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Machine learning of clinical variables and coronary artery calcium scoring for the prediction of obstructive coronary artery disease on coronary computed tomography angiography: analysis from the CONFIRM registry.
Al'Aref SJ, Maliakal G, Singh G, van Rosendael AR, Ma X, Xu Z, Alawamlh OAH, Lee B, Pandey M, Achenbach S, Al-Mallah MH, Andreini D, Bax JJ, Berman DS, Budoff MJ, Cademartiri F, Callister TQ, Chang HJ, Chinnaiyan K, Chow BJW, Cury RC, DeLago A, Feuchtner G, Hadamitzky M, Hausleiter J, Kaufmann PA, Kim YJ, Leipsic JA, Maffei E, Marques H, Gonçalves PA, Pontone G, Raff GL, Rubinshtein R, Villines TC, Gransar H, Lu Y, Jones EC, Peña JM, Lin FY, Min JK, Shaw LJ. Al'Aref SJ, et al. Among authors: xu z. Eur Heart J. 2020 Jan 14;41(3):359-367. doi: 10.1093/eurheartj/ehz565. Eur Heart J. 2020. PMID: 31513271 Free PMC article.
Identification and Quantification of Cardiovascular Structures From CCTA: An End-to-End, Rapid, Pixel-Wise, Deep-Learning Method.
Baskaran L, Maliakal G, Al'Aref SJ, Singh G, Xu Z, Michalak K, Dolan K, Gianni U, van Rosendael A, van den Hoogen I, Han D, Stuijfzand W, Pandey M, Lee BC, Lin F, Pontone G, Knaapen P, Marques H, Bax J, Berman D, Chang HJ, Shaw LJ, Min JK. Baskaran L, et al. Among authors: xu z. JACC Cardiovasc Imaging. 2020 May;13(5):1163-1171. doi: 10.1016/j.jcmg.2019.08.025. Epub 2019 Oct 11. JACC Cardiovasc Imaging. 2020. PMID: 31607673 Free article.
Automatic segmentation of multiple cardiovascular structures from cardiac computed tomography angiography images using deep learning.
Baskaran L, Al'Aref SJ, Maliakal G, Lee BC, Xu Z, Choi JW, Lee SE, Sung JM, Lin FY, Dunham S, Mosadegh B, Kim YJ, Gottlieb I, Lee BK, Chun EJ, Cademartiri F, Maffei E, Marques H, Shin S, Choi JH, Chinnaiyan K, Hadamitzky M, Conte E, Andreini D, Pontone G, Budoff MJ, Leipsic JA, Raff GL, Virmani R, Samady H, Stone PH, Berman DS, Narula J, Bax JJ, Chang HJ, Min JK, Shaw LJ. Baskaran L, et al. Among authors: xu z. PLoS One. 2020 May 6;15(5):e0232573. doi: 10.1371/journal.pone.0232573. eCollection 2020. PLoS One. 2020. PMID: 32374784 Free PMC article.
Machine learning insight into the role of imaging and clinical variables for the prediction of obstructive coronary artery disease and revascularization: An exploratory analysis of the CONSERVE study.
Baskaran L, Ying X, Xu Z, Al'Aref SJ, Lee BC, Lee SE, Danad I, Park HB, Bathina R, Baggiano A, Beltrama V, Cerci R, Choi EY, Choi JH, Choi SY, Cole J, Doh JH, Ha SJ, Her AY, Kepka C, Kim JY, Kim JW, Kim SW, Kim W, Lu Y, Kumar A, Heo R, Lee JH, Sung JM, Valeti U, Andreini D, Pontone G, Han D, Villines TC, Lin F, Chang HJ, Min JK, Shaw LJ. Baskaran L, et al. Among authors: xu z. PLoS One. 2020 Jun 25;15(6):e0233791. doi: 10.1371/journal.pone.0233791. eCollection 2020. PLoS One. 2020. PMID: 32584909 Free PMC article. Clinical Trial.
A Boosted Ensemble Algorithm for Determination of Plaque Stability in High-Risk Patients on Coronary CTA.
