver operating characteristic curve CAP" },{" #name" :" keyword" ," $" :{" id" :" kwrd0050" }," $$" :[{" #name" :" text" ," _" :" community-acquired pneumonia CPN" },{" #name" :" keyword" ," $" :{" id" :" kwrd0060" }," $$" :[{" #name" :" text" ," _" :" causal probabilistic network DBP" },{" #name" :" keyword" ," $" :{" id" :" kwrd0070" }," $$" :[{" #name" :" text" ," _" :" diastolic BP EHR" },{" #name" :" keyword" ," $" :{" id" :" kwrd0080" }," $$" :[{" #name" :" text" ," _" :" electronic health record MAP" },{" #name" :" keyword" ," $" :{" id" :" kwrd0090" }," $$" :[{" #name" :" text" ," _" :" median arterial pressure ML" },{" #name" :" keyword" ," $" :{" id" :" kwrd0100" }," $$" :[{" #name" :" text" ," _" :" machine learning Pmort" },{" #name" :" keyword" ," $" :{" id" :" kwrd0110" }," $$" :[{" #name" :" text" ," _" :" probability of death within 30 days PSI" },{" #name" :" keyword" ," $" :{" id" :" kwrd0120" }," $$" :[{" #name" :" text" ," _" :" Pneumonia Severity Index qSOFA" },{" #name" :" keyword" ," $" :{" id" :" kwrd0130" }," $$" :[{" #name" :" text" ," _" :" quick Sequential Organ Failure Assessment SBP" },{" #name" :" keyword" ," $" :{" id" :" kwrd0140" }," $$" :[{" #name" :" text" ," _" :" systolic BP SeF" },{" #name" :" keyword" ," $" :{" id" :" kwrd0150" }," $$" :[{" #name" :" text" ," _" :" SepsisFinder SeF-ML" },{" #name" :" keyword" ," $" :{" id" :" kwrd0160" }," $$" :[{" #name" :" text" ," _" :" SeF adapted for CAP SOFA" },{" #name" :" keyword" ," $" :{" id" :" kwrd0170" }," $$" :[{" #name" :" text" ," _" :" Sequential Organ Failure Assessment |
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