Shimada, Toshiro with Takahiro Kojima, "Stochastic Test on the model for Dental Dentist", 1993

Online content

Fullscreen
STOCHASTIC TEST ON THE MODEL FOR DENTAL DISEASES

Toshiro Shimada, Meiji University, Tokyo, Japan
Takahiro Kojima,Senshuu University,Kanagawa Prefecture,Japan

Abstract

We reported the model for dental diseases at the 1987
and 1992 International System Dynamics Conference.

The model contained 5 sectors; demography, cavities,
pyorrhea, baby teeth, and technology. The demographic sector
covered populations of 5 three-year age groups under 14
years of age and 13 five-year age groups above 15 years
of age. The cavities sector and pyorrhea sector were com-

posed of populations of five-year age groups, on the other
hand,‘ the baby teeth sector used populations of three-year
age groups. By the technology sector we treated innovation
effect on the model.

From the total number of defective teeth, total dental
costs in Japan were calculated annually from. 1963 and pro-
jected to 2025.

We added to this model random number variables, mainly
in the demographic sector and we are testing stochastic
changes on behaviors of various: variables. of the model.

Simulation runs with random birth rate changes show
how their results are changed from the basic run.

1. MODEL FOR DENTAL DISEASES
1.1 Parts composing the model

This model consists of 5 sectors: demography, dental
caries, pyorrhea, baby teeth, and technology. In each sector
we deal with all of Japan. Relations among sectors are
shown in Fig.1.

1.2 Demographic Sector

The demographic sector covers populations of 5 three-

year age classes under 14 years of age and 13 five-year
age classes above 15 years of age. The former are the
classes 0-2, 3-5, 6-8, 9-11 and 12-14 years of age, and
the latter are the classes of 15-19, 20-24, , 70-74 and
75- years of age. The population of each age class depends
on the rates of birth and death. The first age class 20
begins with births and ends where a new age class begins
or, through deaths within the age class. Our other age
classes 23, 26, , 275 follow this same pattern.

486 SYSTEM DYNAMICS '93
€6, SOINVNAC WaLLSAS

18y

| teeter dietitian + OO 1
Pyorrhea Sector 1 1 Technology Sector,
| ! !
No.of 1 ! 1
Pyorrhea\_ | | Dental |
Patients prs 3 Busyness i
of each +) 1 | 1
tid !
eet: ee dit! a
ryt Total \- | T.
yf Demana 1 I
1) T\ (ours) 1
ly 1 1
1
! '
i
poms ps I
{ |
t |
1 |
' |
1 1
a Ie
,
1 A
| 1
I |
1 [
1 I
1 1
I '
&

Fig.1 Relation among Sectors

No.of

Dentists
2

g

8

&

2

é

3

é

®

é ef

2. (fee --------- :

B3t—---—-~ ff aaa

3 Ae ea \ i

@ -
ga UPR ER a
Bo BBE “a8 /
fy go ~PKAaing our X
GO pees
oO 2
oo «
4 €
5 é
o
> 2
0) Ee

3g

é3

2

€

é

é

$3

a5

a=

z ENS

é

€ DRGs
8 é t
a i
oO Lm 2 cy
o ea =
é 3 Ene é

s €
o = =: ‘Aging out]
OO € oS
< & ye ‘3
o ay pe
o 3 Ss
2 og
o &

Fig.2 Flow Diagram for Demographic Sector

488 SYSTEM DYNAMICS '93
1, 3 Dental Caries Sector
The Dental Caries Sector has 13 subsectors corresponding to

13 five-year classes of the population sector.

Dental caries are classified as follows:

Healthy teeth : Carious symptoms and dental care are not recognized.

CO : Similar to healthy teeth, but there is no agreement as to whether
teeth are decayed or not.

C1 : Small surface cavities which may be easily filled and treated.

C2: Cavities are worse than in Cl, but health teeth may be
restored by fillings being done without pulpectomy.

C3: Cavities are worse than in C2, after pulpectomy. In some “cases
decayed teeth are only filled, but generally metal crowns may
be used. In the case of front teeth complete care of bridges may
be necessary. eS

C4; Carious symptoms are ‘serious enough that decayed teeth must be
extracted and a denture may be necessary.