Al'Aref SJ, Singh G, Choi JW, Xu Z, Maliakal G, van Rosendael AR, Lee BC, Fatima Z, Andreini D, Bax JJ, Cademartiri F, Chinnaiyan K, Chow BJW, Conte E, Cury RC, Feuchtner G, Hadamitzky M, Kim YJ, Lee SE, Leipsic JA, Maffei E, Marques H, Plank F, Pontone G, Raff GL, Villines TC, Weirich HG, Cho I, Danad I, Han D, Heo R, Lee JH, Rizvi A, Stuijfzand WJ, Gransar H, Lu Y, Sung JM, Park HB, Berman DS, Budoff MJ, Samady H, Stone PH, Virmani R, Narula J, Chang HJ, Lin FY, Baskaran L, Shaw LJ, Min JK. Al'Aref SJ, et al. Among authors: xu z. JACC Cardiovasc Imaging. 2020 Oct;13(10):2162-2173. doi: 10.1016/j.jcmg.2020.03.025. Epub 2020 Jul 15. JACC Cardiovasc Imaging. 2020. PMID: 32682719 Free article.
Extraction of radiographic findings from unstructured thoracoabdominal computed tomography reports using convolutional neural network based natural language processing.
Pandey M, Xu Z, Sholle E, Maliakal G, Singh G, Fatima Z, Larine D, Lee BC, Wang J, van Rosendael AR, Baskaran L, Shaw LJ, Min JK, Al'Aref SJ. Pandey M, et al. Among authors: xu z. PLoS One. 2020 Jul 30;15(7):e0236827. doi: 10.1371/journal.pone.0236827. eCollection 2020. PLoS One. 2020. PMID: 32730362 Free PMC article.
Comparing a novel machine learning method to the Friedewald formula and Martin-Hopkins equation for low-density lipoprotein estimation.
Singh G, Hussain Y, Xu Z, Sholle E, Michalak K, Dolan K, Lee BC, van Rosendael AR, Fatima Z, Peña JM, Wilson PWF, Gotto AM Jr, Shaw LJ, Baskaran L, Al'Aref SJ. Singh G, et al. Among authors: xu z. PLoS One. 2020 Sep 30;15(9):e0239934. doi: 10.1371/journal.pone.0239934. eCollection 2020. PLoS One. 2020. PMID: 32997716 Free PMC article.
International Impact of COVID-19 on the Diagnosis of Heart Disease.
Einstein AJ, Shaw LJ, Hirschfeld C, Williams MC, Villines TC, Better N, Vitola JV, Cerci R, Dorbala S, Raggi P, Choi AD, Lu B, Sinitsyn V, Sergienko V, Kudo T, Nørgaard BL, Maurovich-Horvat P, Campisi R, Milan E, Louw L, Allam AH, Bhatia M, Malkovskiy E, Goebel B, Cohen Y, Randazzo M, Narula J, Pascual TNB, Pynda Y, Dondi M, Paez D; the; INCAPS COVID Investigators Group. Einstein AJ, et al. J Am Coll Cardiol. 2021 Jan 19;77(2):173-185. doi: 10.1016/j.jacc.2020.10.054. J Am Coll Cardiol. 2021. PMID: 33446311 Free PMC article.
Impact of COVID-19 on Cardiovascular Testing in the United States Versus the Rest of the World.
Hirschfeld CB, Shaw LJ, Williams MC, Lahey R, Villines TC, Dorbala S, Choi AD, Shah NR, Bluemke DA, Berman DS, Blankstein R, Ferencik M, Narula J, Winchester D, Malkovskiy E, Goebel B, Randazzo MJ, Lopez-Mattei J, Parwani P, Vitola JV, Cerci RJ, Better N, Raggi P, Lu B, Sergienko V, Sinitsyn V, Kudo T, Nørgaard BL, Maurovich-Horvat P, Cohen YA, Pascual TNB, Pynda Y, Dondi M, Paez D, Einstein AJ; INCAPS-COVID Investigators Group. Hirschfeld CB, et al. JACC Cardiovasc Imaging. 2021 Sep;14(9):1787-1799. doi: 10.1016/j.jcmg.2021.03.007. Epub 2021 Jun 16. JACC Cardiovasc Imaging. 2021. PMID: 34147434 Free PMC article.
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