data science to patient value (d2v) · 2017-12-11 · data science to patient value (d2v) michael...

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DATA SCIENCE TO PATIENT VALUE (D2V) MICHAEL HO, MD, PHD MICHAEL KAHN, MD, PHD JEAN KUTNER, MD, MSPH LISA SCHILLING, MD, MSPH

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Page 1: DATA SCIENCE TO PATIENT VALUE (D2V) · 2017-12-11 · data science to patient value (d2v) michael ho, md, phd michael kahn, md, phd. jean kutner, md, msph. lisa schilling, md, msph

DATA SCIENCE TO PATIENT VALUE (D2V)MICHAEL HO, MD, PHD

MICHAEL KAHN, MD, PHD

JEAN KUTNER, MD, MSPH

LISA SCHILLING, MD, MSPH

Page 2: DATA SCIENCE TO PATIENT VALUE (D2V) · 2017-12-11 · data science to patient value (d2v) michael ho, md, phd michael kahn, md, phd. jean kutner, md, msph. lisa schilling, md, msph

SOM DEAN’S TRANSFORMATIONAL RESEARCH FUNDING ANNOUNCEMENT: JANUARY 27, 2016

• Innovative scholarship that makes significant contributions to knowledge and science in areas of strategic importance to CU, and that has potential to improve human lives, society, the environment, or the economy, will enhance culture and community, or provide other public benefit;

• Multidisciplinary collaboration that positions CU as a national leader in these selected areas;

• Faculty teamwork across career stages to provide mentorship, support professional advancement, and position CU faculty as leaders in key fields; and

• Training opportunities in cutting-edge interdisciplinary or multidisciplinary research.

Page 3: DATA SCIENCE TO PATIENT VALUE (D2V) · 2017-12-11 · data science to patient value (d2v) michael ho, md, phd michael kahn, md, phd. jean kutner, md, msph. lisa schilling, md, msph

VALUE

Data

D2V

Page 4: DATA SCIENCE TO PATIENT VALUE (D2V) · 2017-12-11 · data science to patient value (d2v) michael ho, md, phd michael kahn, md, phd. jean kutner, md, msph. lisa schilling, md, msph

D2V VISION STATEMENT

To make the University of Colorado Anschutz Medical Campus School of Medicine a national and global leader in the development, implementation and dissemination of person-centered, high value health care by advancing innovations in data and health systems science to improve the lives of patient, families, and communities.

Page 5: DATA SCIENCE TO PATIENT VALUE (D2V) · 2017-12-11 · data science to patient value (d2v) michael ho, md, phd michael kahn, md, phd. jean kutner, md, msph. lisa schilling, md, msph

D2V OBJECTIVES1. Accelerate rigorous cutting edge data science methods and

applications to address pressing health problems

2. Advance the science of person-centered high value health care across the care continuum by integrating different stakeholder perspectives including the UCHealth System as a learning and innovations partner.

3. Train the next generation of scientists who can advance and integrate the methods of data science and health systems innovation.

Page 6: DATA SCIENCE TO PATIENT VALUE (D2V) · 2017-12-11 · data science to patient value (d2v) michael ho, md, phd michael kahn, md, phd. jean kutner, md, msph. lisa schilling, md, msph

THREE TRANSFORMATIONAL FEATURES• Creation of a multidisciplinary, collaborative analytics and

computational research environment that includes medical/health scientists, mathematicians/statisticians, computer/data scientists, informatacists, and implementation scientists.

• Consideration of multiple stakeholder perspectives (patients, providers, health systems, payers and policymakers) when conducting research to inform clinical, health system, and policy decisions; and

• Collaboration between researchers and clinical operations to design and conduct care delivery interventions, translate evidence into practice and policy, and work with the health system as a real-world innovations laboratory.

Page 7: DATA SCIENCE TO PATIENT VALUE (D2V) · 2017-12-11 · data science to patient value (d2v) michael ho, md, phd michael kahn, md, phd. jean kutner, md, msph. lisa schilling, md, msph

ExecutiveCommittee

CentralOffice

University

Patients & Families

Clinicians Researchers

StudentsFaculty

Community

AreaHealth Systems

Patient & System Value

Training & Education

Stakeholder Engagement & Governance

Data & Informatics

Analytics

Dissemination & AIC

Insurers

D2V Organizational Structure

Page 8: DATA SCIENCE TO PATIENT VALUE (D2V) · 2017-12-11 · data science to patient value (d2v) michael ho, md, phd michael kahn, md, phd. jean kutner, md, msph. lisa schilling, md, msph

Executive CommitteeMike Ho

Michael KahnJean KutnerLisa Schilling

Central Office

Patient & System Value

Training & Education Stakeholder Engagement & Governance

Data & Informatics

Analytics

Dissemination & AIC

D2V Organizational Structure

Kelley Burns Kyle Bishop, Lisa Caputo, Chan Voong

Mark GritzDan MatlockMartha MeyerCathy Battaglia | Larry Hunter

Bethany Kwan

Heidi Wald |Matt WyniaAndrey Soares

Marilyn Coors, Suzanne Millward

Michael Kahn| Lisa SchillingWilliam Carter, Jessica Toth, Xiuping Wang, Rachel Zucker

Tell Bennett | Debashis Ghosh

James King, Seth Russell, Fuyong Xing

Page 9: DATA SCIENCE TO PATIENT VALUE (D2V) · 2017-12-11 · data science to patient value (d2v) michael ho, md, phd michael kahn, md, phd. jean kutner, md, msph. lisa schilling, md, msph

Electronic Health DataBasic Science DataMobile Technologies

Clinical Trials DataHospital Data

DATA & INFORMATICS

Page 10: DATA SCIENCE TO PATIENT VALUE (D2V) · 2017-12-11 · data science to patient value (d2v) michael ho, md, phd michael kahn, md, phd. jean kutner, md, msph. lisa schilling, md, msph

Recruiting emphasis: specialization in Natural Language Processing (NLP), visual analytics, distributed computing, data harmonization/standardization, database programming, encryption and identity management.

