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Deep Learning to Detect OCT-derived Diabetic Macular Edema from Color Retinal Photographs: A Multicenter Validation Study.
Liu X, Ali TK, Singh P, Shah A, McKinney SM, Ruamviboonsuk P, Turner AW, Keane PA, Chotcomwongse P, Nganthavee V, Chia M, Huemer J, Cuadros J, Raman R, Corrado GS, Peng L, Webster DR, Hammel N, Varadarajan AV, Liu Y, Chopra R, Bavishi P. Liu X, et al. Among authors: singh p. Ophthalmol Retina. 2022 May;6(5):398-410. doi: 10.1016/j.oret.2021.12.021. Epub 2022 Jan 5. Ophthalmol Retina. 2022. PMID: 34999015 Free article.
Detection of signs of disease in external photographs of the eyes via deep learning.
Babenko B, Mitani A, Traynis I, Kitade N, Singh P, Maa AY, Cuadros J, Corrado GS, Peng L, Webster DR, Varadarajan A, Hammel N, Liu Y. Babenko B, et al. Among authors: singh p. Nat Biomed Eng. 2022 Dec;6(12):1370-1383. doi: 10.1038/s41551-022-00867-5. Epub 2022 Mar 29. Nat Biomed Eng. 2022. PMID: 35352000 Free PMC article.
A deep learning model for novel systemic biomarkers in photographs of the external eye: a retrospective study.
Babenko B, Traynis I, Chen C, Singh P, Uddin A, Cuadros J, Daskivich LP, Maa AY, Kim R, Kang EY, Matias Y, Corrado GS, Peng L, Webster DR, Semturs C, Krause J, Varadarajan AV, Hammel N, Liu Y. Babenko B, et al. Among authors: singh p. Lancet Digit Health. 2023 May;5(5):e257-e264. doi: 10.1016/S2589-7500(23)00022-5. Epub 2023 Mar 23. Lancet Digit Health. 2023. PMID: 36966118 Free article.
A toolbox for surfacing health equity harms and biases in large language models.
Pfohl SR, Cole-Lewis H, Sayres R, Neal D, Asiedu M, Dieng A, Tomasev N, Rashid QM, Azizi S, Rostamzadeh N, McCoy LG, Celi LA, Liu Y, Schaekermann M, Walton A, Parrish A, Nagpal C, Singh P, Dewitt A, Mansfield P, Prakash S, Heller K, Karthikesalingam A, Semturs C, Barral J, Corrado G, Matias Y, Smith-Loud J, Horn I, Singhal K. Pfohl SR, et al. Among authors: singh p. Nat Med. 2024 Dec;30(12):3590-3600. doi: 10.1038/s41591-024-03258-2. Epub 2024 Sep 23. Nat Med. 2024. PMID: 39313595 Free PMC article.
A Phase III, Double-Blind, Randomized, Multicenter, Clinical Trial to Evaluate the Efficacy and Safety of a Fixed-Dose Combination of Metformin Hydrochloride and Myo-Inositol Compared to Metformin in Patients With Polycystic Ovary Syndrome.
Kriplani A, Tank P, Singh P, Maini N, Kaitala S, Kantha G L, Paul J, Shah S, Bhatara U, Sinha A, Singh T, Srivastava S, Malvi A. Kriplani A, et al. Among authors: singh p. Cureus. 2024 Dec 12;16(12):e75616. doi: 10.7759/cureus.75616. eCollection 2024 Dec. Cureus. 2024. PMID: 39803009 Free PMC article.
Ethics: The Elixir of Publications.
Singhal M, Basu S, Sharma A, Singh P. Singhal M, et al. Among authors: singh p. Indian J Radiol Imaging. 2025 Jan 9;35(Suppl 1):S30-S35. doi: 10.1055/s-0044-1791671. eCollection 2025 Jan. Indian J Radiol Imaging. 2025. PMID: 39802714 Free PMC article.
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