Praveer Singh, PhD

Publications

• Singh, P., Tyagi, R., Jordan, B.K., Scottoline, B., Ostmo, S., Coyner, A.S., Lin, W.C., Erdogmus, D., Chan, R.V.P., McEvoy, C. ,Chiang, M.F., Campbell, J.P., Kalpathy-Cramer, J., "Can the eye be a window to your body? AI predicts Neonatal Pulmonary Hypertension through Retinal Fundus Photographs." Investigative Ophthalmology & Visual Science, 64(8), pp.1877-1877. (2023).
• Tyagi, R., Campbell, J.P., Coyner, A.S., Ostmo, S., Lin, W.C., Erdogmus, D., Chan, R.V.P., Chiang, M.F., Kalpathy-Cramer, J. and Singh, P., "Investigating AI’s Unreasonable Effectiveness in Detecting Self-Declared Racial Identity from Retinal Vascular Maps." Investigative Ophthalmology & Visual Science, 64(8), pp.273-273. (2023).
• Coyner, A.S., Lemay, A., Hoebel, K., Singh, P., Ostmo, S., Chiang, M.F., Kalpathy-Cramer, J. and Campbell, J.P., "Monte Carlo dropout for increased deep learning repeatability and disease classification performance in retinopathy of prematurity." Investigative Ophthalmology & Visual Science, 64(8), pp.5124-5124. (2023).
• Kalpathy-Cramer, J., Alryalat, S.A., Clark, C., Singh, P., Bearce, B., Ittoop, S., Gomez, G.L., Seibold, L. and Kahook, M., "Inter-rater variability in glaucoma diagnosis using optic nerve head photographs." Investigative Ophthalmology & Visual Science, 64(8), pp.372-372. (2023).
• Kim AE, Lou KW, Giobbie-Hurder A, Chang K, Gidwani M, Hoebel K, Patel JB, Cleveland MC, Singh P, Bridge CP, Ahmed SR, Bearce BA, Liu W, Fuster-Garcia E, Lee EQ, Lin NU, Overmoyer B, Wen PY, Nayak L, Cohen JV, Dietrich J, Eichler A, Heist R, Krop I, Lawrence D, Ligibel J, Tolaney S, Mayer E, Winer E, Perrino CM, Summers EJ, Mahar M, Oh K, Shih HA, Cahill DP, Rosen BR, Yen YF, Kalpathy-Cramer J, Martinez-Lage M, Sullivan RJ, Brastianos PK, Emblem KE, Gerstner ER. Abnormal vascular structure and function within brain metastases is linked to pembrolizumab resistance. Neuro Oncol. 2023 Dec 9. [Epub ahead of print] PubMed PMID: 38070147
• Lin, W.C., Ostmo, S., Coyner, A.S., Singh, P., Kalpathy-Cramer, J., Erdogmus, D., Chan, R.V.P., Chiang, M.F. and Campbell, J.P., "A Multimodal Deep Learning Approach Towards Predicting Severe Retinopathy of Prematurity." Investigative Ophthalmology & Visual Science, 64(8), pp.4934-4934. (2023).
• Kim AE, Lou KW, Giobbie-Hurder A, Chang K, Gidwani M, Hoebel K, Patel JB, Cleveland MC, Singh P, Bridge CP, Ahmed SR, Bearce BA, Liu W, Fuster-Garcia E, Lee EQ, Lin NU, Overmoyer B, Wen PY, Nayak L, Cohen JV, Dietrich J, Eichler A, Heist R, Krop I, Lawrence D, Ligibel J, Tolaney S, Mayer E, Winer E, Perrino CM, Summers EJ, Mahar M, Oh K, Shih HA, Cahill DP, Rosen BR, Yen YF, Kalpathy-Cramer J, Martinez-Lage M, Sullivan RJ, Brastianos PK, Emblem KE, Gerstner ER. Structural and functional vascular dysfunction within brain metastases is linked to pembrolizumab inefficacy. bioRxiv. 2023 Aug 28. PubMed PMID: 37693537
• Hoebel, K.V., Lemay, A., Campbell, J.P., Ostmo, S., Chiang, M.F., Bridge, C.P., Li, M.D., Singh, P., Coyner, A.S. and Kalpathy-Cramer, J., "A generalized framework to predict continuous scores from medical ordinal labels." arXiv preprint arXiv:2305.19097. (2023).
