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GLINDA: Automated Reasoning for Application of Clinical Guidelines BMIR Research-in-Progress Presentation Csongor Nyulas Samson Tu
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GLINDA: Automated Reasoning for Application of Clinical Guidelines BMIR Research-in-Progress Presentation Csongor Nyulas Samson Tu.

Dec 19, 2015

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Page 1: GLINDA: Automated Reasoning for Application of Clinical Guidelines BMIR Research-in-Progress Presentation Csongor Nyulas Samson Tu.

GLINDA: Automated Reasoning for Application of Clinical Guidelines BMIR Research-in-Progress PresentationCsongor NyulasSamson Tu

Page 2: GLINDA: Automated Reasoning for Application of Clinical Guidelines BMIR Research-in-Progress Presentation Csongor Nyulas Samson Tu.

Acknowledgement

Funder: National Library of Medicine

Project MembersMark Musen

Mary Goldstein

Susana Martins

Hyunggu Jung

Pamela Kum

Page 3: GLINDA: Automated Reasoning for Application of Clinical Guidelines BMIR Research-in-Progress Presentation Csongor Nyulas Samson Tu.

Problem Statement

Populations are aging worldwide

Older adults tend to have multiple chronic conditions

Data??

Management of multiple comorbidities presents a challenging problem

Almost all clinical practice guidelines focus on the management of single diseases

May take comorbidities into account

Simultaneous application of multiple guidelines leads to suboptimal care

Page 4: GLINDA: Automated Reasoning for Application of Clinical Guidelines BMIR Research-in-Progress Presentation Csongor Nyulas Samson Tu.

Research Goals

Develop a modular and extensible platform for exploring informatics and clinical issues

Integrate and reuse best-of-breed knowledge resources and applications

Create methods for detecting, repairing and integrating treatment recommendations from multiple guideliens

Page 5: GLINDA: Automated Reasoning for Application of Clinical Guidelines BMIR Research-in-Progress Presentation Csongor Nyulas Samson Tu.

Method

Adapt BioSTORM agent architectureTask decomposition

Problem-solving method

Reuse ATHENA CDSS Clinical domains: Hypertension, diabetes mellitus, heart failure, hyperlipidemia, chronic kidney disease

Develop new agents for detecting, repairing, and integrating treatment recommendations

Apply methods on anonymized patient cases from the Stanford STRIDE database

Page 6: GLINDA: Automated Reasoning for Application of Clinical Guidelines BMIR Research-in-Progress Presentation Csongor Nyulas Samson Tu.

Outline of Method Section

STRIDE patient selection and preparation

BioSTORM agent architecture and its application to GLINDA

ATHENA DSS agents

New agents for detecting, repairing and integrating guideline recommendations

Presentation for review

Page 7: GLINDA: Automated Reasoning for Application of Clinical Guidelines BMIR Research-in-Progress Presentation Csongor Nyulas Samson Tu.

STRIDE Patient Extraction

Page 8: GLINDA: Automated Reasoning for Application of Clinical Guidelines BMIR Research-in-Progress Presentation Csongor Nyulas Samson Tu.

Test Patients Selection

Page 9: GLINDA: Automated Reasoning for Application of Clinical Guidelines BMIR Research-in-Progress Presentation Csongor Nyulas Samson Tu.

Data Preparation

Page 10: GLINDA: Automated Reasoning for Application of Clinical Guidelines BMIR Research-in-Progress Presentation Csongor Nyulas Samson Tu.

BioSTORM Agent Architecture

Page 11: GLINDA: Automated Reasoning for Application of Clinical Guidelines BMIR Research-in-Progress Presentation Csongor Nyulas Samson Tu.

GLINDA Agent Configurations

Page 12: GLINDA: Automated Reasoning for Application of Clinical Guidelines BMIR Research-in-Progress Presentation Csongor Nyulas Samson Tu.

ATHENA CDSS

Page 13: GLINDA: Automated Reasoning for Application of Clinical Guidelines BMIR Research-in-Progress Presentation Csongor Nyulas Samson Tu.

Integrating Recommendations from

Multiple Guidelines

Page 14: GLINDA: Automated Reasoning for Application of Clinical Guidelines BMIR Research-in-Progress Presentation Csongor Nyulas Samson Tu.

Detecting Interactions

Page 15: GLINDA: Automated Reasoning for Application of Clinical Guidelines BMIR Research-in-Progress Presentation Csongor Nyulas Samson Tu.

Current Status

Page 16: GLINDA: Automated Reasoning for Application of Clinical Guidelines BMIR Research-in-Progress Presentation Csongor Nyulas Samson Tu.

Future Work