Pulmonary emphysema subtypes defined by unsupervised machine learning on CT scans
基于CT扫描的无监督机器学习定义的肺气肿亚型
期刊:Thorax
影响因子:7.7
doi:10.1136/thorax-2022-219158
Angelini, Elsa D; Yang, Jie; Balte, Pallavi P; Hoffman, Eric A; Manichaikul, Ani W; Sun, Yifei; Shen, Wei; Austin, John H M; Allen, Norrina B; Bleecker, Eugene R; Bowler, Russell; Cho, Michael H; Cooper, Christopher S; Couper, David; Dransfield, Mark T; Garcia, Christine Kim; Han, MeiLan K; Hansel, Nadia N; Hughes, Emlyn; Jacobs, David R; Kasela, Silva; Kaufman, Joel Daniel; Kim, John Shinn; Lappalainen, Tuuli; Lima, Joao; Malinsky, Daniel; Martinez, Fernando J; Oelsner, Elizabeth C; Ortega, Victor E; Paine, Robert; Post, Wendy; Pottinger, Tess D; Prince, Martin R; Rich, Stephen S; Silverman, Edwin K; Smith, Benjamin M; Swift, Andrew J; Watson, Karol E; Woodruff, Prescott G; Laine, Andrew F; Barr, R Graham