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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: yang j. Thorax. 2023 Nov;78(11):1067-1079. doi: 10.1136/thorax-2022-219158. Epub 2023 Jun 2. Thorax. 2023. PMID: 37268414 Free PMC article.
Association Between Long-term Exposure to Ambient Air Pollution and Change in Quantitatively Assessed Emphysema and Lung Function.
Wang M, Aaron CP, Madrigano J, Hoffman EA, Angelini E, Yang J, Laine A, Vetterli TM, Kinney PL, Sampson PD, Sheppard LE, Szpiro AA, Adar SD, Kirwa K, Smith B, Lederer DJ, Diez-Roux AV, Vedal S, Kaufman JD, Barr RG. Wang M, et al. Among authors: yang j. JAMA. 2019 Aug 13;322(6):546-556. doi: 10.1001/jama.2019.10255. JAMA. 2019. PMID: 31408135 Free PMC article.
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