I
A
E
S
I
n
t
e
r
n
at
io
n
al
Jou
r
n
al
of
A
r
t
if
ic
ia
l
I
n
t
e
ll
ig
e
n
c
e
(
I
J
-
AI
)
V
ol
.
14
, N
o.
5
,
O
c
to
be
r
2025
, pp.
4260
~
4270
I
S
S
N
:
2252
-
8938
,
D
O
I
:
10.11591/
ij
a
i.
v
14
.i
5
.pp
4260
-
4270
4260
Jou
r
n
al
h
om
e
page
:
ht
tp
:
//
ij
ai
.
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e
s
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or
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.c
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A
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e
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.
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ot
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1
D
e
pa
r
t
m
e
nt
of
C
om
put
e
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S
c
i
e
nc
e
a
nd E
ngi
ne
e
r
i
ng
,
N
i
t
t
e
(
D
e
e
m
e
d t
o be
U
ni
ve
r
s
i
t
y)
, N
M
A
M
I
ns
t
i
t
ut
e
of
T
e
c
hnol
ogy
,
U
dupi
, I
ndi
a
2
D
e
pa
r
t
m
e
nt
of
R
obot
i
c
s
a
nd A
r
t
i
f
i
c
i
a
l
I
nt
e
l
l
i
ge
nc
e
E
ngi
ne
e
r
i
ng
,
N
i
t
t
e
(
D
e
e
m
e
d t
o be
U
ni
ve
r
s
i
t
y)
, N
M
A
M
I
ns
t
i
t
ut
e
of
T
e
c
hnol
ogy,
U
dupi
, I
ndi
a
A
r
t
ic
le
I
n
f
o
A
B
S
T
R
A
C
T
A
r
ti
c
le
h
is
to
r
y
:
R
e
c
e
iv
e
d
J
a
n
7
,
2025
R
e
vi
s
e
d
J
ul
16
,
2025
A
c
c
e
pt
e
d
A
ug
6
,
2025
This
study
introduces
Anisa,
an
advanced
artificial
intell
igenc
e
(
AI
)
companio
n
designed
to
enhance
elderly
care
by
addressin
g
the
multi
f
aceted
needs
and
challenges
of
older
adults.
The
system
integrates
the
Lla
ma
3.2
model,
powered
by
Groq,
to
facilitate
context
-
aware
dialogue
s
and
empatheti
c
interacti
ons.
This
capabilit
y
helps
alleviat
e
lonelin
es
s
and
provides
essential
companionship.
Agenda.js
is
used
for
schedulin
g
and
managing
reminders,
ensuring
timely
notifications
for
medicatio
ns
and
appoint
ments.
Additi
onally,
Twilio
enables
emergency
alerts
when
d
istress
signals
ar
e
detected.
Anisa
promotes
physical
activity,
tracks
daily
ro
utines,
and
generates
activity
reports
shared
with
caregivers
and
hea
lthcare
providers.
Expo
CLI
implements
step
-
tracking
and
document
-
s
haring
features.
By
integratin
g
these
functionali
ties,
Anisa
improves
the
qua
lity
of
life
for
seniors,
eases
caregiver
responsibilities,
and
fosters
a
safer,
more
supportive environme
nt.
K
e
y
w
o
r
d
s
:
A
I
c
om
pa
ni
on
C
a
r
e
gi
ve
r
s
uppor
t
E
ld
e
r
ly
c
a
r
e
R
e
m
in
de
r
s
S
a
f
e
e
nvi
r
onm
e
nt
This is an
open
acce
ss artic
le unde
r the
CC BY
-
SA
license.
C
or
r
e
s
pon
di
n
g A
u
th
or
:
V
e
e
r
e
s
ha
R
.
K
ot
i
D
e
pa
r
tm
e
nt
of
R
obot
ic
s
a
nd A
r
ti
f
ic
ia
l
I
nt
e
ll
ig
e
nc
e
E
ngi
ne
e
r
in
g, N
it
te
(
D
e
e
m
e
d t
o be
U
ni
ve
r
s
it
y)
N
M
A
M
I
ns
ti
tu
te
of
T
e
c
hnol
ogy
K
a
r
ka
la
T
a
lu
k, U
dupi
, K
a
r
na
t
a
ka
574110, I
ndi
a
E
m
a
il
:
ve
e
r
e
s
ha
r
k@
ni
tt
e
.e
du.i
n
1.
I
N
T
R
O
D
U
C
T
I
O
N
A
s
s
oc
ie
ti
e
s
w
or
ld
w
id
e
f
a
c
e
a
gi
ng popula
ti
ons
, i
nnova
ti
ve
s
ol
ut
io
ns
f
or
e
ld
e
r
ly
s
uppor
t
a
r
e
e
s
s
e
nt
ia
l.
L
one
li
ne
s
s
a
nd
s
oc
ia
l
is
ol
a
ti
on
s
ig
ni
f
ic
a
nt
ly
im
pa
c
t
s
e
ni
or
s
’
m
e
nt
a
l
a
nd
phys
ic
a
l
he
a
lt
h,
w
hi
c
h
tr
a
di
ti
ona
l
c
a
r
e
m
ode
ls
of
te
n
f
a
il
to
a
ddr
e
s
s
a
de
qua
te
ly
.
