Suchi Saria

Assistant Professor

20042019

Research output per year

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Research Output

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Article
2019

Comparison of Automated Activity Recognition to Provider Observations of Patient Mobility in the ICU

Rawat, N., Rao, V., Peven, M., Shrock, C., Reiter, A., Saria, S. & Ali, H., Sep 1 2019, In : Critical care medicine. 47, 9, p. 1232-1234 3 p.

Research output: Contribution to journalArticle

Do no harm: a roadmap for responsible machine learning for health care

Wiens, J., Saria, S., Sendak, M., Ghassemi, M., Liu, V. X., Doshi-Velez, F., Jung, K., Heller, K., Kale, D., Saeed, M., Ossorio, P. N., Thadaney-Israni, S. & Goldenberg, A., Jan 1 2019, (Accepted/In press) In : Nature medicine.

Research output: Contribution to journalArticle

Open Access
2018

An evolutionary computation approach for optimizing multilevel data to predict patient outcomes

Barnes, S., Saria, S. & Levin, S., Jan 1 2018, In : Journal of Healthcare Engineering. 2018, 7174803.

Research output: Contribution to journalArticle

Factors associated with physicians' prescriptions for rheumatoid arthritis drugs not filled by patients

Kan, H., Dyagilev, K., Schulam, P., Saria, S., Kharrazi, H. H. K., Bodycombe, D., Molta, C. T. & Curtis, J. R., May 2 2018, In : Arthritis Research and Therapy. 20, 1, 79.

Research output: Contribution to journalArticle

Using smartphones and machine learning to quantify Parkinson disease severity the mobile Parkinson disease score

Zhan, A., Mohan, S., Tarolli, C., Schneider, R. B., Adams, J. L., Sharma, S., Elson, M. J., Spear, K. L., Glidden, A. M., Little, M. A., Terzis, A., Ray Dorsey, E. & Saria, S., Jul 1 2018, In : JAMA Neurology. 75, 7, p. 876-880 5 p.

Research output: Contribution to journalArticle

Why policymakers should care about “big data” in healthcare

Bates, D. W., Heitmueller, A., Kakad, M. & Saria, S., Jan 1 2018, (Accepted/In press) In : Health Policy and Technology.

Research output: Contribution to journalArticle

2017

Measuring Patient Mobility in the ICU Using a Novel Noninvasive Sensor

Ma, A. J., Rawat, N., Reiter, A., Shrock, C., Zhan, A., Stone, A., Rabiee, A., Griffin, S., Needham, D. & Saria, S., Apr 1 2017, In : Critical Care Medicine. 45, 4, p. 630-636 7 p.

Research output: Contribution to journalArticle

Scalable Joint Models for Reliable Uncertainty-Aware Event Prediction

Soleimani, H., Hensman, J. & Saria, S., Aug 20 2017, (Accepted/In press) In : IEEE Transactions on Pattern Analysis and Machine Intelligence.

Research output: Contribution to journalArticle

2016

Correlation of preterm infant illness severity with placental histology

Chisholm, K. M., Heerema-Mckenney, A., Tian, L., Rajani, A. K., Saria, S., Koller, D. & Penn, A. A., Mar 1 2016, In : Placenta. 39, p. 61-69 9 p.

Research output: Contribution to journalArticle

Integrative analysis using coupled latent variable models for individualizing prognoses

Schulam, P. & Saria, S., Dec 1 2016, In : Journal of Machine Learning Research. 17, p. 1-35 35 p.

Research output: Contribution to journalArticle

Learning (predictive) risk scores in the presence of censoring due to interventions

Dyagilev, K. & Saria, S., Mar 1 2016, In : Machine Learning. 102, 3, p. 323-348 26 p.

Research output: Contribution to journalArticle

Trading-off cost of deployment versus accuracy in learning predictive models

Robinson, D. P. & Saria, S., 2016, In : IJCAI International Joint Conference on Artificial Intelligence. 2016-January, p. 1974-1982 9 p.