The number of C1 teeth is first computed. Then C2,C3,C4, filled
teeth, crowns and bridges, missing teeth and dentures are
successively computed as seen in Fig.3. :

Data for this sector have all ‘been collected by the Japan

Dental Association. :

Dentures

\ Va Met

Fillings

eee ceeennn

Fig.3 Relation among Diseases

SYSTEM DYNAMICS '93 489
2. THE EFFECT OF THE RANDOM NUMBER FUNCTIONS ON VARIABLES
OF DEMOGRAPHIC SECTOR

Random birth rate changes were added to the basic
model,

The mean was set equal to 0 and the standard deviation
for each class was derived from the historical data by
the least square method.

Fig.4 and Fig.5 show populations for the basic run
and the run for random birth rates.

Fig.6 and. Fig.7. show birth rates of the basic run
and the run for random birth rates. Of course, the latter
fluctuates severely. :

Populations seen in Fig.5 are different from those
in Fig.4. However, the long term trend seems’ not to be
so much influenced, in spite of- the remarkable changes
of birth rates.

Random changes used in these runs are a sequence of
random numbers generated in DYNAMO, and ;by other sequences
with the same mean and the same standard deviation we
obtained other runs, which are, of course, different from
each other, but populations. for each run show not so much
difference.

3. CONCLUSION

We have attempted to formulate a System Dynamics: model
for dental diseases which have five sectors of demography,
dental caries, pyorrhea, baby teeth and technology.

We added to this model random birth rate changes.The
simulation results show that the long term trend seems
not to be so much influenced, in spite of the remarkable
changes of birth rates.

REFERENCES

1.Shimada Toshiro,Kenji -Fukushima,Kinya Machida and Akira
Uchino,"A Simulation Model for Dental Diseases", Procee-
dings of the 1987 International Conference of the System
Dynamics Society,pp.476-481,1987.

2.Shimada Toshiro,Hirokazu Mizushima,Takahiro Kojima and
Koichiro . Okumura,"Innovation.. Effect on the Model for
Dental Diseases", Proceedings of the 1992 International
Conference of the System Dynamics Society,pp.685-694,1992.

490 SYSTEM DYNAMICS '93
4

=2, 2923, 212:

20=0, 2321, 26

2.0007
ARITOTE ches sense sore me = cepoe tengo =

01234

6.000T

5.000T

3.000T

nox +
am =

o
re 04 dogeen
pra SSS5N5 4

Creel le tate ta te tere le tate tete tate tete tate te tate tetete teint teteteteteteteeteteteteteteteteteteteteteteteted
‘
'

i)

2 years of age

Poreteteteteretetereteteteteteteteteteteretetetetetetetetetstateteteteteletetestatetettetete tte ttteteletel
1 1 ' '
' ' ' 1
' ' 1 1
‘ ' ' ‘
1 1 ’ ‘ ‘
' 1 ' '
1 1 1 1 ‘
' 1 ' '
' ' 1 1
' ' 1 1 1
1 ‘ ' '
Patera re tetere tetera terete teteteteteteretetetelatereteteteretetetetetetetstetefetetersttetetetetereteteteieted
S 5 8 5 5
e & 8 3 8
a 7 a a a
Fig.4 Populations of three-year age classes

(-Basic run )

SYSTEM DYNAMICS '93 491
4
3,000T

20=0, 23=1,26=2, 29=3, Z12=
2.000T

1.9701] = - ---- ee eee

01234

6.000T

5.000T

4.000T

zy Pd
$m 3
ee = na an,
moos ann + my GS mmuamen dresses
a om sae OM So 4 AANName Sossonnn
Pee eee tte eC CeCe Date ete teeta cate te ete te ete tetetetaleteleteteteteteretetere(eteteleteretey
1 ' ‘ ' ' 1
t ' ‘ ' ' ‘
' ' : ' ' 1
ee q ’ ' ' ‘
, ' ' ' ' 1
1 ' ' ' 1 1
1 ' 1 ' ' '
an ' ‘ 1 '
ane,
' Mood ' 1 ‘ ‘
Pans
1 ' 1 ' '
ams
' vou ' i '
+ ~ 0
Fry fetete rete feten ge eletetetereiereretetetetereteteteieletetereteterereterereteetetetete)
+ note
' “aos y ' ' 1
mn) mile
an 1

'
1
‘
'
1
'
'
'
'
4
1
’
1
t
1
‘
'
‘
1
1
‘

Pree teeta ete te te tet te Te DeLtete Teer te te teeta te tetera rete teteteteretetetetete tate tststeletetetetetad
1

Ue leleletelete tate fate letelete late teteteleletetetetete teteletetehetetetetetetetetateteteletetste terete teteieia]

1,980T] ---~-------
1.9901] --- = -- 2 eee -
2.00011 ----------

2.01011 -----------
2.02011 -----------

Fig.5 Populations of three-year age classes
(Run with random birth rate changes)