Page 11: DATA SCIENCE TO PATIENT VALUE (D2V) · 2017-12-11 · data science to patient value (d2v) michael ho, md, phd michael kahn, md, phd. jean kutner, md, msph. lisa schilling, md, msph

ANALYTICS

Recruiting Emphasis: Predictive modeling, machine learning, and skilled technical staff in R, Python,

Apache Spark.

Page 12: DATA SCIENCE TO PATIENT VALUE (D2V) · 2017-12-11 · data science to patient value (d2v) michael ho, md, phd michael kahn, md, phd. jean kutner, md, msph. lisa schilling, md, msph

PATIENT & SYSTEM VALUE

Page 13: DATA SCIENCE TO PATIENT VALUE (D2V) · 2017-12-11 · data science to patient value (d2v) michael ho, md, phd michael kahn, md, phd. jean kutner, md, msph. lisa schilling, md, msph

PATIENT & SYSTEM VALUE

• Focus on Patients’ perspective on value

• Performing Economic evaluations which generate meaningful and actionable information for patients, provider, payers, purchasers and policy/decision makers.

• Recruitment Emphasis: System Engineering/Organizational Management expertise

Page 14: DATA SCIENCE TO PATIENT VALUE (D2V) · 2017-12-11 · data science to patient value (d2v) michael ho, md, phd michael kahn, md, phd. jean kutner, md, msph. lisa schilling, md, msph

Stakeholder Engagement & Governance

Page 15: DATA SCIENCE TO PATIENT VALUE (D2V) · 2017-12-11 · data science to patient value (d2v) michael ho, md, phd michael kahn, md, phd. jean kutner, md, msph. lisa schilling, md, msph

Technical assistance:• CU researchers• Clinical leaders• Organizational leaders• In depth understandings of governance

and policies that support engagement, trust and collaboration

Resource LibraryInnovation and Methods ResearchTraining

Page 16: DATA SCIENCE TO PATIENT VALUE (D2V) · 2017-12-11 · data science to patient value (d2v) michael ho, md, phd michael kahn, md, phd. jean kutner, md, msph. lisa schilling, md, msph

DISSEMINATION AND ACADEMIC INDUSTRY COLLABORATION

1. Consumer-centered2. Multi-modal, integrated communiation3. Adaptive and responsive

Page 17: DATA SCIENCE TO PATIENT VALUE (D2V) · 2017-12-11 · data science to patient value (d2v) michael ho, md, phd michael kahn, md, phd. jean kutner, md, msph. lisa schilling, md, msph

TRAINING AND EDUCATION

To train and mentor the next generation of scientists who can advance and integrate the methods of data science and health systems innovation.

Accepting applications Nov 1, 2017

Page 18: DATA SCIENCE TO PATIENT VALUE (D2V) · 2017-12-11 · data science to patient value (d2v) michael ho, md, phd michael kahn, md, phd. jean kutner, md, msph. lisa schilling, md, msph

RESEARCH SEMINARSAND VISITING PROFESSOR LECTURES TO DATE

Julie BynumEffectiveness of Health

Care Delivery to High Risk Elderly Includingthe Oldest Old or

Cognitively Impaired

Erika BlacksherDeliberative Practices in the

Health Arena: Meanings, Methods and Challenges to

Diversity, Inclusivity and Equity

Paul RathouzEfficient Sampling toEnhance Studies with

Longitudinal and Clustered Data

Laura SchererMedical Maximizing vs.

Minimizing: A Framework for Understanding Patient Values

and Preferences for Healthcare

Page 19: DATA SCIENCE TO PATIENT VALUE (D2V) · 2017-12-11 · data science to patient value (d2v) michael ho, md, phd michael kahn, md, phd. jean kutner, md, msph. lisa schilling, md, msph

D2V PILOT PROJECT PROGRAM

Page 20: DATA SCIENCE TO PATIENT VALUE (D2V) · 2017-12-11 · data science to patient value (d2v) michael ho, md, phd michael kahn, md, phd. jean kutner, md, msph. lisa schilling, md, msph

D2V PILOT PROJECT PROGRAMExamples of current pilot projects :• Using Colorado Health Observation Regional Data Service

(CHORDS) to identify season asthma exacerbation patterns in children.

• Identify value of Post Acute Care for patients and their caregivers following hospitalization.

• Implement scalable and novel privacy preserving (encrypted) Record Linkage (PPRL) methods to probabilistically link data under different data quality constraints.

• Expand the reach of Palliative Care via a psychosocial intervention in Latino patients with advanced cancer

• Develop an electronic method of identifying and preventing Surgical Infections through supervised learning.

Page 21: DATA SCIENCE TO PATIENT VALUE (D2V) · 2017-12-11 · data science to patient value (d2v) michael ho, md, phd michael kahn, md, phd. jean kutner, md, msph. lisa schilling, md, msph

D2V PILOT PROJECT PROGRAMCon’t-

• Implement strategies to maximize value of Noninvasive Cardiovascular Testing.

• Determine the feasibility, safety and value of a virtual Cardiac Implantable Electronic Device Wound Check.

• Assess the sustainability of innovative care models in Neurologic Palliative Care.

• Use Value of Information Outputs to inform future clinical trial design.

• Create infrastructure to store and standardize EHR data from multiple hospitals.

• Develop a Causal Inference Framework to quantify surgical learning effects.

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cuD2V.org