Matthew E. Levine
Matthew E. Levine
Graduate Student, Computing and Mathematical Sciences, Caltech
Verified email at caltech.edu - Homepage
Title
Cited by
Cited by
Year
Personalized glucose forecasting for type 2 diabetes using data assimilation
DJ Albers, M Levine, B Gluckman, H Ginsberg, G Hripcsak, L Mamykina
PLoS computational biology 13 (4), e1005232, 2017
512017
Data-driven health management: reasoning about personally generated data in diabetes with information technologies
L Mamykina, ME Levine, PG Davidson, AM Smaldone, N Elhadad, ...
Journal of the American Medical Informatics Association 23 (3), 526-531, 2016
312016
Effect of vocabulary mapping for conditions on phenotype cohorts
G Hripcsak, ME Levine, N Shang, PB Ryan
Journal of the American Medical Informatics Association 25 (12), 1618-1625, 2018
302018
Pictures worth a thousand words: Reflections on visualizing personal blood glucose forecasts for individuals with type 2 diabetes
PM Desai, ME Levine, DJ Albers, L Mamykina
Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems …, 2018
272018
Ensemble Kalman methods with constraints
DJ Albers, PA Blancquart, ME Levine, EE Seylabi, A Stuart
Inverse Problems 35 (9), 095007, 2019
222019
Mechanistic machine learning: how data assimilation leverages physiologic knowledge using Bayesian inference to forecast the future, infer the present, and phenotype
DJ Albers, ME Levine, A Stuart, L Mamykina, B Gluckman, G Hripcsak
Journal of the American Medical Informatics Association 25 (10), 1392-1401, 2018
182018
A visual analytics approach for pattern-recognition in patient-generated data
DJ Feller, M Burgermaster, ME Levine, A Smaldone, PG Davidson, ...
Journal of the American Medical Informatics Association 25 (10), 1366-1374, 2018
142018
Personal health oracle: Explorations of personalized predictions in diabetes self-management
PM Desai, EG Mitchell, ML Hwang, ME Levine, DJ Albers, L Mamykina
Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems …, 2019
122019
Methodological variations in lagged regression for detecting physiologic drug effects in EHR data
M Levine, D Albers, G Hripcsak
Journal of Biomedical Informatics 86, 149-159, 2018
102018
Comparing lagged linear correlation, lagged regression, Granger causality, and vector autoregression for uncovering associations in EHR data
ME Levine, DJ Albers, G Hripcsak
AMIA Annual Symposium Proceedings 2016, 779, 2016
92016
From personal informatics to personal analytics: Investigating how clinicians and patients reason about personal data generated with self-monitoring in diabetes
L Mamykina, ME Levine, PG Davidson, AM Smaldone, N Elhadad, ...
Cognitive Informatics in Health and Biomedicine, 301-313, 2017
52017
Offline and online data assimilation for real-time blood glucose forecasting in type 2 diabetes
ME Levine, G Hripcsak, L Mamykina, A Stuart, DJ Albers
arXiv preprint arXiv:1709.00163, 2017
32017
A Simple Modeling Framework For Prediction In The Human Glucose-Insulin System
DJ Albers, ME Levine, M Sirlanci, AM Stuart
arXiv preprint arXiv:1910.14193, 2019
22019
The Parameter Houlihan: a solution to high-throughput identifiability indeterminacy for brutally ill-posed problems
DJ Albers, ME Levine, L Mamykina, G Hripcsak
Mathematical biosciences 316, 108242, 2019
22019
Using data assimilation of mechanistic models to estimate glucose and insulin metabolism
JJ Mulgrave, ME Levine, DJ Albers, J Ha, A Sherman, G Hripcsak
arXiv preprint arXiv:2003.06541, 2020
12020
Real-Time Electronic Health Record Mortality Prediction During the COVID-19 Pandemic: A Prospective Cohort Study
PD Sottile, DJ Albers, PE DeWitt, S Russell, JN Stroh, DP Kao, B Adrian, ...
medRxiv, 2021
2021
Enabling personalized decision support with patient-generated data and attributable components
EG Mitchell, EG Tabak, ME Levine, L Mamykina, DJ Albers
Journal of Biomedical Informatics 113, 103639, 2021
2021
A new approach to integrating patient-generated data with expert knowledge for personalized goal setting: A pilot study
M Burgermaster, JH Son, PG Davidson, AM Smaldone, G Kuperman, ...
International journal of medical informatics 139, 104158, 2020
2020
Behavioral-clinical phenotyping with type 2 diabetes self-monitoring data
ME Levine, DJ Albers, M Burgermaster, PG Davidson, AM Smaldone, ...
arXiv preprint arXiv:1802.08761, 2018
2018
Summary of Best Papers Selected for the 2018 Edition of the IMIA Yearbook, Section AI in Health
DJ Albers, ME Levine, A Stuart, L Mamykina, B Gluckman, G Hripcsak
J Am Med Inform Assoc 25 (10), 1392-401, 2018
2018
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