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.
Offered By
Predictive Modeling and Transforming Clinical Practice
University of Colorado SystemAbout this Course
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Intermediate Level
Approx. 11 hours to complete
English
Subtitles: English
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
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
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
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
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
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
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
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
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
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