NDLI: Risk Mediation Cloud Service: Constructing Statistical Models of Patient Adherence for Sustainable Case Management

Content Provider	IEEE Xplore Digital Library
Author	Pei-Yun Hsueh Ramakrishnan, S. Chang, H.
Copyright Year	2012
Abstract	Regimen adherence is a common problem among chronic disease patients and has posed tremendous challenges to sustainable case management. Intervening on every single non-adherence case often creates unnecessary burdens for providers and considerable annoyance for patients, leading to wastes of resources and increasing patient churn rates. In current practice, mitigating the risk of non-adherence cases is a labor-intensive task that requires additional efforts from healthcare professionals to handle on a case-by-case basis. Previous work has investigated into the possibility of modeling patient adherence behavior, but left questions about the accountability of such models in services. With the prevalence of mobile devices and maturing cloud-based service models, more patient data are fed to cloud services from a variety of sources (e.g., health records, surveys, sensors, embedded GPS modules). In this paper, we propose a risk mitigation service that can utilize heterogeneous patient behavioral data sources to construct statistical models of adherence and estimate intervention need. We design evaluations to examine a number of dimensions in statistical models of patient adherence and their impacts on the task of determining critical cases and patient propensity to churn. Finally, we demonstrate how the new service is designed to assist adherence case management with models that can classify cases of different intervention needs and discuss its applications, limitations, and sustainability issues.
Starting Page	237
Ending Page	242
File Size	305648
Page Count	6
File Format	PDF
ISBN	9781467323185
ISSN	21660778
e-ISBN	9780769547701
DOI	10.1109/SRII.2012.126
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2012-07-24
Publisher Place	USA
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Longitudinal health records Personalization Biological system modeling Computational modeling Predictive models Mobile handsets Sustainable chronic care Human compliance Statistical behavioral model Data models Diabetes Reliability Medical adherence Risk mitigation
Content Type	Text
Resource Type	Article

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

Mobile client-side personalization

Mobile Cloud Computing: Application scenarios and service models - Withdrawn

MPCS: Mobile-phone based patient compliance system for chronic illness care

A QoS-aware system for mobile cloud computing

Constructing hybrid architectures and dynamic services in Cloud BPM

Empowering education through mobile cloud computing based learning process models

Cloud Service Recommendation: State of the Art and Research Challenges

Computation Offloading for Service Workflow in Mobile Cloud Computing

Availability and Energy Consumption Analysis of Mobile Cloud Environments

Risk Mediation Cloud Service: Constructing Statistical Models of Patient Adherence for Sustainable Case Management

Similar Documents

Mobile client-side personalization

Mobile Cloud Computing: Application scenarios and service models - Withdrawn

MPCS: Mobile-phone based patient compliance system for chronic illness care

A QoS-aware system for mobile cloud computing

Constructing hybrid architectures and dynamic services in Cloud BPM

Empowering education through mobile cloud computing based learning process models

Cloud Service Recommendation: State of the Art and Research Challenges

Computation Offloading for Service Workflow in Mobile Cloud Computing

Availability and Energy Consumption Analysis of Mobile Cloud Environments

Risk Mediation Cloud Service: Constructing Statistical Models of Patient Adherence for Sustainable Case Management