• No se han encontrado resultados

Fundamentación Teórica

In document REVISTA CHILE pdf (página 117-122)

'Identify probability of FMD outbreak from the result of 'dicision tree no 5 using Multiinput.

'Detail for Tree 5 : Cost of false negative: false positive = 5: 1 ' : Priors type: Calculated from training sample

: Adjusted Prior by cost: on

: Target category: non outbreak = 0. 5468, outbreak = 0.4532 : Resulting Tree: Total number of nodes = 1 3

: Total number oflevels i n tree = 3 : Total number of terminal nodes = 7

: Resubstitution: Risk estimate = 0.35, : SE of risk estimate =0.02 : Cross-validation: Risk estimate = 0.39, : SE of risk estimate =0.03 : Sensitivity (95%

Cl):

0.89 (0.83-0.96)

: Specificity (95% CI): 0.45 (0.4 1-0.49) 'Set up themes and field names

The View = av.GetActiveDoc

ProbFMDTheme = TheView.FindTheme("Probability ofFMD outbreak") ProbFld=ProbFMDTheme. GetFTab.FindField("Tree5 ")

Prob95UpFid=ProbFMDTheme.GetFTab.FindField("Tree5up") Prob95LowFld=ProbFMDTheme.GetFTab.FindField("Tree5low")

AmphoeTheme = TheView.FindTheme(" Amphoe")

AmphoeNameF!d = AmphoeTheme.GetFTab.FindField(" Amphoe_E ") ProvinceNameFld = AmphoeTheme.GetFTab.FindField( "Province" ) 'Get selected Grid

p = theView.GetDisplay.ReturnUserPoint

ProbFMDTheme.SelectbyPoint(p,#VT AB_SELTYPE_NEW) GS=ProbFMDTheme.GetFTab.GetSelection

1 67

Amphoe Theme.SelectB yTheme(ProbFMDTheme, #FT AB _REL TYPE_ CONT AINSTHECENTER OF ,0, #VT AB _SEL TYPE_NEW)

AmphoeGridTheme = AmphoeTheme.GetFfab.GetSelection AmphoeRec = AmphoeGridTheme.GetNextSet( - 1 )

AmphoeName = AmphoeTheme.GetFTab.ReturnValueString(AmphoeNameFld,AmphoeRec) ProvinceName = AmphoeTheme.GetFTab. ReturnValueString(ProvinceNameFld,AmphoeRec) Amp = AmphoeName.AsString

Pro=ProvinceName.AsString

if (ProbFMDTheme.CanFindByPoint) then keys = ProbFMDTheme.Fi ndByPoint(p) for each key in keys

found = TRUE idlabel = "Amphoe: "++Amp f=NIL

if (ProbFMDTheme.CanLabel) then

f=ProbFMDTheme.GetLabe!Field end

if(k>NIL)then

s = ProbFMDTheme .ReturnVal ueString(f.GetName. key) idlabel = idlabel++s

end

ProbFMDTheme. Identify(key. idlabel) end

1 68 1 6 8

Interface 1 2 "Prediction of FMD outbreak" button predicts the probability of foot and mouth

outbreak for selected grid with the information put in the message box using the result of

Decision tree analysis.

..._ Ptobahility a/ L .

l

i

En<et inlormatlon for� : Wldl19 S<:. Province N� Di::.tence from boldet of lde: (knt� 1 5C

Bl§.alo �ikm2k 3:J D� flom main road (km.): j · 5

OK

11!

j

Percer� of � ...t.ich grow; field cropsf�l _ rsc-­

Percent� of T ambon which I'= pUblic newt br�;;t i%t f5D Distance from � ma:kei fk;n_j: 1 2::

MsgBox.ProbFMDOutbreak

Pr�y of FMD outb<eok QC(1.IF inAm;:moe W� S.e PKwince Ncn · 18 75 �

' Calculate probability ofFMD outbreak from the result of decision tree no 5 using Multilnput

Detail for Tree 5 : Cost of false negative: false positive = 5 : 1

' : Priors type: Calculated from training sample

: Adjusted Prior by cost: on

: Target category: non outbreak = 0.5468

outbreak = 0.4532

: Resulting Tree: Total number of nodes = 1 3 : Total number oflevels in tree = 3 : Total number of terminal nodes = 7 : Resubstitution: Risk estimate = 0 3 5

: SE o f risk estimate =0.02

· Cross-validation: Risk estimate = 0.39

: SE of risk estimate =0 .03

: Sensitivity (95% CI): 0.89 (0.83-0.96)

: S pecificity (95% Cl): 0.45 (0.4 1 -0.49) 'Set up themes and field names

The View = av.GetActiveDoc

GridTheme = TheView.FindTheme("Amphoe grid") AmphoeTheme = TheView.FindTheme("Amphoe")

ProvinceNameFld = AmphoeTheme.GetFTab.FindField( " Province ") 'Get selected Tambon

GS = GridTheme.GetFTab.GetSelection if (GS .count = 0) then

MsgBox.Error ("Please select Amphoe grid where you want to know the prediction . " , "Prediction for FMD outbreak")

exit

end

for each g in GS

Amp hoe Theme. SelectB yTheme( GridTheme, #Ff AB _REL TYPE_ CONT AlNSTHECENTEROF ,0,