E
xi
s
ti
ng
s
tu
di
e
s
di
s
c
us
s
voi
c
e
a
s
s
is
ta
nt
s
f
or
a
c
c
e
s
s
ib
il
it
y
[
1]
,
pa
r
ti
c
ip
a
to
r
y
de
s
ig
n
f
or
vi
r
tu
a
l
a
s
s
is
ta
nt
s
[
2]
,
a
nd
s
m
a
r
t
hom
e
s
ys
te
m
s
[
3]
.
B
our
oui
s
e
t
al
.
[
4]
p
r
opos
e
a
r
e
a
l
-
ti
m
e
he
a
lt
h
m
oni
to
r
in
g
s
y
s
te
m
u
s
in
g
body
a
r
e
a
n
e
twor
ks
(
B
A
N
)
a
nd
s
m
a
r
tp
hone
s
to
tr
a
c
k
e
ld
e
r
ly
us
e
r
s
’
vi
ta
ls
,
m
obi
li
ty
,
a
nd
lo
c
a
ti
on,
e
na
bl
in
g
r
e
m
ot
e
c
a
r
e
gi
ve
r
in
te
r
ve
nt
io
n.
C
a
r
th
y
e
t
al
.
[
5]
in
tr
oduc
e
a
s
to
r
yt
e
ll
in
g
-
ba
s
e
d
m
obi
le
a
s
s
i
s
ta
nt
th
a
t
a
id
s
e
ld
e
r
ly
us
e
r
s
in
m
e
m
or
y
r
e
c
a
ll
th
r
ough
m
ul
ti
m
oda
l,
pe
r
s
ona
li
z
e
d
s
to
r
y pr
e
s
e
nt
a
ti
on.
M
a
to
s
e
t
al
.
[
6]
pr
opos
e
a
m
ob
il
e
-
ba
s
e
d
s
uppor
t
s
ys
te
m
th
a
t
c
onne
c
ts
e
ld
e
r
ly
a
nd
di
s
a
bl
e
d
in
di
vi
dua
ls
w
it
h
ne
a
r
by
publ
ic
a
ge
nt
s
or
vol
unt
e
e
r
s
in
r
e
a
l
t
im
e
,
e
nha
nc
in
g
a
c
c
e
s
s
ib
il
it
y
a
nd
e
m
e
r
ge
nc
y
r
e
s
pons
e
in
s
m
a
r
t
a
s
s
is
ti
ve
c
it
ie
s
.
B
ol
a
ños
e
t
al
.
[
7]
e
va
lu
a
t
e
e
l
de
r
ly
us
e
r
s
’
a
c
c
e
pt
a
nc
e
of
voi
c
e
-
ba
s
e
d
vi
r
tu
a
l
a
s
s
is
t
a
nt
s
li
ke
A
le
xa
,
hi
ghl
ig
ht
in
g
th
e
ir
pot
e
nt
ia
l
to
r
e
duc
e
is
ol
a
ti
on
a
nd
e
nha
nc
e
m
e
di
c
a
ti
on
a
dhe
r
e
nc
e
th
r
ough
r
e
c
r
e
a
ti
ona
l,
voi
c
e
-
dr
iv
e
n
r
e
m
in
de
r
s
.
A
uni
f
ie
d
s
ys
te
m
[
8]
th
a
t
a
ddr
e
s
s
e
s
th
e
in
e
f
f
ic
ie
nc
ie
s
in
la
r
ge
la
ngua
ge
m
ode
l
(
L
L
M
)
s
e
r
vi
ng
by
in
te
gr
a
ti
ng
bot
h
in
te
r
-
r
e
que
s
t
a
nd
in
tr
a
-
r
e
que
s
t
opt
im
iz
a
ti
ons
.
M
e
m
S
e
r
ve
in
tr
oduc
e
s
M
e
m
P
ool
,
a
n
e
la
s
ti
c
m
e
m
or
y
pool
th
a
t
m
a
na
ge
s
di
s
tr
ib
ut
e
d
m
e
m
or
y
a
nd
ke
y
-
va
lu
e
(
KV
)
c
a
c
he
s
Evaluation Warning : The document was created with Spire.PDF for Python.
I
nt
J
A
r
ti
f
I
nt
e
ll
I
S
S
N
:
2252
-
8938
A
ni
s
a:
ar
ti
fi
c
ia
l
in
te
ll
ig
e
nc
e
c
om
pani
on f
or
e
ld
e
r
ly
c
ar
e
w
it
h e
m
pat
he
ti
c
…
(
Shi
lp
a K
ar
e
goud
r
a)
4261
a
c
r
os
s
m
ul
ti
pl
e
in
s
ta
nc
e
s
,
e
na
bl
in
g
e
f
f
ic
ie
nt
c
ont
e
xt
c
a
c
hi
ng
a
nd
di
s
a
ggr
e
ga
te
d
in
f
e
r
e
nc
e
.
S
ong
e
t
al
.
[
9]
pr
opos
e
a
c
onc
e
pt
ua
l
m
ode
l
c
om
bi
ni
ng
te
c
hnol
ogy
a
dopt
io
n
m
ode
l
(
T
A
M
)
a
nd
s
e
ni
or
te
c
hnol
ogy a
c
c
e
pt
a
nc
e
m
ode
l
(
S
T
A
M
)
to
id
e
nt
if
y
f
a
c
to
r
s
in
f
lu
e
nc
in
g
ol
de
r
a
dul
ts
'
a
c
c
e
pt
a
nc
e
of
voi
c
e
us
e
r
in
te
r
f
a
c
e
s
,
ba
s
e
d
on
a
s
ur
ve
y
of
420
e
ld
e
r
ly
pa
r
ti
c
ip
a
nt
s
.