• Bhandari SM, Singh P, Arun N, Sekimitsu S, Raghu V, Rauscher FG, Elze T, Horn K, Kirsten T, Scholz M, Segrè AV, Wiggs JL, Kalpathy-Cramer J, Zebardast N. Automated detection of genetic relatedness from fundus photographs using Siamese Neural Networks. medRxiv. 2023 Aug 23. PubMed PMID: 37662422
• AlRyalat SA, Singh P, Kalpathy-Cramer J, Kahook MY. Artificial Intelligence and Glaucoma: Going Back to Basics. Clin Ophthalmol. 2023;17:1525-1530. PubMed PMID: 37284059
• Young BK, Cole ED, Shah PK, Ostmo S, Subramaniam P, Venkatapathy N, Tsai ASH, Coyner AS, Gupta A, Singh P, Chiang MF, Kalpathy-Cramer J, Chan RVP, Campbell JP. Efficacy of Smartphone-Based Telescreening for Retinopathy of Prematurity With and Without Artificial Intelligence in India. JAMA Ophthalmol. 2023 Jun 1;141(6):582-588. PubMed PMID: 37166816
• Coyner AS, Singh P, Brown JM, Ostmo S, Chan RVP, Chiang MF, Kalpathy-Cramer J, Campbell JP. Association of Biomarker-Based Artificial Intelligence With Risk of Racial Bias in Retinal Images. JAMA Ophthalmol. 2023 Jun 1;141(6):543-552. PubMed PMID: 37140902
• deCampos-Stairiker MA, Coyner AS, Gupta A, Oh M, Shah PK, Subramanian P, Venkatapathy N, Singh P, Kalpathy-Cramer J, Chiang MF, Chan RVP, Campbell JP. Epidemiologic Evaluation of Retinopathy of Prematurity Severity in a Large Telemedicine Program in India Using Artificial Intelligence. Ophthalmology. 2023 Aug;130(8):837-843. PubMed PMID: 37030453
• Gupta S, Kumar S, Chang K, Lu C, Singh P, Kalpathy-Cramer J. Collaborative Privacy-preserving Approaches for Distributed Deep Learning Using Multi-Institutional Data. Radiographics. 2023 Apr;43(4):e220107. PubMed PMID: 36862082
• Gidwani M, Chang K, Patel JB, Hoebel KV, Ahmed SR, Singh P, Fuller CD, Kalpathy-Cramer J. Inconsistent Partitioning and Unproductive Feature Associations Yield Idealized Radiomic Models. Radiology. 2023 Apr;307(1):e220715. PubMed PMID: 36537895
• Byun, Y., Garg, S., Mehta, S.V., Singh, P., Kalpathy-cramer, J., Wilder, B. and Lipton, Z.C., "Conditional Diffusion Replay for Continual Learning in Medical Settings." ICML Workshop on Deployment Challenges for Generative AI, (2023).
• Patel, J., Ahmed, S. R., Chang, K., Singh, P., Gidwani, M., Hoebel, K., Kim, A., Bridge, C.P., Teng, C.J., Li, X., Xu, G., McDonald, M., Aizer, A., Bi,W.L., Ly, K.I., Rosen, B., Brastianos, P., Huang, R., Gerstner, E., Kalpathy-Cramer, J., "A Deep Learning Based Framework for Joint Image Registration and Segmentation of Brain Metastases on Magnetic Resonance Imaging." Machine Learning for Healthcare Conference (pp. 565-587). PMLR., (2023).