JC
Jeffrey N. Chiang
cs.LGDeep Learningcs.AIcs.CLMacular DegenerationanesthesiaDeep learningmachine learningMachine Learningalgorithms
On Valency
published · living versionsW_33ypsx3u·v1 · currentpublished
Personalized health coaching via coachable health age and counterfactual wearable trajectories
with Simon A. Lee, Zeinab Esmaeilpour, Menglian Zhou, Marius Guerard +15
1 version
W_rrh26v3s·v1published
Preprints & journals
59 papers in the corpus · 2014–2026Bidirectional Interactions Between Language and Music in a Dual Task Experiment Without Syntactic Violations.42725572 · Cruz Heredia, Aura A L, Johnson, Micah Alan, Cremins, David et al.2026 · 0 citationsCognitive science. 2026;50(9):e70257
Forecasting Patient Trajectories from the Electronic Health Records with Action-Conditioned World Models2610.23862v1 · Simon A. Lee, Jiahang Hank Sha, Soomin Chung et al.2026 · 0 citationsarXiv
HIPNO: Symmetry-Aware Physics-Informed Neural Operators for Noninvasive Hemodynamic Inference2608.10011v1 · Yunbei Pan, Jiahang Sha, Simon A. Lee et al.2026 · 0 citationsarXiv
MEDS - An Emerging Data Standard and Ecosystem for Health AI Research.42643929 · McDermott, Matthew B A, Steinberg, Ethan, Fries, Jason A et al.2026 · 2 citationsNEJM AI. 2026;3(6)
Quantitative Analysis of Retinal Fluid by a Deep Learning Model in Uveitic Macular Edema.42437118 · Wu, Anthony, Au, Adrian, Hanson, Justin et al.2026 · 0 citationsOphthalmology science. 2026;6(8):101241
A deep learning model for automated identification of age-related macular degeneration atrophy.42105087 · Avram, Oren, Shwartz, Yahel, Green, Adi et al.2026 · 0 citationsGraefe's archive for clinical and experimental ophthalmology = Albrecht von Graefes Archiv fur klinische und experimentelle Ophthalmologie. 2026;264(11):3519-3530
Safe inference outside of randomized trials: Application of the stability-controlled quasi-experiment to the effects of three COVID-19 therapies.42110220 · Wulf, David Ami, Hazlett, Chad, Hill, Brian L et al.2026 · 0 citationsObservational studies. 2025;11(3):301-330
Authors' Reply: Foundation Models for Generative AI in Time-Series Forecasting.40712133 · He, Rosemary, Chiang, Jeffrey2025 · 0 citationsJournal of medical Internet research. 2025;27:e79772
Correction: Generative AI Models in Time-Varying Biomedical Data: Scoping Review.40712137 · He, Rosemary, Sarwal, Varuni, Qiu, Xinru et al.2026 · 1 citationJournal of medical Internet research. 2025;27:e79605
Early prediction and fairness evaluation of perinatal depression using EHR: A study of 18,000+ Pregnancies10.1101/2025.06.19.25329946v1 · Sarwal, V., Pimplaskar, A., Richards, M. et al.2025 · 0 citationsmedRxiv
Machine learning for the prediction of urosepsis using electronic health record data.40608890 · Sarwal, Varuni, Rakocz, Nadav, Dominique, Georgina et al.2025 · 4 citationsPLOS digital health. 2025;4(7):e0000896
Clinical decision support using pseudo-notes from multiple streams of EHR data.40604255 · Lee, Simon A, Jain, Sujay, Chen, Alex et al.2026 · 14 citationsNPJ digital medicine. 2025;8(1):394
Simultaneous forecasting of vital sign trajectories in the ICU.40301650 · He, Rosemary, Chiang, Jeffrey N2025 · 9 citationsScientific reports. 2025;15(1):14996
Exogenous lactate infusion (ELI) in traumatic brain injury: higher dose is better?40229764 · Vespa, Paul, Wolahan, Stephanie, Buitrago-Blanco, Manuel et al.2025 · 10 citationsCritical care (London, England). 2025;29(1):153
Inclusion bias affects common variant discovery and replication in a health-system linked biobank.40236437 · Pimplaskar, Aditya, Qiu, Junqiong, Lapinska, Sandra et al.2026 · 3 citationsmedRxiv : the preprint server for health sciences. 2025
Clinical ModernBERT: An efficient and long context encoder for biomedical text2504.03964v1 · Simon A. Lee, Anthony Wu, Jeffrey N. Chiang2025 · 2 citationsarXiv