L
iu
e
t
al
.
[
10]
r
e
c
ogni
z
e
a
nd
c
a
te
gor
iz
e
ke
y
a
c
ti
vi
ti
e
s
of
da
il
y
li
vi
ng
s
(
A
D
L
s
)
in
s
m
a
r
t
hom
e
e
nvi
r
onm
e
nt
s
to
s
uppor
t
e
ld
e
r
ly
c
a
r
e
,
e
m
pha
s
iz
in
g
th
e
ir
im
por
ta
nc
e
in
de
s
ig
ni
ng
r
e
s
pons
iv
e
a
s
s
is
ti
ve
te
c
hnol
ogi
e
s
.
O
nt
honi
a
nd
S
a
hoo
[
11]
pot
e
nt
ia
l
of
a
c
ti
vi
ty
r
e
c
ogni
ti
on
(
AR
)
to
m
oni
to
r
e
ld
e
r
ly
he
a
lt
h
c
ondi
ti
ons
a
nd
s
ha
r
e
r
e
a
l
-
ti
m
e
da
ta
w
it
h
c
a
r
e
gi
ve
r
s
,
e
nha
nc
in
g
pr
oa
c
ti
ve
c
a
r
e
in
s
m
a
r
t
hom
e
s
ys
te
m
s
is
hi
ghl
ig
ht
e
d
.
A
pr
e
li
m
in
a
r
y
in
te
r
vi
e
w
a
nd
us
a
bi
li
ty
te
s
t
f
or
C
a
na
di
a
n
a
dul
ts
a
ge
d
65
or
ol
de
r
is
e
xpl
or
e
d
in
[
12]
,
a
nd
how
ol
de
r
a
dul
ts
e
va
lu
a
te
a
nd
in
te
r
pr
e
t
th
e
us
e
of
a
voi
c
e
a
s
s
is
ta
nt
th
a
t
r
e
tr
ie
ve
s
r
e
a
l
-
ti
m
e
T
w
it
te
r
(
now
known
a
s
X
)
c
ont
e
nt
in
th
e
ir
e
ve
r
yda
y
li
ve
s
by
de
m
ons
tr
a
ti
ng
a
c
us
to
m
pr
ot
ot
ype
th
a
t
le
ts
pa
r
ti
c
ip
a
nt
s
a
c
c
e
s
s
s
oc
ia
l
m
e
di
a
.
A
r
ul
e
-
ba
s
e
d c
ha
tb
ot
f
or
e
ld
e
r
ly
m
in
d m
oni
to
r
in
g us
in
g t
he
L
I
N
E
a
ppl
ic
a
ti
on pr
ogr
a
m
m
in
g i
nt
e
r
f
a
c
e
(
A
P
I
)
w
a
s
de
ve
lo
pe
d
in
[
13]
,
w
hi
le
C
a
nt
one
e
t
al
.
[
14]
pr
op
os
e
d
a
n
I
oT
-
in
te
gr
a
te
d
r
obot
ic
s
ys
te
m
us
in
g
Q
T
r
obot
f
or
e
m
ot
io
na
l
a
nd
he
a
lt
h
m
oni
to
r
in
g.
C
he
nnur
i
a
nd
R
odda
[
15]
a
im
to
in
ve
s
ti
ga
te
th
e
e
f
f
e
c
ti
ve
ne
s
s
of
L
L
M
s
in
unde
r
s
ta
ndi
ng
c
om
pl
e
x
us
e
r
que
r
ie
s
a
nd
ge
ne
r
a
ti
ng
c
ont
e
xt
ua
ll
y
r
e
le
va
nt
r
e
s
pons
e
s
.
U
s
in
g
c
onve
r
s
a
ti
ons
bi
di
r
e
c
ti
ona
l
e
nc
ode
r
r
e
pr
e
s
e
nt
a
ti
on
s
f
r
om
tr
a
n
s
f
or
m
e
r
s
(
C
oB
E
R
T
)
,
a
bi
di
r
e
c
ti
ona
l
e
nc
ode
r
r
e
pr
e
s
e
nt
a
ti
ons
f
r
om
tr
a
ns
f
or
m
e
r
s
(
B
E
R
T
)
-
ba
s
e
d
r
e
s
pons
e
s
e
le
c
ti
on
m
ode
l,
th
e
s
tu
dy
de
m
ons
tr
a
te
s
th
a
t
in
c
or
por
a
ti
ng
pe
r
s
ona
in
to
c
onve
r
s
a
ti
on
s
s
ig
ni
f
ic
a
nt
ly
e
nh
a
nc
e
s
e
m
pa
th
e
ti
c
r
e
s
pons
e
s
[
16]
.
H
e
r
e
,
th
e
pa
pe
r
s
R
a
s
hki
n
e
t
al
.
[
17]
a
nd
C
ha
tt
a
r
a
m
a
n
e
t
al
.
[
18]
in
tr
oduc
e
th
e
e
m
pa
th
e
ti
c
di
a
lo
gue
da
ta
s
e
t
to
e
nha
nc
e
e
m
pa
th
e
ti
c
di
a
lo
gue
ge
ne
r
a
ti
on,
w
hi
le
V
a
lt
ol
in
a
a
nd
H
u
[
19]
r
e
vi
e
w
c
ha
tb
ot
a
ppl
ic
a
ti
ons
in
m
e
nt
a
l
he
a
lt
hc
a
r
e
,
e
m
pha
s
iz
in
g
th
e
ir
r
ol
e
in
e
m
ot
io
na
l
s
uppor
t
a
nd
be
ha
vi
or
c
ha
nge
th
r
ough
in
te
r
a
c
ti
ve
voi
c
e
c
om
m
uni
c
a
ti
on.