#VT AB_SELTYPE_NEW)

AmphoeGridTheme=AmphoeTheme.GetFTab.GetSelection AmphoeRec= AmphoeGridTheme.GetNextSet( - 1 )

AmphoeName=AmphoeTheme.GetFfab.ReturnValueStri ng(AmphoeNameFld,AmphoeRec) ProvinceName=AmphoeTheme. GetFTab.ReturnValueString(ProvinceNameFld,AmphoeRec)

Ans werBox = MsgBox.Multiinput( "Enter information for Amphoe : "++ AmphoeName.AsString+ " ,

Province "++ProYinceName.AsString,

" Prediction for FMD outbreak " ,

{ "Distance from border o f Laos (km.) : " , "Buffalo density ( km2) : " , "Distance from main road (km. ) : " ,

"Percentage o f households which grows field crops(%) : " ,

"Percentage of Tambon which has public news broadcast (%) : " . "Distance from livestock market

( km. ) : " } ,

{ .... ' " " ' " " ' " ".""' " " } )

· Check to see i f the user clicked cancel to end input. . . if ( Ans werBox.count < 1 ) then

exit

end

if (AnswerBox.Get(O) .AsNumber > 268) then

if (AnswerBox .Get( l ) .AsNumber > 1 .5 ) then

if (Ans werBox.Get(2).AsNumber > 6) then

1 69

MsgBox.Info("Probabi lty of FMD outbreak occur i n

Amphoe"++AmphoeName.AsStri ng+nl+ "Province"++ProvinceName.AsS tring+ " = 0 % " , "Prediction of FMD outbreak")

exit

Else

MsgBox. Info("Probabilty of FMD outbreak occur i n

Amphoe"++AmphoeName .AsStri ng+nl+"Province"++ProvinceName.AsString+ " = 1 5 .22 % . "+ni+Nl+ " { !\TEGATIVE } base on 89 % Sensiti vity, 45 % Spec ificity"+nl+

exit end else

" { POSITIVE } with 97 % Sensitivity, 38 % Speci ficity" ."Prediction of FMD outbreak")

MsgBox.Info("Probabilty of FMD o utbreak occur in

Amphoe"++AmphoeName.AsString+ni+"Province"++ProvinceName .AsS tring+" = 0 %", "Prediction of FMD outbreak")

exit end

end

i f (AnswerBox.Get(3) .AsNumber <= 6) then

if (AnswerBox.Get(4).AsNumber <= 63.5) then

MsgBox.Info("Probabilty of FMD outbreak occur i n

Amphoe"++AmphoeName.AsString+nl+"Province"++ProvinceName.AsString+" = 46.67 % . "+nl+nl+

" { POSITIVE } base on 89 % Sensitivity, 45 % Specificity" ,"Prediction of FMD outbreak")

exit else

MsgBox.Info("Probabilty of FMD o utbreak occur in

Amphoe"++AmphoeName.AsString+nl+"Province"++ProvinceName.AsString+" = 19.05 %."+nl+nl+

1 70 1 70

exit end end

if (AnswerBox.Get(5 ) . AsNumber <= 30) then

MsgBox.Info("Probabilty of FMD outbreak occur in

Amphoe"++AmphoeName.AsString+ni+"Province"++ProvinceName.AsString+" = 1 8 .75 % ."+nl+nl+

" { POSITIVE } base on 89 % Sensitivity, 45 % Specificity", "Prediction of FMD outbreak")

exit else

exit

end else

MsgB ox.Info("Probabilty of FMD outbreak occur in

Amphoe"++AmphoeName. AsString+nl+"Province"++ProvinceName.AsString+" 0 o/c " , "Prediction of

FMD outbreak") exit

end end

if (AnswerBox.Get(3).AsNu mber <= 6) then if (AnswerBox.Get(4).AsNumber <= 63.5 ) then

MsgBox.Info("Probabilty of FMD outbreak occur in

Amphoe"++AmphoeName.AsString+nl+ "Province"++ProvinceName.AsString+" = 46.67 %. "+nl+nl+ " ( POSITIVE } base on 89 % Sensitivity, 45 % Specificity","Prediction of FMD outbreak") exit

else

MsgBox.Info("Probabilty of FMD outbreak occur in

Amphoe"++AmphoeName . AsString+nl+"Province"++ProvinceName.AsString+" = 1 9 .05 %."+nl+nl+ " { POSITIVE } base on 89 % Sensitivity, 45 % Specificity", "Prediction of FMD outbreak") exit

end end

if (AnswerBox.Get(S).AsNumber <= 30) then

MsgBox.Info("Probabilty of FMD outbreak occur in

Amphoe"++AmphoeName .AsString+nl+"Province"++ProvinceName.AsS tring+" = 1 8.75 % ."+nl+nl+

" { POSITIVE } base on 89 % Sensitivity, 45 % Specificity","Prediction of FMD outbreak") exit

else

MsgBox.Info("Probabi lty of FMD outbreak occur in

Amphoe"++AmphoeName.AsString+ni+"Province"++ProvinceName.AsString+ " = 3.53 % ."+nl+nl+ " { NEGATIVE } base on 89 % Sensitivity, 45 % Specificity" ,"Prediction of FMD outbreak")

exit end end

In document REVISTA CHILE pdf (página 117-122)