Feature Extraction Tool Using Temporal Landmarks in Arterial Blood Pressure and Photoplethysmography Waveforms.40166581 · Pal, Ravi, Rudas, Akos, Williams, Tiffany et al.2025 · 4 citationsmedRxiv : the preprint server for health sciences. 2025
Generative AI Models in Time-Varying Biomedical Data: Scoping Review.40063929 · He, Rosemary, Sarwal, Varuni, Qiu, Xinru et al.2025 · 27 citationsJournal of medical Internet research. 2025;27:e59792
The Dipeptidyl Peptidase-4 Inhibitor Saxagliptin as a Candidate Treatment for Disorders of Consciousness: A Deep Learning and Retrospective Clinical Analysis.39904872 · Toker, Daniel, Chiang, Jeffrey N, Vespa, Paul M et al.2025 · 5 citationsNeurocritical care. 2025;43(1):101-118
Antibiotic Overprescription for "Urinary Tract Infections" Is Associated With Poor Diagnostic Stewardship and Low Adherence to Guidelines.39629893 · Murray, Kristen, Shimabukuro, Julianna, Khalfay, Nuha et al.2025 · 11 citationsNeurourology and urodynamics. 2025;44(2):382-389
FEET: A Framework for Evaluating Embedding Techniques2411.01322v1 · Simon A. Lee, John Lee, Jeffrey N. Chiang2024 · 0 citationsarXiv
TFT-multi: simultaneous forecasting of vital sign trajectories in the ICU2409.15586v3 · Rosemary Y. He, Jeffrey N. Chiang2024 · 1 citationarXiv
A review of machine learning methods for non-invasive blood pressure estimation.39305449 · Pal, Ravi, Le, Joshua, Rudas, Akos et al.2025 · 13 citationsJournal of clinical monitoring and computing. 2025;39(1):95-106
Enhancing Antibiotic Stewardship using a Natural Language Approach for Better Feature Representation2405.20419v1 · Simon A. Lee, Trevor Brokowski, Jeffrey N. Chiang2024 · 1 citationarXiv
Predicting in-hospital mortality among patients admitted with a diagnosis of heart failure: a machine learning approach.38637959 · Jawadi, Zina, He, Rosemary, Srivastava, Pratyaksh K et al.2024 · 16 citationsESC heart failure. 2024;11(5):2490-2498
A signal processing tool for extracting features from arterial blood pressure and photoplethysmography waveforms.38559005 · Pal, R, Rudas, A, Kim, S et al.2025 · 3 citationsmedRxiv : the preprint server for health sciences. 2024
SmallToLarge (S2L): Scalable Data Selection for Fine-tuning Large Language Models by Summarizing Training Trajectories of Small Models2403.07384v2 · Yu Yang, Siddhartha Mishra, Jeffrey N Chiang et al.2024 · 8 citationsarXiv
An algorithm to detect dicrotic notch in arterial blood pressure and photoplethysmography waveforms using the iterative envelope mean method.38496617 · Pal, Ravi, Rudas, Akos, Kim, Sungsoo et al.2024 · 18 citationsmedRxiv : the preprint server for health sciences. 2024
Antibiotic Switches in Urinary Tract Infection Are Associated With Atypical Symptoms and Emergent Care.38484240 · Khalfay, Nuha, Murray, Kristen, Shimabukuro, Julianna et al.2024 · 0 citationsUrogynecology (Philadelphia, Pa.). 2024;30(3):256-263
SLIViT: a general AI framework for clinical-feature diagnosis from limited 3D biomedical-imaging data.38045283 · Avram, Oren, Durmus, Berkin, Rakocz, Nadav et al.2025 · 17 citationsResearch square. 2023
Prediction of activity in eyes with macular neovascularization due to age-related macular degeneration using deep learning.37884703 · Corradetti, Giulia, Rakocz, Nadav, Chiang, Jeffrey N et al.2024 · 2 citationsEye (London, England). 2024;38(5):819-821
Association of red blood cell distribution width with hospital admission and in-hospital mortality across all-cause adult emergency department visits.37501917 · Hong, Woo Suk, Rudas, Akos, Bell, Elijah J et al.2023 · 8 citationsJAMIA open. 2023;6(3):ooad053
Effect of statins on the age of onset of age-related macular degeneration.36917316 · Ganesh, Durga, Chiang, Jeffrey N, Corradetti, Giulia et al.2023 · 7 citationsGraefe's archive for clinical and experimental ophthalmology = Albrecht von Graefes Archiv fur klinische und experimentelle Ophthalmologie. 2023;261(8):2245-2255
