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 | 102 | 2017 |
Ensemble Kalman methods with constraints DJ Albers, PA Blancquart, ME Levine, EE Seylabi, A Stuart Inverse Problems 35 (9), 095007, 2019 | 60 | 2019 |
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 | 51 | 2019 |
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 | 51 | 2018 |
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 | 44 | 2018 |
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 | 43 | 2018 |
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 | 43 | 2016 |
A framework for machine learning of model error in dynamical systems ME Levine, AM Stuart Comm. Amer. Math. Soc. 2 (07), 283-344, 2022 | 33 | 2022 |
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 | 33 | 2018 |
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 | 23 | 2018 |
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 | 18 | 2020 |
Real-time electronic health record mortality prediction during the COVID-19 pandemic: a prospective cohort study PD Sottile, D Albers, PE DeWitt, S Russell, JN Stroh, DP Kao, B Adrian, ... Journal of the American Medical Informatics Association 28 (11), 2354-2365, 2021 | 16 | 2021 |
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 | 12 | 2016 |
A simple modeling framework for prediction in the human glucose-insulin system M Sirlanci, ME Levine, CC Wang, DJ Albers, AM Stuart arXiv preprint arXiv:1910.14193, 2019 | 11* | 2019 |
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 | 10 | 2019 |
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 | 7 | 2017 |
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: Understanding and Modeling …, 2017 | 7 | 2017 |
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 | 6 | 2021 |
Real-Time Electronic Health Record Mortality Prediction During the COVID-19 Pandemic: A Prospective Cohort Study (preprint) PD Sottile, D Albers, PE DeWitt, S Russell, JN Stroh, DP Kao, B Adrian, ... | 3 | 2021 |
Correction: 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 17 (8), e1009325, 2021 | 2 | 2021 |