SYSTEM DYNAMICS. '93
25

+ BRIS=6, BR4O:

20.00A

0, BR20=1, BR2S=2, BRS

BRIS:
10.004

012365

110.0A

80,000

50.004

nan
338

Ulla lelelotete tela te lalate ete telele te tele lele lee terete te tetetetetete tate tetetee teeta teteteteteteretetetea}
' ' ' ' ' '

nb MMANAANAMMAMAMANMAMAAMAMMMAMAnAnmmmmmm
' 1 '

, ‘
' ' ' 1 1
PRL a
1 ' ' 1
1 ‘ ' '
' 1 ' 1

' '
' 1
, '
we ‘ t 1 1 1
we RRO aOR aaa OC Cg CC Dg
1 weet ot rr v Y Y v
wees
' y ' ‘ 1 ‘
222009090. 10009000000990000000009990000000990000000000000
BRRARRARCOCRARARRRRAARARAARA DARA AA AARAIIAAARAAAR ARAM
7 t
1 1 ' 1 ' '
' ' ' ' ' '
1 ' 1 ' ' ‘
fate rere eteteteteteteteteteteteteteteteferetetetetetetetetetetetetetetetetetereretetetetetetetetetetetetetete to]
eS © e 5 = e
° ° o S S S
i 2 e 3 = s
o e cs Ss 3S co}
« - “ a a a

Fig.6 Birth rates of three-year age classes
( Basic run )

SYSTEM DYNAMICS '93 493
012345

%
s
< Ae ay ge ne won nn won ow
$ 33 88 $3 38 $6383 8 66s 68
s
SSI ee ele al alae ete eee eee te ee eee ete ete tete tote dete etetete fete teteteteteteteterey
1 ' ‘ 1
1 ' '
1 ' ‘
1 1 ‘
25-29 years of age ‘
1
‘
A
1
< i \
S$
8 1
S a Por tet fetes’ forerenetene)
3
' ' 1 1 '
' ‘ 1 1 ‘ 1
1 ' 1 1 : 1
1 ' 1 A 1 1
' ' 1 1 1 1
' 1 1 1 1 1
t 1 1 ' 1 1
' 1 1 1 1
' ‘ 1 ' 1
< ‘ tom 1
s ” 1 '
s ' ' ' ' moms
: 2 ry nn
Peete tate Cotte te Le tere tele te leteteteratere ture veteteteteteteret. fevers (wtetetepetetete evel ter etere tere
a” 3 mos eae!
'
1
» 1
38 '
2
= '
5
: ‘
<
i
4
3
2
a <
. 3
a8
fie a ete ote ale alee etal eel eet eee etsLe tote ote te ete te ete te te ete tte tote teteretere ta]
2 ' ' 1 1 1 '
S
z ' ' 1 1
S
% ' ‘ 1 *
4 ele “
vos + prose tots
2 * ot + *
S ‘ woe TT se +t viet 6
: * * a *
3 ' ete ' ' * ' 1
8 goege9gce.2.00.9.0. 90.0. 99.9,0100_ 0.0% 910,09, 0 ono
BRAC R RO RRR oR ORRoRC  oRRoRoMRoho 4b Rone Sons ro Rone SA
= earner) H wae? wu PunBin .
$ 1 1 ' ' ' 1
G< 1 1 1 ' 1
4&8
es: 1 1 ' ' 1
ES re te are tetera tele terete teteteteteeteteteteteteteteleteteteteretetereteteteteretetererereretereteteteteleretere]
ak ia i : is =
7S S 3S 8 S S
8 3 & 8 2 8
& e & 8 s s
a a a a s a
Fig.7 Birth rates of three-year age classes
(Run with random birth rate changes)
494 SYSTEM DYNAMICS '93

Metadata

Resource Type:
Document
Description:
We reported the model for dental diseases at the 1987 and 1992 International System Dynamics Conference.
Rights:
Image for license or rights statement.
CC BY-NC-SA 4.0
Date Uploaded:
December 13, 2019

Using these materials

Access:
The archives are open to the public and anyone is welcome to visit and view the collections.
Collection restrictions:
Access to this collection is unrestricted unless otherwide denoted.
Collection terms of access:
https://creativecommons.org/licenses/by/4.0/

Access options

Ask an Archivist

Ask a question or schedule an individualized meeting to discuss archival materials and potential research needs.

Schedule a Visit

Archival materials can be viewed in-person in our reading room. We recommend making an appointment to ensure materials are available when you arrive.