A
le
s
s
a
a
nd
K
ha
li
f
a
[
20]
a
im
a
t
pr
ovi
di
ng
a
ut
he
nt
ic
a
te
d
a
nd
s
e
c
ur
e
c
onve
r
s
a
ti
on
s
to
s
e
ni
or
c
it
iz
e
ns
.
V
e
r
m
a
e
t
al
.
[
21]
pr
e
s
e
nt
a
n
ove
r
vi
e
w
of
gr
oups
o
f
e
ld
e
r
s
,
a
gi
ng
di
s
e
a
s
e
,
ge
ne
ti
c
di
s
e
a
s
e
,
a
nd
pr
e
ve
nt
iv
e
m
e
a
s
ur
e
s
a
r
e
pr
e
s
e
nt
e
d.
T
he
c
om
m
on
he
a
lt
h
is
s
ue
s
a
nd
r
e
qui
r
e
m
e
nt
s
of
ol
de
r
pe
r
s
ons
w
e
r
e
in
ve
s
ti
ga
te
d
in
th
is
s
tu
dy
[
22]
,
[
23]
a
lo
ng
w
it
h
th
e
pr
im
a
r
y
c
r
it
e
r
ia
us
e
d
to
e
va
lu
a
te
h
e
a
lt
hc
a
r
e
s
e
r
vi
c
e
s
f
or
th
is
de
m
ogr
a
phi
c
.
T
he
pur
pos
e
of
th
is
s
ys
te
m
a
ti
c
a
na
ly
s
i
s
w
a
s
to
a
s
s
e
s
s
th
e
f
e
a
tu
r
e
s
,
pr
iv
a
c
y,
a
nd
s
e
c
ur
it
y
pr
ot
oc
ol
s
of
m
obi
le
a
ppl
ic
a
ti
ons
f
or
s
e
ni
or
c
it
iz
e
ns
a
va
il
a
bl
e
i
n t
he
c
om
m
e
r
c
ia
l
a
pp s
to
r
e
s
of
E
ur
ope
[
24]
.
A
s
m
a
r
t
e
ld
e
r
ly
m
obi
le
a
pp
f
or
th
e
C
hi
ne
s
e
popula
ti
on
ha
s
be
e
n
de
ve
lo
pe
d
by
Z
hu
e
t
al
.
[
25]
to
be
us
e
d
by
c
a
r
e
ta
ke
r
s
,
e
ld
e
r
s
,
a
nd
de
p
e
nde
nt
s
to
m
oni
to
r
th
e
he
a
lt
h
c
ondi
ti
ons
of
e
ld
e
r
s
.
T
he
w
or
k
unde
r
s
c
or
e
s
th
e
pot
e
nt
ia
l
of
hum
a
n
-
c
e
nt
e
r
e
d
de
s
ig
n
(
H
C
D
)
in
c
r
a
f
ti
ng
e
f
f
e
c
ti
ve
he
a
lt
h
s
ol
ut
io
ns
f
or
ol
de
r
a
dul
ts
w
hi
le
hi
ghl
ig
ht
in
g
th
e
ne
e
d
f
or
m
or
e
r
obus
t
r
e
s
e
a
r
c
h
m
e
th
odol
ogi
e
s
to
va
li
da
te
th
e
s
e
a
ppr
oa
c
he
s
[
26]
.
T
hi
s
s
tu
dy
e
xpl
or
e
s
th
e
de
ve
lo
pm
e
nt
of
s
oc
ia
l
r
obot
s
c
a
pa
bl
e
of
na
tu
r
a
l
la
ngua
ge
c
om
m
uni
c
a
ti
on
a
nd
f
a
c
ia
l
e
xpr
e
s
s
io
ns
to
m
oni
to
r
th
e
he
a
lt
h
a
nd
w
e
ll
-
be
in
g
of
de
m
e
nt
ia
pa
ti
e
nt
s
.
T
he
r
obot
s
pr
ovi
de
da
il
y
he
a
lt
h
a
s
s
e
s
s
m
e
nt
s
a
nd
a
s
s
is
t
w
it
h
m
e
di
c
a
ti
on
m
a
na
ge
m
e
nt
,
a
im
in
g
to
r
e
duc
e
c
a
r
e
gi
ve
r
bur
de
n
a
nd
s
uppor
t
in
de
pe
nde
nt
li
vi
ng
[
27]
.
A
voi
c
e
-
in
te
r
a
c
ti
ve
pe
r
s
ona
l
a
s
s
is
ta
nt
(
V
I
P
A
)
t
a
il
or
e
d
f
or
m
e
nt
a
l
he
a
lt
h s
uppor
t
a
m
ong home
bound
s
e
ni
or
s
i
s
de
s
ig
ne
d
in
[
28]
.
A
di
ka
r
i
e
t
al
.
[
29]
hi
ghl
ig
ht
th
e
e
m
p
a
th
e
ti
c
c
onve
r
s
io
n
in
h
e
a
lt
h
m
oni
to
r
in
g
a
nd
p
a
ti
e
nt
-
c
e
nt
e
r
e
d
s
y
s
te
m
s
.
