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Wirichada Pan-ngum replied to the topic Week 2: Discussion on disease characteristics and model structure in the forum TMHG535 Mathematical and Economic Modeling Applications in Biomedical and Public Health 2020 4 years, 2 months ago
Kind of make sense, the plot. At least it goes in the right direction but it has little impact here. Often the output of the model we are most interested is incidence (new case per unit of time). It is not obvious in the model, and it is not I. New cases is calculated as force of infection x susceptible. FOI is explained more in my lecture as well.
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Wirichada Pan-ngum replied to the topic Week 2: Discussion on disease characteristics and model structure in the forum TMHG535 Mathematical and Economic Modeling Applications in Biomedical and Public Health 2020 4 years, 2 months ago
See my work on COVID-19 modelling…bearable structure, not extremely complicated. https://www.mdpi.com/2079-7737/10/2/80
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Wirichada Pan-ngum replied to the topic Week 2: Discussion on disease characteristics and model structure in the forum TMHG535 Mathematical and Economic Modeling Applications in Biomedical and Public Health 2020 4 years, 2 months ago
Ok! Another COVID-19 example with death compartment added. I think here when you plan to explore the impacts of lockdown, it is fine not to consider E compartment like the previous model because lockdown is applied to all population groups. So lockdown can simply reduce beta then?
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Wirichada Pan-ngum replied to the topic Week 2: Discussion on disease characteristics and model structure in the forum TMHG535 Mathematical and Economic Modeling Applications in Biomedical and Public Health 2020 4 years, 2 months ago
Ok, you seem to have a simple COVID-19 model structure there. Next, what are you planning to do with it? Are you planning to add in some interventions? What assumptions have you made when using this simple model? You have mentioned 14 quarantine days, which I think you used it to estimate the rate leaving E to I compartment there, right? Keep going!
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Wirichada Pan-ngum replied to the topic Week 2: Discussion on disease characteristics and model structure in the forum TMHG535 Mathematical and Economic Modeling Applications in Biomedical and Public Health 2020 4 years, 2 months ago
I am following you code and have a question on what happened when exposed dogs (E) are vaccinated? Can they return to susceptible? Really?
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Wirichada Pan-ngum replied to the topic Week 2: Discussion on disease characteristics and model structure in the forum TMHG535 Mathematical and Economic Modeling Applications in Biomedical and Public Health 2020 4 years, 2 months ago
Great start but TB has a long latent period which I think it is hard to ignore. Also what kind of interventions you are planning to explore. I have previously done some TB work, the simplest model we could have when exploring shorter course treatment. https://journals.plos.org/plosone/article/authors?id=10.1371/journal.pone.0248846
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Wirichada Pan-ngum replied to the topic Week 2: Discussion on disease characteristics and model structure in the forum TMHG535 Mathematical and Economic Modeling Applications in Biomedical and Public Health 2020 4 years, 2 months ago
I looked at the reference https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0132037 and pretty sure that they went with SIS model. What is R compartment mean in yours? Please check the structure again. Should it just be uncolonized and colonized?
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Wirichada Pan-ngum replied to the topic Week 2: Discussion on disease characteristics and model structure in the forum TMHG535 Mathematical and Economic Modeling Applications in Biomedical and Public Health 2020 4 years, 2 months ago
I am not clear about the model structure. I think it would be nice to draw the compartmental model diagram. I am not sure about the treated individuals as there exists no compartment of treated population. Does the vaccine wane over time?
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Wirichada Pan-ngum replied to the topic Week 2: Discussion on disease characteristics and model structure in the forum TMHG535 Mathematical and Economic Modeling Applications in Biomedical and Public Health 2020 4 years, 2 months ago
Those who have tried running their model here using parameters specifically for their disease of interest, please start documenting where these values come from and think more about the assumptions you made when using this simple structure of disease transmission dynamic. Remember, the real world problems are a lot more complex than the maths world!
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Wirichada Pan-ngum replied to the topic Week 2: Discussion on disease characteristics and model structure in the forum TMHG535 Mathematical and Economic Modeling Applications in Biomedical and Public Health 2020 4 years, 2 months ago
For those who are not yet to confident to adjust the code, don’t worry just keep thinking and searching for more information on the disease, parameters, relevant questions and issues.