Research output: Contribution to journalArticle

2015

A Probabilistic Graphical Model for Individualizing Prognosis in Chronic, Complex Diseases

Schulam, P. & Saria, S., Jan 1 2015, In : AMIA ... Annual Symposium proceedings. AMIA Symposium. 2015, p. 143-144 2 p.

Research output: Contribution to journalArticle

A targeted real-time early warning score (TREWScore) for septic shock

Henry, K. E., Hager, D. N., Pronovost, P. J. & Saria, S., Aug 5 2015, In : Science Translational Medicine. 7, 299, 299ra122.

Research output: Contribution to journalArticle

Dissecting an Online Intervention for Cancer Survivors: Four Exploratory Analyses of Internet Engagement and Its Effects on Health Status and Health Behaviors

Chen, Z., Koh, P. W., Ritter, P. L., Lorig, K., Bantum, E. OC. & Saria, S., Feb 17 2015, In : Health Education and Behavior. 42, 1, p. 32-45 14 p.

Research output: Contribution to journalArticle

Learning a Severity Score for Sepsis: A Novel Approach based on Clinical Comparisons

Dyagilev, K. & Saria, S., Jan 1 2015, In : AMIA ... Annual Symposium proceedings. AMIA Symposium. 2015, p. 1890-1898 9 p.

Research output: Contribution to journalArticle

Subtyping: What It is and Its Role in Precision Medicine

Saria, S. & Goldenberg, A., Jul 1 2015, In : IEEE Intelligent Systems. 30, 4, p. 70-75 6 p., 7156005.

Research output: Contribution to journalArticle

2014

A $3 trillion challenge to computational scientists: Transforming healthcare delivery

Saria, S., Jul 1 2014, In : IEEE Intelligent Systems. 29, 4, p. 82-87 6 p., 6908959.

Research output: Contribution to journalArticle

Big data in health care: Using analytics to identify and manage high-risk and high-cost patients

Bates, D. W., Saria, S., Ohno-Machado, L., Shah, A. & Escobar, G., 2014, In : Health Affairs. 33, 7, p. 1123-1131 9 p.

Research output: Contribution to journalArticle

Perinatal risk factors for severe injury in neonates treated with whole-body hypothermia for encephalopathy

Wayock, C. P., Meserole, R. L., Saria, S., Jennings, J. M., Huisman, T. A. G. M., Northington, F. J. & Graham, E. M., Jul 2014, In : American journal of obstetrics and gynecology. 211, 1, p. 41.e1-41.e8

Research output: Contribution to journalArticle

2013

Developing predictive models using electronic medical records: challenges and pitfalls.

Paxton, C., Niculescu-Mizil, A. & Saria, S., 2013, In : AMIA ... Annual Symposium proceedings / AMIA Symposium. AMIA Symposium. 2013, p. 1109-1115 7 p.

Research output: Contribution to journalArticle

Early detection of poor adherers to statins: Applying individualized surveillance to pay for performance

Zimolzak, A. J., Spettell, C. M., Fernandes, J., Fusaro, V. A., Palmer, N. P., Saria, S., Kohane, I. S., Jonikas, M. A. & Mandl, K. D., Nov 4 2013, In : PloS one. 8, 11, e79611.

Research output: Contribution to journalArticle

2010

Combining Structured and Free-text Data for Automatic Coding of Patient Outcomes

Saria, S., McElvain, G., Rajani, A. K., Penn, A. A. & Koller, D. L., 2010, In : AMIA ... Annual Symposium proceedings / AMIA Symposium. AMIA Symposium. 2010, p. 712-716 5 p.

Research output: Contribution to journalArticle

Integration of early physiological responses predicts later illness severity in preterm infants

Saria, S., Rajani, A. K., Gould, J., Koller, D. & Penn, A. A., Sep 8 2010, In : Science translational medicine. 2, 48, 48ra65.

Research output: Contribution to journalArticle