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 | 124 | 2017 |
Ensemble Kalman methods with constraints DJ Albers, PA Blancquart, ME Levine, EE Seylabi, A Stuart Inverse Problems 35 (9), 095007, 2019 | 78 | 2019 |
A framework for machine learning of model error in dynamical systems ME Levine, AM Stuart Comm. Amer. Math. Soc. 2 (07), 283-344, 2022 | 77 | 2022 |
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 | 71 | 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 | 62 | 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 | 52 | 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 | 50 | 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 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 | 40 | 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 | 26 | 2020 |
A visual analytics dashboard to summarize serial anesthesia records in pediatric radiation treatment O Nelson, B Sturgis, K Gilbert, E Henry, K Clegg, JM Tan, JO Wasey, ... Applied clinical informatics 10 (04), 563-569, 2019 | 25 | 2019 |
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 | 24* | 2021 |
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 simple modeling framework for prediction in the human glucose–insulin system M Sirlanci, ME Levine, CC Low Wang, DJ Albers, AM Stuart Chaos: An Interdisciplinary Journal of Nonlinear Science 33 (7), 2023 | 21* | 2023 |
Disparities in hemoglobin A1c levels in the first year after diagnosis among youths with type 1 diabetes offered continuous glucose monitoring A Addala, V Ding, DP Zaharieva, FK Bishop, AS Adams, AC King, ... JAMA Network Open 6 (4), e238881-e238881, 2023 | 19 | 2023 |
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 | 15 | 2019 |
Learning about structural errors in models of complex dynamical systems JL Wu, ME Levine, T Schneider, A Stuart Journal of Computational Physics, 113157, 2024 | 14 | 2024 |
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, 2017 | 14 | 2017 |
Who needs what (features) when? Personalizing engagement with data-driven self-management to improve health equity M Burgermaster, PM Desai, EM Heitkemper, F Juul, EG Mitchell, ... Journal of Biomedical Informatics 144, 104419, 2023 | 10 | 2023 |
Principles of computation by competitive protein dimerization networks J Parres-Gold, M Levine, B Emert, A Stuart, MB Elowitz BioRxiv, 2023.10. 30.564854, 2024 | 9 | 2024 |