Table 1.
Parameters and sources of data employed in the modular framework for the ASF risk assessment
Pathway | Parameter | Definition | Source |
---|---|---|---|
L.PIGS &L.PROD |
Po |
Probability of infection in the country of origin (country o) |
Beta(α1, α2) |
α1 = X + 1; α2 = M-(X + 1) | |||
X:number of outbreaks by month[26] | |||
M: number of months considered | |||
Ou |
Number of undetected outbreaks before official notification in country o |
[9] |
|
To |
Average herd size in country o |
To = No/So |
|
No |
Pig population in country o |
[9,27] |
|
So |
Pig establishments in country o |
[27,28] |
|
Hp |
Intra-herd prevalence |
[29,30] |
|
Ps |
Probability of an ASF-infected pig surviving infection |
[31] |
|
L.PIGS |
P1s |
Probability of selecting an ASF-infected pig from country o in month m |
Beta (α1, α2) α1 = NI + 1; α2 = No-(NI + 1) NI = Po x Ou x To x Hp; |
Pt |
Probability of survival during transportation |
[32] |
|
P2S |
Probability of a pig surviving |
P2S = Ps*Pt |
|
Snodm |
Imports of live swine (number of pigs) from country of origin (o) to the EU destination country (d) in month m (in the last 5 years). In order to transform Eurostat imports data (in 100 kg) into number of pigs, a standard weight of 100 kg was assumed per pig. |
[25] |
|
Normal (μ, σ) | |||
Spodm |
Probability of an ASF infected animal from country o entering country d in month (m) |
Binomial (n, p) |
|
n = Snodm | |||
p = P1S x P2S | |||
PfS |
Probability of having at least one introduction of ASFV into one EU country (d) from one of country of origin (o) in month m by legal imports of live pigs |
|
|
Pm |
Probability of a pig being grown for meat production |
Normal(Mo/No) |
|
L. PRODS |
Mo |
Number of slaughtered pigs in countries o |
[27] (2005/2009) |
PC |
kg of meat obtained per slaughtered pig (per 100 kg) |
[27] (2000-2009) |
|
Co |
Annual pig meat production per country (100 kg) |
[27] (2005-2008) |
|
P1P |
Probability of selecting infected ASFV pig meat from country o in month m |
P1p: Mi / (Co/12), |
|
Mi: Po*Ou*To*Hp*Ps*Pm*PC | |||
P2P |
Probability of meat belonging to one of the different types of products considered |
[25] (2008-2009) |
|
P3P |
Probability of ASF virus survival in each meat product type during transport. |
[33,34] |
|
pnodm |
Imports of each pig meat product type (100 kg weight) from country “o” to EU country “d” in month “m” |
[25] (2005-2009) |
|
Ppodm |
Probabilities of ASF infected pig products of different types (a-c) from country o entering country d in month m |
Binomial (n, p) |
|
n = pnodm | |||
p = P1p* P2p * P3p | |||
Pfp |
Probabilities of having at least one introduction of ASFV into one EU country (d) from one country (o) in month m by legal imports of each pig products type (a-c). |
|
|
PTP |
Probabilities of having at least one introduction of ASFV into one EU country (d) from one country o in month m by legal imports of any pig product type. |
|
|
ILLEGAL |
P1I |
Probability of release through illegal importation for personal consumption |
Sum of weighted risk scores for P3, P4 and P5 |
P3I |
Outbound tourism to ASF-affected countries. Holiday or business trips of 1 night or more from EC27 to Africa and Russia, arrivals of non resident visitors at national borders of Georgia |
[25], Georgian National Tourism Agency |
|
P4I |
Inbound tourism from ASF-affected countries: Arrivals to EU27 of non residents from Africa and Russia staying in hotels, etc. |
[25] |
|
P5 I |
Residents (citizens )from ASF-affected countries |
[25] |
|
P2 I |
Probability of release through illegal importation for commercial purposes |
Sum of weighted risk scores for P5, P6 and P7 |
|
P6I |
Price of pork. 2010 annual average price of Grade E carcasses (55-59% lean meat percentage) in euros per 100 kg |
European community |
|
P7I |
Geographic position |
Sum of weighted risk scores (P8,P9,P10) |
|
P8I |
Number of ports and airports |
World Port Index 2009; [25] |
|
P9I |
Distance in km to nearest ASF-affected country (from country border to border of nearest ASF-affected country) |
Shapefile of national boundaries |
|
P10I |
Number of international terrestrial border points with non EU member states |
FAO Geonetwork: shapefiles of railways, roads and waterways of the World VMAP) |
|
TAF |
P1t |
Number of potential ASF-contaminated returning trucks. Number of live pigs exported from EU to ASF-affected countries by road |
[25] (Nov. 2007-2009)- (ComExt) |
P2t |
Number of ways (and consequently, facility) of a truck to arrive by road in an EU country from non EU countries. Number of roads crossing EU national boundaries with non EU states |
FAO Geonetwork. Roads of the World |
|
P3t |
Probability of returning trucks not being properly disinfected |
[35] |
|
P4t |
Potential ASF-contaminated waste introduced by cargo ships. Inward number of cargo ships from ASF-infected countries to EU ports |
[25]-Traditional international trade database access (ComExt); [9] |
|
P5t |
Potential ASF-contaminated waste introduced by passenger ships (excluding cruises). Inward number of passenger ships from ASF-infected countries to the EU |
[25]-Traditional international trade database access (ComExt); [9] |
|
P6t |
Potential ASF-contaminated waste introduced by Short sea shipping (SSS) movements. Ships from ASF-infected countries to the EU |
[25]-Traditional international trade database access (ComExt); GIS |
|
P7t |
Potential ASF-contaminated waste introduced by cruises. Proportion of cruise ships from ASF-affected areas per country |
|
|
CA |
Number of cruise ships arriving at EU ports after one stop in ASF-infected areas |
Travelocity. http://travel.travelocity.com |
|
Cp |
Number of cruise passengers arriving at EU ports (Cp) |
[25] (ComExt) |
|
p |
Average number of passengers per cruise ship |
Truecruises. http://www.truecruise.com/cruise-ship-database.aspx |
|
P8t |
Potential contaminated waste introduced by international passenger flights. Commercial passenger flights from ASF-infected countries to EU airports |
[25,9] |
|
WB | P1W |
Probability of wild boar becoming infected in country o through contact with infected wild boar |
P1w = P4w*P5 w |
P2W |
Probability of wild boar becoming infected in country o through contact with infected domestic pigs |
P2 w = P6 w *P7 w |
|
P3W |
Probability of infected wild boar crossing national border |
P3a w: P8 w *P9 w P3b w: P9 w *P10 w |
|
P4W |
Wild boar outbreak density in countries o |
[9] 2007-2012 |
|
P5W |
Wild boar population density in countries o |
[36-38] |
|
P6W |
Density of domestic pig outbreaks in countries o |
[9] 2007-2012 |
|
P7W |
Domestic pig population density in countries o |
[36] |
|
P8W |
Surface of shared wild boar suitable habitat along national borders |
Corine land cover |
|
P9W |
Distance from EU countries to the nearest outbreak (wild boar) |
[9] 2007-2012 |
|
P10W | Distance from EU countries to the nearest outbreak (domestic pig) | [9] 2007-2012 |
L.PIGS (Legal imports of pigs), L.PROD (Legal imports of products), ILLEGAL (Illegal imports), TAF (Transport associated fomites) and WB (wild boar).