Automated large-scale prediction of exudative AMD progression using machine-read OCT biomarkers.36812608 · Rudas, Akos, Chiang, Jeffrey N, Corradetti, Giulia et al.2023 · 10 citationsPLOS digital health. 2023;2(2):e0000106
Author Correction: Neural complexity is a common denominator of human consciousness across diverse regimes of cortical dynamics.36639573 · Frohlich, Joel, Chiang, Jeffrey N, Mediano, Pedro A M et al.2023 · 0 citationsCommunications biology. 2023;6(1):41
Author Correction: Neural complexity is a common denominator of human consciousness across diverse regimes of cortical dynamics.36627373 · Frohlich, Joel, Chiang, Jeffrey N, Mediano, Pedro A M et al.2023 · 0 citationsCommunications biology. 2023;6(1):24
Development and Validation of Machine Learning Algorithms to Classify Lower Urinary Tract Symptoms10.1101/2022.12.25.22283168v2 · Chiang, J. N., Dallas, K. B., Caron, A. T. et al.2022 · 2 citationsmedRxiv
Neural complexity is a common denominator of human consciousness across diverse regimes of cortical dynamics.36522453 · Frohlich, Joel, Chiang, Jeffrey N, Mediano, Pedro A M et al.2022 · 32 citationsCommunications biology. 2022;5(1):1374
Machine Learning for Antibiotic Stewardship in the Treatment of Stapholycoccus Bacterial Infections10.1101/2022.11.28.22282797v1 · Brokowski, T. J., Chiang, J.2022 · 1 citationmedRxiv
Methylation risk scores are associated with a collection of phenotypes within electronic health record systems.36008412 · Thompson, Mike, Hill, Brian L, Rakocz, Nadav et al.2026 · 59 citationsNPJ genomic medicine. 2022;7(1):50
Automated large-scale AMD progression prediction using machine-read OCT biomarkers10.1101/2022.08.21.22278906v1 · Rudas, A., Chiang, J. N., Corradetti, G. et al.2022 · 0 citationsmedRxiv
Automated Identification of Incomplete and Complete Retinal Epithelial Pigment and Outer Retinal Atrophy Using Machine Learning.35995411 · Chiang, Jeffrey N, Corradetti, Giulia, Nittala, Muneeswar Gupta et al.2023 · 21 citationsOphthalmology. Retina. 2023;7(2):118-126
Imputation of the continuous arterial line blood pressure waveform from non-invasive measurements using deep learning.34344934 · Hill, Brian L, Rakocz, Nadav, Rudas, Ákos et al.2021 · 71 citationsScientific reports. 2021;11(1):15755
Automated identification of clinical features from sparsely annotated 3-dimensional medical imaging.33686212 · Rakocz, Nadav, Chiang, Jeffrey N, Nittala, Muneeswar G et al.2026 · 22 citationsNPJ digital medicine. 2021;4(1):44
Pre-existing conditions in Hispanics/Latinxs that are COVID-19 risk factors.33615196 · Chang, Timothy S, Ding, Yi, Freund, Malika K et al.2026 · 17 citationsiScience. 2021;24(3):102188
Discharge Clinical Characteristics and Post-Discharge Events in Patients with Severe COVID-19: A Descriptive Case Series.33532963 · Saab, Faysal G, Chiang, Jeffrey N, Brook, Rachel et al.2021 · 15 citationsJournal of general internal medicine. 2021;36(4):1017-1022
A machine learning algorithm to increase COVID-19 inpatient diagnostic capacity.32960917 · Goodman-Meza, David, Rudas, Akos, Chiang, Jeffrey N et al.2020 · 68 citationsPloS one. 2020;15(9):e0239474
Expanding COVID-19 symptom screening to retail, restaurants, and schools by preserving privacy using relaxed digital signatures10.1101/2020.08.06.20169839v2 · Jew, B., Korb, A., Lou, P. et al.2020 · 0 citationsmedRxiv
Distributed Code for Semantic Relations Predicts Neural Similarity during Analogical Reasoning.32762520 · Chiang, Jeffrey N, Peng, Yujia, Lu, Hongjing et al.2021 · 19 citationsJournal of cognitive neuroscience. 2021;33(3):377-389
Projecting hospital resource utilization during a surge using parametric bootstrapping10.1101/2020.07.30.20164475v1 · Chiang, J. N., An, U., Kordi, M. et al.2020 · 0 citationsmedRxiv
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