Infectious disease modelling for babies

Author
Published

May 22, 2024

Preface

Last modified: October 29, 2024.

This book brings together everything I have learned about infectious disease modelling during my PhD journey. Special thanks to my idol, Dr. James Hay, who once gave these genius advice:

“Read and learn now - it will be harder later on.”

“Spent a lot of time writing well-documented, generalisable code that didn’t necessarily turn into publications at the time. I now use that code all of the time.”

Dr. James Hay’s inspiring talk at the MIDSEA ECR April 2024 Meeting.

These words encouraged me to read and learn more, and to ensure every detail was carefully documented. In this book, you (and my future self) will find:

  • Methodologies for mathematical models of infectious diseases.
  • A dictionary of jargon with cited definitions.
  • Step-by-step guides for writing infectious disease reports, following the Center for Disease Control and Prevention report format: data, workflow, analyses, and inference.

The content of this book is based on the materials I digested during my PhD, with specific articles and readings cited throughout the text. I am deeply grateful to my PhD supervisors, Dr. Marc Choisy, A/Prof. Louise Thwaites, Dr. Hugo Turner, for their caring, inspiring, and enthusiastic guidance. My most heartfelt thanks also go to my mentors, A/Prof. Le Van Tan, A/Prof. Wirichada Pan-Ngum, Asst Prof. Kiesha Prem, Dr. Phung Khanh Lam, and Dr. Leigh Jones, for always nurturing and guiding me towards the best path.

I would like to acknowledge the following educational experiences:

Course Lecturers Institutions
Modelling Infectious Diseases in South East Asia (MIDSEA) Summer School (2024)

Modelling Master Class: Prof. Alex Cook; Prof. Jomar Fajardo Rabajante; A/Prof. Wirichada Pan-Ngum

Modelling interventions and Health economic evaluation: Asst/Prof. Kiesha Prem; Asst/Prof. Hannah Clapham; Asst/Prof. Swapnil Mishra; Asst/Prof. Thitiya Theparod

National University of Singapore; Mahidol Oxford Research Unit; Oxford University Clinical Research Unit; University of the Philippines; De La Salle Manila; Mahasarakham University
Summer Institute in Statistics and Modeling in Infectious Diseases (SISMID) (2023)

Stochastic Epidemic Models with Inference: Prof. Tom Britton; Prof. Ira M Longini

MCMC I: Prof. M. Elizabeth Halloran; Prof. Volodymyr Minin; Prof. Kari Auranen

MCMC II: Prof. Philip O’Neill; Prof. Theodore Kypraios

Simulation-Based Inference for Epidemiological Dynamics: Prof. Aaron King; Prof. Edward Ionides

University of Washington
Introduction to mathematical models of the Epidemiology & Control of Infectious Diseases (2022) Prof. Azra Ghani; Prof. Alex Cook; Dr. Lilith Whittles; Dr. Clare McCormack; Dr. Tara Mangal; Dr. Juliette Unwin Imperial College London; Nanyang Technological University
Mathematical Modelling for Vaccine-preventable Diseases (2022) Prof. Caroline Trotter; Prof. Julia Gog; Prof. Nik Cunniffe; Prof. Thumbi Mwanga; A/Prof. Andrew Conlan; Dr. Cerian Webb; Dr. Katy Gaythorpe; Dr. Matt Castle Vaccine Impact Modelling Consortium; University of Cambridge

Many thanks to the authors who kindly shared materials in response to my inquiries on these topics:

  • Workshop: Modeling Rabies Outbreak and Control (2023), by Dr. Phrutsamon Wongnak.

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