T
hi
s
s
tu
dy
in
ve
s
ti
ga
te
s
th
e
pot
e
nt
ia
l
a
dva
nt
a
ge
s
,
c
ha
ll
e
nge
s
,
a
nd
r
e
qui
r
e
m
e
nt
s
of
im
pl
e
m
e
nt
in
g a
n A
I
-
pow
e
r
e
d voic
e
c
ha
tb
ot
t
o a
s
s
i
s
t
ol
de
r
a
dul
ts
w
it
h m
e
di
c
a
ti
on i
nf
or
m
a
ti
on
[
30]
.
A
ni
s
a
is
m
ot
iv
a
te
d
by
th
e
gr
ow
in
g
ne
e
d
f
or
a
hol
is
ti
c
s
ol
ut
io
n
th
a
t
a
ddr
e
s
s
e
s
not
onl
y
th
e
phys
i
c
a
l
but
a
ls
o
th
e
e
m
ot
io
na
l
a
nd
s
oc
ia
l
c
ha
ll
e
nge
s
f
a
c
e
d
by
s
e
ni
or
s
.
T
he
A
I
-
dr
iv
e
n
pl
a
tf
or
m
of
f
e
r
s
a
pe
r
s
ona
li
z
e
d
a
ppr
oa
c
h
to
e
ld
e
r
ly
c
a
r
e
,
c
om
bi
ni
ng
c
om
pa
ni
ons
hi
p,
h
e
a
lt
h
m
a
na
ge
m
e
nt
,
a
nd
phys
ic
a
l
a
c
ti
vi
ty
e
nc
our
a
ge
m
e
nt
in
one
c
om
pr
e
he
ns
iv
e
s
y
s
te
m
.
T
hr
ough
it
s
a
dv
a
nc
e
d
c
a
pa
bi
li
ti
e
s
,
A
ni
s
a
s
e
e
ks
to
f
il
l
th
e
ga
p
le
f
t
by
tr
a
di
ti
ona
l
c
a
r
e
m
ode
ls
,
pr
ovi
di
ng
a
n
a
c
c
e
s
s
ib
le
,
c
ont
in
uous
,
a
nd
c
om
pa
s
s
io
na
t
e
f
or
m
of
s
uppor
t
th
a
t
e
nha
nc
e
s
th
e
d
a
il
y
li
ve
s
of
s
e
ni
or
s
.
H
ow
e
ve
r
,
A
ni
s
a
s
ta
n
ds
out
by
in
te
gr
a
ti
ng
a
r
ti
f
ic
ia
l
in
te
ll
ig
e
nc
e
(
AI
)
-
dr
iv
e
n
e
m
pa
th
e
ti
c
c
onve
r
s
a
ti
ons
,
he
a
lt
h
tr
a
c
ki
ng,
a
nd
e
m
e
r
ge
nc
y
s
uppor
t
in
to
one
hol
is
ti
c
pl
a
tf
o
r
m
.
U
nl
ik
e
s
ta
nda
r
d
vi
r
tu
a
l
a
s
s
is
ta
nt
s
,
A
ni
s
a
pr
io
r
it
iz
e
s
e
m
ot
io
na
l
w
e
ll
-
be
in
g
a
nd
pe
r
s
ona
li
z
e
d
in
te
r
a
c
ti
ons
th
r
ough L
la
m
a
3.2 a
nd G
r
oq, of
f
e
r
in
g
m
or
e
e
nga
gi
ng a
nd c
ont
e
xt
-
a
w
a
r
e
di
a
lo
gue
s
.
2.
M
E
T
H
O
D
O
L
O
G
Y
T
he
s
ys
te
m
w
a
s
de
ve
lo
pe
d
w
it
h
a
r
e
li
a
bl
e
,
c
om
pa
ti
bl
e
te
c
hnol
ogy
s
ta
c
k
to
opt
im
iz
e
pe
r
f
or
m
a
nc
e
a
nd e
a
s
e
of
u
s
e
.
F
ig
ur
e
1 s
how
s
t
he
f
lo
w
of
e
a
c
h m
ode
l
of
t
he
pr
opos
e
d s
ys
te
m
.
–
F
r
ont
e
nd:
de
ve
lo
pe
d us
in
g R
e
a
c
t
N
a
ti
ve
t
o pr
ovi
de
a
r
e
s
pons
iv
e
, m
obi
le
-
f
r
ie
ndl
y i
nt
e
r
f
a
c
e
.
–
B
a
c
ke
nd:
bui
lt
w
it
h N
ode
.j
s
a
nd t
h
e
E
xpr
e
s
s
.j
s
f
r
a
m
e
w
or
k f
or
s
c
a
la
bi
li
ty
a
nd e
a
s
e
of
de
ve
lo
pm
e
nt
.
–
D
a
ta
ba
s
e
:
M
ongoDB
w
a
s
s
e
le
c
te
d
to
s
to
r
e
us
e
r
da
ta
a
nd
r
e
m
in
de
r
s
,
a
ll
ow
in
g
f
le
xi
bl
e
,
doc
um
e
nt
-
or
ie
nt
e
d s
to
r
a
ge
.
–
M
e
s
s
a
gi
ng
s
e
r
vi
c
e
:
T
w
il
io
A
P
I
w
a
s
in
te
gr
a
te
d
to
h
a
ndl
e
S
M
S
not
if
ic
a
ti
ons
f
or
r
e
m
in
de
r
s
a
nd
e
m
e
r
ge
nc
y a
le
r
ts
.
–
R
e
a
l
-
ti
m
e
c
om
m
uni
c
a
ti
on:
S
oc
ke
t.
io
w
a
s
i
m
pl
e
m
e
nt
e
d t
o f
a
c
il
it
a
te
r
e
a
l
-
ti
m
e
upda
te
s
f
or
not
if
ic
a
ti
ons
.
