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ECG-Based Deep Learning and Clinical Risk Factors to Predict Atrial Fibrillation.
Khurshid S, Friedman S, Reeder C, Di Achille P, Diamant N, Singh P, Harrington LX, Wang X, Al-Alusi MA, Sarma G, Foulkes AS, Ellinor PT, Anderson CD, Ho JE, Philippakis AA, Batra P, Lubitz SA. Khurshid S, et al. Among authors: singh p. Circulation. 2022 Jan 11;145(2):122-133. doi: 10.1161/CIRCULATIONAHA.121.057480. Epub 2021 Nov 8. Circulation. 2022. PMID: 34743566 Free PMC article.
Cohort design and natural language processing to reduce bias in electronic health records research.
Khurshid S, Reeder C, Harrington LX, Singh P, Sarma G, Friedman SF, Di Achille P, Diamant N, Cunningham JW, Turner AC, Lau ES, Haimovich JS, Al-Alusi MA, Wang X, Klarqvist MDR, Ashburner JM, Diedrich C, Ghadessi M, Mielke J, Eilken HM, McElhinney A, Derix A, Atlas SJ, Ellinor PT, Philippakis AA, Anderson CD, Ho JE, Batra P, Lubitz SA. Khurshid S, et al. Among authors: singh p. NPJ Digit Med. 2022 Apr 8;5(1):47. doi: 10.1038/s41746-022-00590-0. NPJ Digit Med. 2022. PMID: 35396454 Free PMC article.
Deep learning on resting electrocardiogram to identify impaired heart rate recovery.
Diamant N, Di Achille P, Weng LC, Lau ES, Khurshid S, Friedman S, Reeder C, Singh P, Wang X, Sarma G, Ghadessi M, Mielke J, Elci E, Kryukov I, Eilken HM, Derix A, Ellinor PT, Anderson CD, Philippakis AA, Batra P, Lubitz SA, Ho JE. Diamant N, et al. Among authors: singh p. Cardiovasc Digit Health J. 2022 Jun 24;3(4):161-170. doi: 10.1016/j.cvdhj.2022.06.001. eCollection 2022 Aug. Cardiovasc Digit Health J. 2022. PMID: 36046430 Free PMC article.
Artificial intelligence-enabled classification of hypertrophic heart diseases using electrocardiograms.
Haimovich JS, Diamant N, Khurshid S, Di Achille P, Reeder C, Friedman S, Singh P, Spurlock W, Ellinor PT, Philippakis A, Batra P, Ho JE, Lubitz SA. Haimovich JS, et al. Among authors: singh p. Cardiovasc Digit Health J. 2023 Mar 7;4(2):48-59. doi: 10.1016/j.cvdhj.2023.03.001. eCollection 2023 Apr. Cardiovasc Digit Health J. 2023. PMID: 37101945 Free PMC article.
Genetic Susceptibility to Atrial Fibrillation Identified via Deep Learning of 12-Lead Electrocardiograms.
Wang X, Khurshid S, Choi SH, Friedman S, Weng LC, Reeder C, Pirruccello JP, Singh P, Lau ES, Venn R, Diamant N, Di Achille P, Philippakis A, Anderson CD, Ho JE, Ellinor PT, Batra P, Lubitz SA. Wang X, et al. Among authors: singh p. Circ Genom Precis Med. 2023 Aug;16(4):340-349. doi: 10.1161/CIRCGEN.122.003808. Epub 2023 Jun 6. Circ Genom Precis Med. 2023. PMID: 37278238 Free PMC article.
Exploring the link between Gilbert's syndrome and atherosclerotic cardiovascular disease: insights from a subpopulation-based analysis of over one million individuals.
Kartoun U, Fahed AC, Kany S, Singh P, Khurshid S, Patel AP, Batra P, Philippakis A, Khera AV, Lubitz SA, Ellinor PT, Anand V, Ng K. Kartoun U, et al. Among authors: singh p. Eur Heart J Open. 2023 Jun 9;3(3):oead059. doi: 10.1093/ehjopen/oead059. eCollection 2023 May. Eur Heart J Open. 2023. PMID: 37377635 Free PMC article. No abstract available.
Natural Language Processing for Adjudication of Heart Failure Hospitalizations in a Multi-Center Clinical Trial.
Cunningham JW, Singh P, Reeder C, Claggett B, Marti-Castellote PM, Lau ES, Khurshid S, Batra P, Lubitz SA, Maddah M, Philippakis A, Desai AS, Ellinor PT, Vardeny O, Solomon SD, Ho JE. Cunningham JW, et al. Among authors: singh p. medRxiv [Preprint]. 2023 Aug 23:2023.08.17.23294234. doi: 10.1101/2023.08.17.23294234. medRxiv. 2023. PMID: 37662283 Free PMC article. Preprint.
Deep learned representations of the resting 12-lead electrocardiogram to predict at peak exercise.
Khurshid S, Churchill TW, Diamant N, Di Achille P, Reeder C, Singh P, Friedman SF, Wasfy MM, Alba GA, Maron BA, Systrom DM, Wertheim BM, Ellinor PT, Ho JE, Baggish AL, Batra P, Lubitz SA, Guseh JS. Khurshid S, et al. Among authors: singh p. Eur J Prev Cardiol. 2024 Jan 25;31(2):252-262. doi: 10.1093/eurjpc/zwad321. Eur J Prev Cardiol. 2024. PMID: 37798122 Free PMC article.
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