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Predictive Modeling and Transforming Clinical Practice
  • Level Professional
  • المدة 12 ساعات hours
  • الطبع بواسطة University of Colorado System
  • Offered by

عن

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.

الوحدات

Welcome to Predictive Modeling and Transforming Clinical Practice

    • 2 Videos
    • 1 Readings
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2 Videos

  • Welcome to Predictive Modeling and Transforming Clinical Practice
  • Setting Expectations

1 Readings

  • Get help and meet other learners in this course. Join your discussion forums!

Getting Started

    • 3 Readings
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3 Readings

  • Introduction to Specialization Instructors
  • Course Policies
  • Accessing Course Data and Technology Platform

Introduction to Clinical Prediction Models

    • 1 Videos
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1 Videos

  • Introduction to Clinical Prediction Models

Types of Clinical Prediction Models

    • 4 Videos
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4 Videos

  • Types of Clinical Prediction Models
  • Clinical Prediction Models
  • Operational Prediction Models
  • Financial Prediction Models

Developing Clinical Prediction Models

    • 1 Videos
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1 Videos

  • Developing Clinical Prediction Models

Week 1 Assessment

    • 1 Assignment
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1 Assignment

  • Week 1 Assessment

Ensuring Model Usability

    • 1 Videos
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1 Videos

  • Ensuring Model Usability

Qualitative Methods

    • 5 Videos
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5 Videos

  • 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

    • 2 Videos
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2 Videos

  • Qualitative Methods for Transforming Clinical Practice
  • Introduction to Workflow Observations

Week 2 Assessment

    • 1 Videos
    • 1 PeerReview
    • 1 Assignment
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1 Assignment

  • Week 2 Assessment

1 Peer Review

  • New Peer Review

1 Videos

  • Qualitative Project Introduction

Introduction to Clinical Prediction Model Implementation and Sustainability

    • 1 Videos
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1 Videos

  • Introduction to Clinical Prediction Model Implementation and Sustainability

Methods of Changing Clinical Practice

    • 1 Videos
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1 Videos

  • Methods of Changing Clinical Practice

Clinical Decision Support

    • 2 Videos
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2 Videos

  • Fundamentals of Clinical Decision Support
  • Clinical Decision Support for Prediction Models

Sustainability of Clinical Prediction Models

    • 1 Videos
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1 Videos

  • Sustainability of Clinical Prediction Models

Week 3 Assessment

    • 1 Assignment
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1 Assignment

  • Week 3 Assessment

Building Prediction Models

    • 1 Videos
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1 Videos

  • Building Prediction Models

Data Types for Prediction Models

    • 7 Videos
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7 Videos

  • 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

Programming Examples and Exercises

    • 1 Readings
    • 1 Assignment
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1 Assignment

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

1 Readings

  • Building a Clinical Prediction Model

Week 4 Assessment

    • 1 Readings
    • 1 Assignment
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1 Assignment

  • Week 4 Assessment

1 Readings

  • Note about the Assessment

Welcome to Practical Applications!

    • 1 Videos
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1 Videos

  • Welcome to Practical Applications!

Practical Application Project: Building

    • 1 PeerReview
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1 Peer Review

  • Building a Clinical Prediction Model

Auto Summary

Elevate your expertise in the health and fitness domain with the comprehensive "Predictive Modeling and Transforming Clinical Practice" course. Offered by Coursera, this professional-level program delves into the core principles of utilizing predictive models to revolutionize clinical practices. It thoroughly explores the unique challenges and essential methodologies that clinical data scientists must navigate during the development and implementation of these transformative models. Guided by industry experts, the course spans 720 minutes of in-depth content designed for professionals seeking to enhance their skills and knowledge in this critical area. Flexible subscription options, including Starter and Professional plans, provide accessible pathways to gain cutting-edge insights and practical tools. Ideal for clinical data scientists and healthcare professionals aiming to drive innovation and improve patient outcomes through predictive analytics, this course is your gateway to mastering the future of clinical practice.

Laura K. Wiley, PhD
Instructor

Laura K. Wiley, PhD