Evaluation Warning : The document was created with Spire.PDF for Python.
I
S
S
N
:
2252
-
8938
I
nt
J
A
r
ti
f
I
nt
e
ll
, V
ol
.
14
, N
o.
5
,
O
c
to
be
r
20
25
:
4260
-
4270
4262
–
L
a
ngua
ge
m
ode
l:
th
e
L
la
m
a
3.2
L
L
M
w
a
s
in
te
gr
a
te
d
to
ge
ne
r
a
te
c
onve
r
s
a
ti
ona
l
r
e
s
pons
e
s
,
e
nh
a
nc
in
g
th
e
i
nt
e
r
a
c
ti
ve
e
xpe
r
ie
nc
e
.
–
T
he
f
ol
lo
w
in
g
te
c
hnol
ogi
e
s
a
nd
to
ol
s
w
e
r
e
us
e
d
in
th
e
de
v
e
lo
pm
e
nt
a
nd
de
pl
oym
e
nt
of
th
e
A
ni
s
a
s
ys
te
m
, s
um
m
a
r
iz
e
d i
n
T
a
bl
e
1.
F
ig
ur
e
1
.
F
lo
w
c
ha
r
t
of
t
he
pr
opos
e
d A
I
c
om
pa
ni
on mode
l
a
nd e
xpe
r
im
e
nt
a
l
m
e
th
ods
a
ppl
ie
d
T
a
bl
e
1.
T
e
c
hnol
ogi
e
s
a
nd f
r
a
m
e
w
or
ks
us
e
d i
n t
he
A
ni
s
a
s
y
s
te
m
a
nd t
he
ir
r
e
s
pe
c
ti
ve
r
ol
e
s
T
e
c
hnol
ogy/
f
r
a
m
e
w
or
k
P
ur
pos
e
/
f
unc
t
i
ona
l
i
t
y
R
e
a
c
t
N
a
t
i
ve
F
r
ont
e
nd de
ve
l
opm
e
nt
f
or
m
obi
l
e
us
e
r
i
nt
e
r
f
a
c
e
(
UI
)
w
i
t
h r
e
s
pons
i
ve
de
s
i
gn
N
ode
.j
s
B
a
c
ke
nd e
nvi
r
onm
e
nt
f
or
A
P
I
ha
ndl
i
ng a
nd s
e
r
ve
r
-
s
i
de
l
ogi
c
E
xpr
e
s
s
.j
s
W
e
b a
ppl
i
c
a
t
i
on f
r
a
m
e
w
or
k f
or
bui
l
di
ng R
E
S
T
A
P
I
s
on N
ode
.j
s
M
ongoD
B
N
oS
Q
L
da
t
a
ba
s
e
f
or
s
t
or
i
ng us
e
r
da
t
a
, r
e
m
i
nde
r
s
, a
nd i
nt
e
r
a
c
t
i
ons
A
ge
nda
.j
s
T
a
s
k s
c
he
dul
e
r
f
or
m
a
na
gi
ng t
i
m
e
d m
e
di
c
a
t
i
on a
nd a
ppoi
nt
m
e
nt
r
e
m
i
nde
r
s
S
oc
ke
t
.i
o
E
na
bl
e
s
r
e
a
l
-
t
i
m
e
c
om
m
uni
c
a
t
i
on f
or
i
ns
t
a
nt
a
l
e
r
t
s
a
nd upda
t
e
s
T
w
i
l
i
o A
P
I
S
e
nds
e
m
e
r
ge
nc
y S
M
S
/
W
ha
t
s
A
pp m
e
s
s
a
ge
s
t
o
c
ont
a
c
t
s
upon di
s
t
r
e
s
s
L
l
a
m
a
3.2 (
L
L
M
)
G
e
ne
r
a
t
e
s
c
ont
e
xt
-
a
w
a
r
e
, e
m
pa
t
h
e
t
i
c
c
onve
r
s
a
t
i
ona
l
r
e
s
pon
s
e
s
G
r
oq
H
a
r
dw
a
r
e
a
c
c
e
l
e
r
a
t
or
t
o e
na
bl
e
l
ow
-
l
a
t
e
nc
y A
I
m
ode
l
de
pl
oym
e
nt
P
yt
hon (
F
l
a
s
k)
B
a
c
ke
nd m
i
c
r
os
e
r
vi
c
e
f
or
pr
oc
e
s
s
i
ng
c
ha
t
a
nd a
udi
o t
r
a
ns
c
r
i
pt
i
on
W
hi
s
pe
r
A
P
I
T
r
a
ns
c
r
i
be
s
voi
c
e
i
nput
s
i
nt
o t
e
xt
t
o e
nha
nc
e
a
c
c
e
s
s
i
bi
l
i
t
y.
E
xpo C
L
I
F
a
c
i
l
i
t
a
t
e
s
s
t
e
p
-
t
r
a
c
ki
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P
e
dom
e
t
e
r
)
, doc
um
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nt
pr
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nt
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,
a
nd s
ha
r
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E
xpo G
o A
pp
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na
bl
e
s
r
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a
l
-
t
i
m
e
t
e
s
t
i
ng of
t
he
m
obi
l
e
a
pp on phys
i
c
a
l
de
vi
c
e
s
J
S
O
N
w
e
b t
oke
n (
J
W
T
)
E
ns
ur
e
s
s
e
c
ur
e
us
e
r
a
ut
he
nt
i
c
a
t
i
on a
nd s
e
s
s
i
on m
a
n
a
ge
m
e
nt
bc
r
ypt
.j
s
P
r
ovi
de
s
pa
s
s
w
or
d ha
s
hi
ng f
or
s
e
c
ur
e
r
e
gi
s
t
r
a
t
i
on/
l
ogi
n
2.1.
