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: liu kd.
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.