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University of Colorado Boulder - Predictive Modeling and Transforming Clinical Practice 

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Predictive Modeling and Transforming Clinical Practice
 at 
Coursera 
Overview

Duration

11 hours

Total fee

Free

Mode of learning

Online

Official Website

Explore Free Course External Link Icon

Credential

Certificate

Predictive Modeling and Transforming Clinical Practice
 at 
Coursera 
Highlights

  • This Course Plus the Full Specialization.
  • Shareable Certificates.
  • Graded Programming Assignments.
Details Icon

Predictive Modeling and Transforming Clinical Practice
 at 
Coursera 
Course details

More about this course
  • 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.

Predictive Modeling and Transforming Clinical Practice
 at 
Coursera 
Curriculum

Introduction: Clinical Prediction Models

Welcome to Predictive Modeling and Transforming Clinical Practice

Setting Expectations

Introduction to Clinical Prediction Models

Types of Clinical Prediction Models

Clinical Prediction Models

Operational Prediction Models

Financial Prediction Models

Developing Clinical Prediction Models

Introduction to Specialization Instructors

Course Policies

Accessing Course Data and Technology Platform

Week 1 Assessment

Tools: Ensuring Model Usability

Ensuring Model Usability

Introduction to Qualitative Methods

Qualitative Methods: Choosing the Right Tool

Qualitative Methods: Population Selection

Qualitative Methods: Data Collection

Qualitative Methods: Data Analysis

Qualitative Methods for Transforming Clinical Practice

Introduction to Workflow Observations

Qualitative Project Introduction

Week 2 Assessment

Techniques: Model Implementation and Sustainability

Introduction to Clinical Prediction Model Implementation and Sustainability

Methods of Changing Clinical Practice

Fundamentals of Clinical Decision Support

Clinical Decision Support for Prediction Models

Sustainability of Clinical Prediction Models

Week 3 Assessment

Techniques: Data Selection, Model Building, and Evaluation

Building Prediction Models

Clinical Data for Prediction Models

Clinical Prediction Models: Encounters

Clinical Prediction Models: Billing Data

Clinical Prediction Models: Laboratory Data

Clinical Prediction Models: Medications

Clinical Prediction Models: Clinical Observations

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

Building a Clinical Prediction Model

Note about the Assessment

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

Week 4 Assessment

Practical Application: Developing a Clinical Prediction Model

Welcome to Practical Applications!

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Predictive Modeling and Transforming Clinical Practice
 at 
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