L
la
m
a
3.2
an
d
G
r
oq
A
ni
s
a
'
s
c
on
ve
r
s
a
ti
on
a
l
a
b
il
it
ie
s
w
e
r
e
po
w
e
r
e
d
by
th
e
L
l
a
m
a
3
.2
m
od
e
l,
u
s
in
g t
he
G
r
o
q t
o g
e
n
e
r
a
te
r
e
a
l
-
ti
m
e
,
n
a
tu
r
a
l
la
ngu
a
g
e
r
e
s
po
ns
e
s
.
T
h
e
i
nt
e
gr
a
ti
on
of
G
r
oq
'
s
A
I
m
od
e
l
s
a
ll
o
w
e
d
A
ni
s
a
t
o
e
ng
a
g
e
in
m
e
a
ni
ngf
u
l
a
nd
c
on
te
xt
-
a
w
a
r
e
d
ia
lo
g
ue
s
w
it
h
e
ld
e
r
ly
u
s
e
r
s
,
a
ddr
e
s
s
in
g
l
on
e
li
ne
s
s
a
n
d
of
f
e
r
in
g
c
om
pa
ni
on
s
hi
p.
F
i
gur
e
2
il
lu
s
tr
a
t
e
s
t
he
in
t
e
r
n
a
l
a
r
c
hi
te
c
t
ur
e
of
t
he
L
l
a
m
a
m
od
e
l
u
s
e
d
i
n
th
e
A
ni
s
a
s
y
s
te
m
,
w
hi
c
h
s
upp
or
t
s
r
e
a
l
-
ti
m
e
,
e
m
p
a
t
he
ti
c
A
I
r
e
s
po
n
s
e
s
by
u
s
i
ng
R
M
S
nor
m
a
li
z
a
t
io
n
a
nd
G
r
oq
ha
r
dw
a
r
e
a
c
c
e
le
r
a
t
io
n
.
T
he
L
la
m
a
a
r
c
hi
te
c
tu
r
e
im
pr
ove
s
on
tr
a
di
ti
ona
l
T
r
a
ns
f
or
m
e
r
s
by
c
ha
ngi
ng
how
nor
m
a
li
z
a
ti
on
is
done
.
I
ns
te
a
d
of
us
in
g
la
ye
r
nor
m
a
li
z
a
ti
on
,
w
hi
c
h
a
dj
us
ts
va
lu
e
s
to
ha
ve
z
e
r
o
m
e
a
n
a
nd
uni
t
va
r
ia
nc
e
,
it
us
e
s
r
oot
m
e
a
n
s
qua
r
e
(
R
M
S
)
nor
m
a
li
z
a
ti
on
.
R
M
S
nor
m
a
li
z
a
ti
on
s
im
pl
if
ie
s
th
in
gs
by
onl
y
r
e
-
s
c
a
li
ng
th
e
va
lu
e
s
ba
s
e
d
on
th
e
ir
R
M
S
.
G
r
oq
'
s
A
I
m
ode
ls
a
r
e
ty
pi
c
a
ll
y
de
pl
oye
d
in
da
ta
c
e
nt
e
r
s
,
w
he
r
e
th
e
ir
ha
r
dw
a
r
e
a
c
c
e
le
r
a
te
s
ta
s
k
s
li
ke
im
a
g
e
r
e
c
ogni
ti
on,
na
tu
r
a
l
la
ngu
a
ge
pr
oc
e
s
s
in
g,
a
nd
ot
he
r
A
I
-
dr
iv
e
n
a
ppl
ic
a
ti
ons
.
T
he
G
r
oq
ha
r
dw
a
r
e
is
de
s
ig
ne
d
to
a
c
hi
e
ve
hi
gh
pe
r
f
o
r
m
a
nc
e
w
it
h
lo
w
la
te
nc
y,
a
nd
it
s
m
ode
ls
a
r
e
us
e
d
i
n
in
dus
tr
ie
s
s
uc
h a
s
he
a
lt
hc
a
r
e
, a
ut
onomous
dr
iv
in
g, a
nd c
lo
ud c
o
m
put
in
g.
2.
2.
U
s
e
r
au
t
h
e
n
t
ic
at
io
n
S
e
c
ur
e
us
e
r
a
c
c
e
s
s
w
a
s
e
n
s
ur
e
d t
hr
ough r
obus
t
r
e
gi
s
tr
a
ti
on a
nd s
e
s
s
io
n m
a
na
ge
m
e
nt
.
i)
U
s
e
r
r
e
gi
s
tr
a
ti
on:
us
e
r
s
r
e
gi
s
te
r
by
pr
ovi
di
ng
th
e
ir
e
m
a
il
,
m
obi
le
num
be
r
,
a
nd
pa
s
s
w
or
d,
w
hi
c
h
is
ha
s
he
d us
in
g bc
r
ypt
f
or
a
dde
d s
e
c
ur
it
y.
ii)
U
s
e
r
lo
gi
n:
J
S
O
N
w
e
b
to
ke
n
is
e
m
pl
oye
d
f
or
s
e
c
ur
e
s
e
s
s
io
n
m
a
na
ge
m
e
nt
,
a
ll
ow
in
g
u
s
e
r
s
to
a
c
c
e
s
s
th
e
ir
da
ta
s
e
c
ur
e
ly
.
