Laura K. Wiley, PhD

Offered By

Predictive Modeling and Transforming Clinical Practice

University of Colorado System

About this Course

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This course teaches you the fundamentals of transforming clinical practice using predictive models. This course examines specific challenges and methods of clinical implementation, that clinical data scientists must be aware of when developing their predictive models.

Shareable Certificate

Earn a Certificate upon completion

100% online

Start instantly and learn at your own schedule.

Flexible deadlines

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Intermediate Level

Approx. 11 hours to complete

English

Subtitles: English

Instructor

Laura K. Wiley, PhD

Assistant Professor

Division of Biomedical Informatics and Personalized Medicine, Anschutz Medical Campus

13,150 Learners

5 Courses

Shareable Certificate

Earn a Certificate upon completion

100% online

Start instantly and learn at your own schedule.

Flexible deadlines

Reset deadlines in accordance to your schedule.

Intermediate Level

Approx. 11 hours to complete

English

Subtitles: English

Offered by

University of Colorado System

The University of Colorado is a recognized leader in higher education on the national and global stage. We collaborate to meet the diverse needs of our students and communities. We promote innovation, encourage discovery and support the extension of knowledge in ways unique to the state of Colorado and beyond.

Syllabus - What you will learn from this course

Week

Week 1

1 hour to complete

Introduction: Clinical Prediction Models

Learn about the many types of clinical prediction models that exist and how they are put into practice.

1 hour to complete

8 videos (Total 27 min), 3 readings, 1 quiz

8 videos

Welcome to Predictive Modeling and Transforming Clinical Practice1m

Setting Expectations2m

Introduction to Clinical Prediction Models8m

Types of Clinical Prediction Models1m

Clinical Prediction Models5m

Operational Prediction Models2m

Financial Prediction Models1m

Developing Clinical Prediction Models3m

3 readings

Introduction to Specialization Instructors5m

Course Policies5m

Accessing Course Data and Technology Platform15m

1 practice exercise

Week 1 Assessment30m

Week

Week 2

3 hours to complete

Tools: Ensuring Model Usability

Understand how qualitative methods can be used to develop clinical prediction models that are more likely to transform clinical practice.

3 hours to complete

9 videos (Total 46 min)

9 videos

Ensuring Model Usability4m

Introduction to Qualitative Methods3m

Qualitative Methods: Choosing the Right Tool3m

Qualitative Methods: Population Selection8m

Qualitative Methods: Data Collection10m

Qualitative Methods: Data Analysis4m

Qualitative Methods for Transforming Clinical Practice4m

Introduction to Workflow Observations4m

Qualitative Project Introduction2m

1 practice exercise

Week 2 Assessment30m

Week

Week 3

1 hour to complete

Techniques: Model Implementation and Sustainability

Learn about the different tools that are used to implement clinical prediction models in practice and the factors that affect implementations over time.

1 hour to complete

5 videos (Total 28 min)

5 videos

Introduction to Clinical Prediction Model Implementation and Sustainability1m

Methods of Changing Clinical Practice5m

Fundamentals of Clinical Decision Support10m

Clinical Decision Support for Prediction Models3m

Sustainability of Clinical Prediction Models7m

1 practice exercise

Week 3 Assessment30m

Week

Week 4

2 hours to complete

Techniques: Data Selection, Model Building, and Evaluation

Understand how the different types of clinical data can be used in prediction models and learn how choices made during model construction affect the utility of the model in practice.

2 hours to complete

8 videos (Total 18 min), 2 readings, 2 quizzes

8 videos

Building Prediction Models55s

Clinical Data for Prediction Models39s

Clinical Prediction Models: Encounters3m

Clinical Prediction Models: Billing Data1m

Clinical Prediction Models: Laboratory Data3m

Clinical Prediction Models: Medications4m

Clinical Prediction Models: Clinical Observations1m

Clinical Prediction Models: Demographics, Health, Social, & Family History3m

2 readings

Building a Clinical Prediction Model1h

Note about the Assessment2m

2 practice exercises

Building a Clinical Prediction Model - Try it Out For Yourself Exercise30m

Week 4 Assessment30m

Frequently Asked Questions

When will I have access to the lectures and assignments?
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What will I get if I purchase the Certificate?
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Is financial aid available?
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Predictive Modeling and Transforming Clinical Practice

Predictive Modeling and Transforming Clinical Practice