ArticleCHEST critical care2026
Development of a Pilot Machine Learning Model to Predict Successful Short-Term Treatment Success in Critically Ill Patients With Community-Acquired Pneumonia.
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Article in CHEST critical care, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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Authors and funding
15 authors.
Mengou ZhuDepartment of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL.
Wan-Ting LiaoDivision of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL.
Alec PeltekianDepartment of Computer Science, McCormick School of Engineering and Applied Science, Northwestern University, Evanston, IL.
Nikolay S MarkovDivision of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL.
Mengjia KangDivision of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL.
Luke V RasmussenDivision of Health and Biomedical Informatics, Feinberg School of Medicine, Northwestern University, Chicago, IL.
Chiagozie I PickensDivision of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL.
Thomas StoegerDivision of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL.
Theresa L WalunasDivision of Health and Biomedical Informatics, Feinberg School of Medicine, Northwestern University, Chicago, IL.
Alexander V MisharinDivision of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL.
Benjamin D SingerDivision of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL.
G R Scott BudingerDivision of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL.
Richard G WunderinkDivision of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL.
Ankit AgrawalDepartment of Computer Science, McCormick School of Engineering and Applied Science, Northwestern University, Evanston, IL.
Catherine A GaoDivision of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL.
Funding
Role of LUBAC and Na K-ATPase in Acute Lung InjuryP01HL071643 · NHLBI · NORTHWESTERN UNIVERSITY AT CHICAGO · PI SZNAJDER, JACOB I · 2003 to 2019
$30.8MTissue resident macrophages regulate proteostasis in the aging lungP01AG049665 · NIA · NORTHWESTERN UNIVERSITY AT CHICAGO · PI Benjamin David Singer · 2015 to 2026
$26.9MTechnology CoreU19AI135964 · NIAID · NORTHWESTERN UNIVERSITY AT CHICAGO · PI RICHARD G WUNDERINK · 2018 to 2026
$24.7MThe Cell Phenotyping and Mouse CoreP01HL154998 · NHLBI · NORTHWESTERN UNIVERSITY AT CHICAGO · PI KAREN M RIDGE · 2021 to 2026
$18.9MThe Neu-Lung Consortium: Neutrophilic Mechanisms of Inflammation, Injury, and Repair in Lung and Airways DiseasesU19AI181102 · NIAID · NORTHWESTERN UNIVERSITY AT CHICAGO · PI Max A Seibold · 2024 to 2026
$9.3MRole of spleen educated monocytes in mediating ischemia-reperfusion injury followinglung transplant surgeryR01HL147575 · NHLBI · NORTHWESTERN UNIVERSITY AT CHICAGO · PI Ankit Bharat, GR Scott Budinger · 2019 to 2026
$5.5MCRITICAL: Collaborative Resource for Intensive care Translational science, Informatics, Comprehensive Analytics, and LearningU01TR003528 · NCATS · NORTHWESTERN UNIVERSITY AT CHICAGO · PI CIMINO, JAMES J, LUO, YUAN · 2021 to 2024
$4.9MMechanisms of regulatory T cell-mediated recovery from severe viral pneumoniaR01HL149883 · NHLBI · NORTHWESTERN UNIVERSITY AT CHICAGO · PI Benjamin David Singer · 2020 to 2026
$4.1MLung transplant injury drives chronic lung allograft dysfunction via recruitment ofmonocyte-derived alveolar macrophagesR01HL153312 · NHLBI · NORTHWESTERN UNIVERSITY AT CHICAGO · PI MISHARIN, ALEXANDER · 2020 to 2023
$2.9MTargeting abnormal alveolar immune activation and failed epithelial repair in COVID-19R01HL158139 · NHLBI · NORTHWESTERN UNIVERSITY AT CHICAGO · PI BUDINGER, GR SCOTT, MISHARIN, ALEXANDER · 2022 to 2025
$2.9MModeling the Incompleteness and Biases of Health DataR01LM013337 · NLM · NORTHWESTERN UNIVERSITY AT CHICAGO · PI LUO, YUAN · 2020 to 2023
$1.3MTargeting linear ubiquitination to attenuate inflammation and promote repair after IAV infectionR01HL154686 · NHLBI · NORTHWESTERN UNIVERSITY AT CHICAGO · PI BUDINGER, GR SCOTT, SZNAJDER, JACOB I · 2020 to 2020
$687kCSRD VA I01 CX001777NCATS NIH HHS U01 TR003528NHLBI NIH HHS K23 HL169815NHLBI NIH HHS P01 HL071643NHLBI NIH HHS P01 HL154998NHLBI NIH HHS R01 HL147575NHLBI NIH HHS R01 HL149883NHLBI NIH HHS R01 HL153122NHLBI NIH HHS R01 HL153312NHLBI NIH HHS R01 HL154686NHLBI NIH HHS R01 HL158139NIAID NIH HHS U19 AI135964NIAID NIH HHS U19 AI181102NIA NIH HHS P01 AG049665NIA NIH HHS R21 AG075423NLM NIH HHS R01 LM013337
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.