Matthew E Levine
Overview
Explore the profile of Matthew E Levine including associated specialties, affiliations and a list of published articles.
Author names and details appear as published. Due to indexing inconsistencies, multiple individuals may share a name, and a single author may have variations. MedLuna displays this data as publicly available, without modification or verification
Snapshot
Snapshot
Articles
15
Citations
131
Followers
0
Related Specialties
Related Specialties
Top 10 Co-Authors
Top 10 Co-Authors
Published In
Affiliations
Affiliations
Soon will be listed here.
Recent Articles
1.
Sirlanci M, Levine M, Low Wang C, Albers D, Stuart A
Chaos
. 2023 Jul;
33(7).
PMID: 37486667
Forecasting blood glucose (BG) levels with routinely collected data is useful for glycemic management. BG dynamics are nonlinear, complex, and nonstationary, which can be represented by nonlinear models. However, the...
2.
Burgermaster M, Desai P, Heitkemper E, Juul F, Mitchell E, Turchioe M, et al.
J Biomed Inform
. 2023 Jun;
144:104419.
PMID: 37301528
Objectives: To examine the feasibility of promoting engagement with data-driven self-management of health among individuals from minoritized medically underserved communities by tailoring the design of self-management interventions to individuals' type...
3.
Mitchell E, Heitkemper E, Burgermaster M, Levine M, Miao Y, Hwang M, et al.
Proc SIGCHI Conf Hum Factor Comput Syst
. 2022 May;
2021.
PMID: 35514864
Self-tracking can help personalize self-management interventions for chronic conditions like type 2 diabetes (T2D), but reflecting on personal data requires motivation and literacy. Machine learning (ML) methods can identify patterns,...
4.
Sottile P, Albers D, DeWitt P, Russell S, Stroh J, Kao D, et al.
J Am Med Inform Assoc
. 2021 May;
28(11):2354-2365.
PMID: 33973011
Objective: To rapidly develop, validate, and implement a novel real-time mortality score for the COVID-19 pandemic that improves upon sequential organ failure assessment (SOFA) for decision support for a Crisis...
5.
Sottile P, Albers D, DeWitt P, Russell S, Stroh J, Kao D, et al.
medRxiv
. 2021 Jan;
PMID: 33469601
Background: The SARS-CoV-2 virus has infected millions of people, overwhelming critical care resources in some regions. Many plans for rationing critical care resources during crises are based on the Sequential...
6.
Mitchell E, Tabak E, Levine M, Mamykina L, Albers D
J Biomed Inform
. 2020 Dec;
113:103639.
PMID: 33316422
Decision-making related to health is complex. Machine learning (ML) and patient generated data can identify patterns and insights at the individual level, where human cognition falls short, but not all...
7.
Albers D, Blancquart P, Levine M, Seylabi E, Stuart A
Inverse Probl
. 2020 Nov;
35(9).
PMID: 33223593
Ensemble Kalman methods constitute an increasingly important tool in both state and parameter estimation problems. Their popularity stems from the derivative-free nature of the methodology which may be readily applied...
8.
Burgermaster M, Son J, Davidson P, Smaldone A, Kuperman G, Feller D, et al.
Int J Med Inform
. 2020 May;
139:104158.
PMID: 32388157
Introduction: Self-monitoring technologies produce patient-generated data that could be leveraged to personalize nutritional goal setting to improve population health; however, most computational approaches are limited when applied to individual-level personalization...
9.
Albers D, Levine M, Mamykina L, Hripcsak G
Math Biosci
. 2019 Aug;
316:108242.
PMID: 31454628
One way to interject knowledge into clinically impactful forecasting is to use data assimilation, a nonlinear regression that projects data onto a mechanistic physiologic model, instead of a set of...
10.
Hripcsak G, Levine M, Shang N, Ryan P
J Am Med Inform Assoc
. 2018 Nov;
25(12):1618-1625.
PMID: 30395248
Objective: To study the effect on patient cohorts of mapping condition (diagnosis) codes from source billing vocabularies to a clinical vocabulary. Materials And Methods: Nine International Classification of Diseases, Ninth...