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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.
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.
Utilizing electronic health data and machine learning for the prediction of 30-day unplanned readmission or all-cause mortality in heart failure.
Beecy AN, Gummalla M, Sholle E, Xu Z, Zhang Y, Michalak K, Dolan K, Hussain Y, Lee BC, Zhang Y, Goyal P, Campion TR Jr, Shaw LJ, Baskaran L, Al'Aref SJ. Beecy AN, et al. Among authors: xu z. Cardiovasc Digit Health J. 2020 Oct 22;1(2):71-79. doi: 10.1016/j.cvdhj.2020.07.004. eCollection 2020 Sep-Oct. Cardiovasc Digit Health J. 2020. PMID: 35265878 Free PMC 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.
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