Publications
Peer-reviewed journal & conference papers, preprints, and abstracts. For the most current list, see Google Scholar.
Journal Articlespeer-reviewed
2026
Pathogen Characteristics Are Key Determinants of Distinct Host-Response Phenotypes of Sepsis
R. Chanderraj, B. Bartek, K.A. Stringer … S. Tripathi … R.P. Dickson, P. Sinha · The Journal of Clinical Investigation, 136(6)2025
Short Stature Is an Independent Risk Factor for Ventilatory Inefficiency and Higher Mortality in ARDS
A.C. Monteiro, B. Bartek, S. Tripathi, C.S. Calfee, M.A. Matthay, P. Sinha · Am. J. Respir. Crit. Care Med.2025
Effect of Telemedicine Support for Intraoperative Anaesthesia Care on Postoperative Outcomes: the TECTONICS Randomised Clinical Trial
C.R. King, B.A. Fritz, S.H. Gregory … S. Tripathi et al. · British Journal of Anaesthesia, 134(3):671–6802024
Effect of Machine-Learning Models on Clinician Prediction of Postoperative Complications: the Perioperative ORACLE Randomised Clinical Trial
B.A. Fritz, C.R. King, M. Abdelhack … S. Tripathi et al. · British Journal of Anaesthesia, 133(5):1042–10502024
Social Vulnerability and Surgery Outcomes: A Cross-Sectional Analysis
M. Abdelhack, S. Tripathi, Y. Chen, M.S. Avidan, C.R. King · BMC Public Health, 24:1907 · co-first author2024
Multi-View Representation Learning for Tabular Data Integration Using Inter-Feature Relationships
S. Tripathi, B.A. Fritz, M. Abdelhack, M.S. Avidan, Y. Chen, C.R. King · Journal of Biomedical Informatics, 151:1046022023
A Modulation Layer to Increase Neural Network Robustness Against Data Quality Issues
M. Abdelhack, J. Zhang, S. Tripathi, B.A. Fritz, M.S. Avidan, Y. Chen, C.R. King · Transactions on Machine Learning Research2020
Equilibrium Points and Equilibrium Sets of Some GI/M/1 Queues
N. Hemachandra, K. Patil, S. Tripathi · Queueing Systems, 96(3):245–284Conference Paperspeer-reviewed
2024
Contrastive Learning: Big Data Foundations and Applications
S. Tripathi, C.R. King · ACM IKDD CODS & COMAD (CODS-COMAD), pp. 493–4972020
Interpretable Feature Subset Selection: A Shapley Value Based Approach
S. Tripathi, N. Hemachandra, P. Trivedi · IEEE International Conference on Big Data, pp. 5463–54722019
Cost-Sensitive Learning in the Presence of Symmetric Label Noise
S. Tripathi, N. Hemachandra · PAKDD, Advances in Knowledge Discovery and Data Mining (Springer), pp. 15–282018
Scalable Linear Classifiers Based on Exponential Loss Function
S. Tripathi, N. Hemachandra · ACM India Joint Intl. Conf. on Data Science & Management of Data (CODS-COMAD), pp. 190–200Preprints & Working Papersunder review / in prep
2024
Are All Clinical Data Modalities Equally Useful for Post-Surgical Outcome Prediction?
S. Tripathi, B.A. Fritz, Y. Chen, M.S. Avidan, C.R. King · Working paper2020
(Un)fairness in Post-Operative Complication Prediction Models
S. Tripathi, B.A. Fritz, M. Abdelhack, M.S. Avidan, Y. Chen, C.R. King · arXiv:2011.020362020
GANs for Learning from Very High Class-Conditional Noisy Labels
S. Tripathi, N. Hemachandra · arXiv:2010.09577Abstracts & Presentationsfirst & co-authored
2026
Hypoinflammatory Phenotype in Critically Ill Patients Lacks Biological Subsets by Targeted Proteomics & Transcriptomics
S. Tripathi et al. · Am. J. Respir. Crit. Care Med. — ATS (oral)2026
Development & Validation of an Improved Parsimonious Model for Hyperinflammatory Phenotype Classification
S. Tripathi et al. · AJRCCM — ATS (rapid poster discussion)2026
Sepsis Subphenotypes Have Distinct Premorbid Medical Disease Profiles with Increased Long-Term Morbidity Burden and Late Mortality
V.E. Kerchberger, S. Tripathi et al. · AJRCCM2026
Premorbid Metabolic Syndrome and Metabolic Drugs Are Associated with the Hypo-Inflammatory Sepsis Phenotype
S. Al Sharie, S. Tripathi et al. · AJRCCM2026
Evaluating the Relationship Between Pathogen Taxonomy and the Hyperinflammatory Phenotype in Sepsis Using MIMIC-IV
T.P. Budelier, S. Tripathi et al. · AJRCCM2026
Neutropenic Sepsis Is Associated with a Distinct Circulating Host-Response Signature
A.S. Hartlage, S. Tripathi et al. · AJRCCM2025
Prognostic Value of the Hyperinflammatory Phenotype Declines Over the Course of Critical Illness
S. Tripathi, B. Bartek, R.B.E. van Amstel, L.D.J. Bos … C.S. Calfee, P. Sinha · AJRCCM, 211:A31362025
Heterogeneous Treatment Effects Observed in ARDS Patients Stratified by Vasopressor Use and PEEP Strategies
B. Bartek, S. Tripathi, M.V. Maddali … C.S. Calfee, P. Sinha · AJRCCM, 211:A12212022
Algorithmic Bias in Machine-Learning-Based Delirium Prediction
S. Tripathi, B.A. Fritz, M.S. Avidan, Y. Chen, C.R. King · ML4H Symposium (extended abstract)2020
Attribute Noise Robust Binary Classification (Student Abstract)
A. Petety, S. Tripathi, N. Hemachandra · AAAI Conference on Artificial Intelligence, 34:13897–13898
© Sandhya Tripathi
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