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Validation and utility of ARDS subphenotypes identified by machine-learning models using clinical data: an observational, multicohort, retrospective analysis.
Maddali MV, Churpek M, Pham T, Rezoagli E, Zhuo H, Zhao W, He J, Delucchi KL, Wang C, Wickersham N, McNeil JB, Jauregui A, Ke S, Vessel K, Gomez A, Hendrickson CM, Kangelaris KN, Sarma A, Leligdowicz A, Liu KD, Matthay MA, Ware LB, Laffey JG, Bellani G, Calfee CS, Sinha P; LUNG SAFE Investigators and the ESICM Trials Group. Maddali MV, et al. Among authors: churpek m. Lancet Respir Med. 2022 Apr;10(4):367-377. doi: 10.1016/S2213-2600(21)00461-6. Epub 2022 Jan 10. Lancet Respir Med. 2022. PMID: 35026177 Free PMC article.
Comparison of machine learning clustering algorithms for detecting heterogeneity of treatment effect in acute respiratory distress syndrome: A secondary analysis of three randomised controlled trials.
Sinha P, Spicer A, Delucchi KL, McAuley DF, Calfee CS, Churpek MM. Sinha P, et al. Among authors: churpek mm. EBioMedicine. 2021 Dec;74:103697. doi: 10.1016/j.ebiom.2021.103697. Epub 2021 Dec 1. EBioMedicine. 2021. PMID: 34861492 Free PMC article. Clinical Trial.
Hospital trajectories and early predictors of clinical outcomes differ between SARS-CoV-2 and influenza pneumonia.
Lyons PG, Bhavani SV, Mody A, Bewley A, Dittman K, Doyle A, Windham SL, Patel TM, Raju BN, Keller M, Churpek MM, Calfee CS, Michelson AP, Kannampallil T, Geng EH, Sinha P. Lyons PG, et al. Among authors: churpek mm. EBioMedicine. 2022 Nov;85:104295. doi: 10.1016/j.ebiom.2022.104295. Epub 2022 Oct 3. EBioMedicine. 2022. PMID: 36202054 Free PMC article.
Using Machine Learning to Predict Likelihood and Cause of Readmission After Hospitalization for Chronic Obstructive Pulmonary Disease Exacerbation.
Bonomo M, Hermsen MG, Kaskovich S, Hemmrich MJ, Rojas JC, Carey KA, Venable LR, Churpek MM, Press VG. Bonomo M, et al. Among authors: churpek mm. Int J Chron Obstruct Pulmon Dis. 2022 Oct 20;17:2701-2709. doi: 10.2147/COPD.S379700. eCollection 2022. Int J Chron Obstruct Pulmon Dis. 2022. PMID: 36299799 Free PMC article.
184 results