Mathematical modeling is an increasingly widespread tool for understanding infectious disease transmission and informing public health decision making. This course provides an in depth overview of the practical uses of mathematical modeling for a range of diseases and scenarios. We cover the basic principles of infectious disease models, how models are adapted to be specific to the disease and question of interest, and important assumptions of different models. We will discuss how data informs models, how models can be used to interpret data, uncertainty in model results, and pros and cons of different modeling and analytic approaches. In each module we focus on a use case for models: evaluating potential control strategies, quantifying and comparing the transmission rate of infections, and for forecasting future disease burden.
Learners will get the most out of this course if they are familiar with the basics of infectious disease epidemiology and some university level mathematics background. Those who are interested in a more basic overview of model uses in public health decision-making without the requirement for any mathematics background are recommended to view our companion course, Infectious Disease Transmission Models for Decision Makers. Learners who have a stronger quantitative background and are interested in learning to construct models themselves are suggested to consider the Infectious Disease Modeling Specialization developed by Imperial College London.
Das ist alles enthalten
6 Videos1 Lektüre1 Aufgabe
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6 Videos•Insgesamt 59 Minuten
An Introduction to Infectious Disease Modeling in Practice•4 Minuten
Infectious Disease Modeling in Practice•10 Minuten
Models of Measles Transmission•19 Minuten
Modeling Vaccination and Births•8 Minuten
Herd Immunity•5 Minuten
Putting These Models Into Practice•13 Minuten
1 Lektüre•Insgesamt 10 Minuten
Course Guide and Technical Support•10 Minuten
1 Aufgabe•Insgesamt 9 Minuten
Module 1 Exam•9 Minuten
Inferring Infectious Disease Transmission Rates from Outbreak Data
Modul 2•2 Stunden abzuschließen
Moduldetails
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3 Videos4 Aufgaben
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3 Videos•Insgesamt 66 Minuten
Background•13 Minuten
Introduction to Inferring Transmission Rates•26 Minuten
Methods of Estimating Transmission Metrics•28 Minuten
4 Aufgaben•Insgesamt 27 Minuten
Module 2 Exam•15 Minuten
Quiz: Background•2 Minuten
Quiz: Introduction to Inferring Transmission Rates•5 Minuten
Quiz: Methods of Estimating Transmission Metric•5 Minuten
Prediction of Infectious Disease: Forecasting and Scenario Projection
Modul 3•2 Stunden abzuschließen
Moduldetails
Das ist alles enthalten
5 Videos6 Aufgaben
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5 Videos•Insgesamt 60 Minuten
History and Overview of Prediction Modeling•9 Minuten
Building a Prediction Model•21 Minuten
Fitting and Calibration•6 Minuten
Applying Prediction Models: COVID-19•15 Minuten
The Power of Multiple Models for Prediction Modeling•9 Minuten
6 Aufgaben•Insgesamt 31 Minuten
Module 3 Exam•15 Minuten
History and Overview of Prediction Modeling•3 Minuten
Building a Prediction Model•5 Minuten
Fitting and Calibration•3 Minuten
Applying Prediction Models: COVID-19•3 Minuten
The Power of Multiple Models for Prediction Modeling•2 Minuten
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