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 | 46 | 2017 |
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 | 30 | 2016 |
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 | 28 | 2018 |
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 | 25 | 2018 |
Ensemble Kalman methods with constraints DJ Albers, PA Blancquart, ME Levine, EE Seylabi, A Stuart Inverse Problems 35 (9), 095007, 2019 | 18 | 2019 |
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 | 14 | 2018 |
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 | 11 | 2018 |
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 | 9 | 2019 |
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 | 9 | 2016 |
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 | 8 | 2018 |
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 | 5 | 2017 |
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 | 2 | 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 | 2 | 2017 |
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 | 1 | 2020 |
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 | 1 | 2019 |
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, 103639, 2020 | | 2020 |
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, 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 |
Why predicting postprandial glucose using self-monitoring data is difficult. DJ Albers, ME Levine, AM Stuart, BJ Gluckman, G Hripcsak AMIA, 2017 | | 2017 |