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Identifying Patient Populations · LearnSpace
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Identifying Patient Populations

Курс от University of Colorado System
Средний≈ 13.4 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course teaches you the fundamentals of computational phenotyping, a biomedical informatics method for identifying patient populations. In this course you will learn how different clinical data types perform when trying to identify patients with a particular disease or trait. You will also learn how to program different data manipulations and combinations to increase the complexity and improve the performance of your algorithms. Finally, you will have a chance to put your skills to the test with a real-world practical application where you develop a computational phenotyping algorithm to identify patients who have hypertension. You will complete this work using a real clinical data set while using a free, online computational environment for data science hosted by our Industry Partner Google Cloud.

Навыки, которые вы освоите

Data ValidationData ManipulationClassification AlgorithmsClinical Data ManagementClinical InformaticsData ScienceAnalyticsModel EvaluationPerformance TestingHealth InformaticsInformatics

Программа курса

5 модулей · 37 учебных материалов

01Introduction: Identifying Patient Populations17 материалов

Welcome to Identifying Patient Populations

Welcome to Identifying Patient PopulationsВидеоGet help and meet other learners in this course. Join your discussion forums!Чтение

Getting Started

Introduction to Specialization InstructorsЧтениеCourse PoliciesЧтение

Учитесь у экспертов

Laura K. Wiley, PhD

Associate Professor

Identifying Patient Populations
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Обучение на Coursera

≈ 13.4 ч

5 модулей

Язык: Английский

Субтитры: Арабский, Французский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Нидерландский, Корейский, Немецкий, Русский, Тайский, Индонезийский, Шведский, Турецкий, Испанский, Хинди, Японский, Казахский, Польский

Часть программы вашего университета
Accessing Course Data and Technology PlatformЧтение

Introduction to Computational Phenotyping

Introduction to Computational PhenotypingВидео

Manual Record Review

Introduction to Manual Record ReviewВидеоManual Record Review: Selecting Reviewers and RecordsВидеоManual Record Review: Tools and TechniquesВидео

Introduction to Course Example

Introduction to Course ExampleЧтение

Additional Resources (Optional)

Introduction to Manual Record ReviewЧтениеMethods - Selecting ReviewersЧтениеMethods - Selecting Records for ReviewЧтениеMethods - Creating Review Instruments and ProtocolsЧтениеMethods - Assessing Review QualityЧтениеWeek 1 Practice QuizЗадание

Week 1 Assessment

Week 1 AssessmentЗадание
02Tools: Clinical Data Types9 материалов

Data Types for Computational Phenotyping

Data Types for Computational PhenotypingВидеоComputational Phenotyping: Billing DataВидеоComputational Phenotyping: Laboratory DataВидеоComputational Phenotyping: Clinical ObservationsВидеоComputational Phenotyping: MedicationsВидео

Programming Examples and Exercises

Testing Individual Data TypesЧтение

Additional Resources (Optional)

Programming Exercises Practice QuizЗадание

Week 2 Assessment

Note about the AssessmentЧтениеWeek 2 AssessmentЗадание
03Techniques: Data Manipulations and Combinations6 материалов

Manipulating Individual Data Types

Manipulating Individual Data TypesВидео

Combining Multiple Data Types

Combining Multiple Data TypesВидео

Programming Examples and Exercises

Data ManipulationsЧтениеData CombinationsЧтение

Additional Resources (Optional)

Programming Exercises Practice QuizЗадание

Week 3 Assessment

Week 3 AssessmentЗадание
04Techniques: Algorithm Selection and Portability3 материалов

Algorithm Selection and Portability

Selecting a Final AlgorithmВидеоAssessing Algorithmic Accuracy, Complexity, and PortabilityЧтение

Week 4 Assessment

Week 4 AssessmentЗадание
05Practical Application: Develop a Computational Phenotyping Algorithm to Identify Patients with Hypertension2 материалов

Welcome to Practical Applications!

Welcome to Practical Applications!Чтение

Practical Application Project: Develop a Computational Phenotyping Algorithm to Identify Patients with Hypertension

Practical Application Project: Develop a Computational Phenotyping Algorithm to Identify Patients with HypertensionВзаимная проверка