gabriela gomes: mathematical modeling and data needs

11
Gabriela Gomes Instituto Gulbenkian de Ciência, Portugal

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Talk by Gabriela Gomes on the 1st Symposium of Big Data and Public Health, 2013

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Page 1: Gabriela gomes: Mathematical Modeling and Data Needs

Gabriela Gomes Instituto Gulbenkian de Ciência, Portugal

Page 2: Gabriela gomes: Mathematical Modeling and Data Needs

100 102

0.2

0.4

0.6

0.8

1

transmission intensity, R0

prop

ortio

n in

fect

ed

A

Figure 1

105 10100

0.2

0.4

0.6

0.8

1

challenge dose, d

prop

ortio

n in

fect

ed

B

0 0.5 1susceptibility

dens

ity

Black (no intervention) :dSdt

= µ − λS − µS,

dIdt

= λS − µI, λ = βI.

Colored (intervention) :dsv (x)dt

= q(x)µ − xλsv (x),

div (x)dt

= xλsv (x) − µiv (x), λ = β iv01∫ (x)dx.

Black (no intervention) :

M =1− e−pd .

Colored (intervention) :

M =1− e−xpd01∫ q(x)dx.

Gomes et al 2013 PLOS Pathogens (in review).

Page 3: Gabriela gomes: Mathematical Modeling and Data Needs

di(x)dt

= β 1− i(x)[ ] − f (β,r)i(x),

where

f (β,r) =β

eβ r −1.

data from 90 communities

Smith et al 2005 Nature 438: 492.

Page 4: Gabriela gomes: Mathematical Modeling and Data Needs
Page 5: Gabriela gomes: Mathematical Modeling and Data Needs

Gomes et al 2012 Proc R Soc Lond B 279: 2473.

Page 6: Gabriela gomes: Mathematical Modeling and Data Needs

Cape Town

China

Taiwan India

Malawi

Rwanda Madras

Bangladesh

Spain Houston Denmark

Australia

Lombardy

US & Canada

data from 14 communities

Page 7: Gabriela gomes: Mathematical Modeling and Data Needs

Brazil Portugal

Page 8: Gabriela gomes: Mathematical Modeling and Data Needs
Page 9: Gabriela gomes: Mathematical Modeling and Data Needs
Page 10: Gabriela gomes: Mathematical Modeling and Data Needs

ILI(t) = p(t)I(t)

Page 11: Gabriela gomes: Mathematical Modeling and Data Needs