Pulmonary emphysema subtypes defined by unsupervised machine learning on CT scans.
Angelini ED, Yang J, Balte PP, Hoffman EA, Manichaikul AW, Sun Y, Shen W, Austin JHM, Allen NB, Bleecker ER, Bowler R, Cho MH, Cooper CS, Couper D, Dransfield MT, Garcia CK, Han MK, Hansel NN, Hughes E, Jacobs DR, Kasela S, Kaufman JD, Kim JS, Lappalainen T, Lima J, Malinsky D, Martinez FJ, Oelsner EC, Ortega VE, Paine R, Post W, Pottinger TD, Prince MR, Rich SS, Silverman EK, Smith BM, Swift AJ, Watson KE, Woodruff PG, Laine AF, Barr RG.
Angelini ED, et al. Among authors: manichaikul aw.
Thorax. 2023 Nov;78(11):1067-1079. doi: 10.1136/thorax-2022-219158. Epub 2023 Jun 2.
Thorax. 2023.
PMID: 37268414
Free PMC article.