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Wirichada Pan-ngum replied to the topic Week 2: Discussion on disease characteristics and model structure in the forum TMHG535 Mathematical and Economic Modeling Applications in Biomedical and Public Health 2020 4 years, 2 months ago
Excellent progress, over expectation on the coding. I will probably need a bit more time to look at the details. Also wondering if most of you sketched the structure diagram before adjusting the R code?
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Wirichada Pan-ngum replied to the topic Week 1: Discussion on choice of disease and questions in the forum TMHG535 Mathematical and Economic Modeling Applications in Biomedical and Public Health 2020 4 years, 2 months ago
@Weerada, sound like a nice COVID model but choose one between climate factors or mitigation measures I think. Both can be complicated for a short term project here.
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Wirichada Pan-ngum replied to the topic Week 1: Discussion on choice of disease and questions in the forum TMHG535 Mathematical and Economic Modeling Applications in Biomedical and Public Health 2020 4 years, 2 months ago
Model can be used to test the hypothesis here. So you don’t need the strong evidence before conducting a model and if you already have the strong evidence then may be you would not need a model…data clearly indicates that. Then we can test that hypothesis by showing that the model can fit the observed data that is available. Let’s say if the…[Read more]
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Wirichada Pan-ngum replied to the topic Week 2: Discussion on disease characteristics and model structure in the forum TMHG535 Mathematical and Economic Modeling Applications in Biomedical and Public Health 2020 4 years, 2 months ago
I realize it may be a bit difficult to think about the model structure all by yourself. Please look in some literature related to the disease you have chosen and see what sort of model structure they used. Most infectious diseases would have SIRS or SEIRS structure if we know some immunity would be developed after the infection. If not then, SIS…[Read more]
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Wirichada Pan-ngum replied to the topic Week 1: Discussion on choice of disease and questions in the forum TMHG535 Mathematical and Economic Modeling Applications in Biomedical and Public Health 2020 4 years, 2 months ago
Thanks for many great ideas so far. Well done! Please keep moving on to learn more about modelling and trying to link it back in to your idea of project while studying the materials.
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Wirichada Pan-ngum replied to the topic Week 1: Discussion on choice of disease and questions in the forum TMHG535 Mathematical and Economic Modeling Applications in Biomedical and Public Health 2020 4 years, 2 months ago
It sounds more like a spatial/statistical modelling to me unless committing suicide is infectious or affecting others who are in close contacts with the person. I suggest reviewing published work on this topic to see if anyone has used mathematical modelling to explore this before and how. Interesting!
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Wirichada Pan-ngum replied to the topic Week 1: Discussion on choice of disease and questions in the forum TMHG535 Mathematical and Economic Modeling Applications in Biomedical and Public Health 2020 4 years, 2 months ago
Nice framework for start. You can model different level of lockdown and its impacts on health outcomes. There are costs associated with both the interventions and the health outcomes. So we can compare the relative values between UK and Thailand. Think more about data related to this work.
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Wirichada Pan-ngum replied to the topic Week 1: Discussion on choice of disease and questions in the forum TMHG535 Mathematical and Economic Modeling Applications in Biomedical and Public Health 2020 4 years, 2 months ago
Covid modelling is an interesting one. Think about what you would need to take into account there. All interventions that have been happening is one thing. A lot of literature on this topic, so keep reading and discuss together later.
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Wirichada Pan-ngum replied to the topic Week 1: Discussion on choice of disease and questions in the forum TMHG535 Mathematical and Economic Modeling Applications in Biomedical and Public Health 2020 4 years, 2 months ago
I have done something similar with DM screening model. May be useful to read and think about the data.
Mahikul W, White LJ, Poovorawan K, et al. A Population Dynamic Model to Assess the Diabetes Screening and Reporting Programs and Project the Burden of Undiagnosed Diabetes in Thailand. Int J Environ Res Public Health. 2019;16(12):2207. Published…[Read more]
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Wirichada Pan-ngum replied to the topic Week 1: Discussion on choice of disease and questions in the forum TMHG535 Mathematical and Economic Modeling Applications in Biomedical and Public Health 2020 4 years, 2 months ago
Covid modelling is an interesting one. Think about what you would need to take into account there. All interventions that have been happening is one thing. A lot of literature on this topic, so keep reading and discuss together later.
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