Evaluation Warning : The document was created with Spire.PDF for Python.
I
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J
A
r
ti
f
I
nt
e
ll
I
S
S
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:
2252
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A
ni
s
a:
ar
ti
fi
c
ia
l
in
te
ll
ig
e
nc
e
c
om
pani
on f
or
e
ld
e
r
ly
c
ar
e
w
it
h e
m
pat
he
ti
c
…
(
Shi
lp
a K
ar
e
goud
r
a)
4263
F
ig
ur
e
2.
L
la
m
a
m
ode
l
a
r
c
hi
te
c
tu
r
e
2.
3.
M
e
d
ic
at
io
n
r
e
m
in
d
e
r
s
y
s
t
e
m
T
he
m
e
di
c
a
ti
on r
e
m
in
de
r
s
y
s
te
m
w
a
s
d
e
s
ig
ne
d t
o
s
uppor
t
a
dhe
r
e
nc
e
by s
e
ndi
ng t
im
e
ly
not
if
ic
a
ti
ons
.
i)
D
a
ta
s
tr
uc
tu
r
e
:
m
e
di
c
a
ti
on
da
ta
i
s
s
to
r
e
d
a
s
a
n
a
r
r
a
y
of
obj
e
c
ts
w
it
hi
n
th
e
f
or
m
m
ode
l.
K
e
y
f
ie
ld
s
in
c
lu
de
:
–
T
im
e
:
s
c
he
dul
e
d t
im
e
f
or
e
a
c
h m
e
di
c
a
ti
on.
–
D
a
te
:
da
te
of
m
e
di
c
a
ti
on i
nt
a
ke
.
–
S
ta
r
t
da
te
a
nd e
nd da
te
:
r
a
nge
of
t
he
m
e
di
c
a
ti
on s
c
he
dul
e
.
–
R
e
m
in
de
r
s
e
nt
a
t:
t
im
e
s
ta
m
p f
or
w
he
n r
e
m
in
de
r
s
a
r
e
s
e
nt
.
ii)
R
e
m
in
de
r
lo
gi
c
:
a
s
c
he
dul
e
d
jo
b
r
e
gul
a
r
ly
c
he
c
ks
th
e
da
ta
ba
s
e
f
or
upc
om
in
g
m
e
di
c
a
ti
on
ti
m
e
s
a
nd
tr
ig
ge
r
s
not
if
ic
a
ti
ons
. E
a
c
h r
e
m
in
de
r
i
s
s
e
nt
onc
e
t
o pr
e
ve
nt
du
pl
ic
a
ti
on.
2.
4
.
A
p
p
oi
n
t
m
e
n
t
m
an
age
m
e
n
t
T
he
a
ppoi
nt
m
e
nt
m
a
na
ge
m
e
nt
f
e
a
tu
r
e
e
na
bl
e
s
us
e
r
s
to
s
c
he
dul
e
a
nd
r
e
c
e
iv
e
r
e
m
in
de
r
s
f
or
a
ppoi
nt
m
e
nt
s
.
U
s
e
r
s
c
r
e
a
te
a
nd
m
a
na
g
e
a
ppoi
nt
m
e
nt
s
,
w
it
h
r
e
m
in
de
r
s
s
c
he
dul
e
d
s
im
il
a
r
ly
to
m
e
di
c
a
ti
on
r
e
m
in
de
r
s
,
he
lp
in
g
u
s
e
r
s
s
ta
y
or
ga
ni
z
e
d
w
it
h
th
e
ir
a
ppoi
nt
m
e
n
ts
.
T
h
e
de
t
a
il
e
d
pr
oc
e
dur
e
of
th
e
a
ppoi
nt
m
e
nt
m
a
na
ge
m
e
nt
m
odul
e
i
s
out
li
ne
d i
n A
lg
or
it
hm
1.
A
lg
or
it
hm
1.
S
te
ps
i
nvol
ve
d i
n t
he
a
ppoi
nt
m
e
nt
m
a
na
ge
m
e
nt
m
odul
e
Input:
a
p
p
o
i
n
t
m
e
n
t
d
a
t
a
f
r
o
m
t
h
e
d
a
t
a
b
a
s
e
,
c
u
r
r
e
n
t
d
a
t
e
,
a
n
d
t
i
m
e
.
O
u
t
p
u
t
:
a
p
p
o
i
n
t
m
e
n
t
r
e
m
i
n
d
e
r
n
o
t
i
f
i
c
a
t
i
o
n
s
t
o
u
s
e
r
s
.
Steps:
i)
C
o
n
n
e
c
t
t
o
t
h
e
M
o
n
g
o
D
B
d
a
t
a
b
a
s
e
.
ii)
D
e
f
i
n
e
t
h
e
t
a
s
k
o
f
s
e
n
d
i
n
g
a
p
p
o
i
n
t
m
e
n
t
r
e
m
i
n
d
e
r
s
.
iii)
R
e
t
r
i
e
v
e
t
h
e
n
e
x
t
d
a
y
'
s
d
a
t
e
u
s
i
n
g
t
h
e
g
e
t
N
e
x
t
D
a
y
D
a
t
e
f
u
n
c
t
i
o
n
.
iv)
Q
u
e
r
y
t
h
e
d
a
t
a
b
a
s
e
f
o
r
f
o
r
m
s
w
i
t
h
a
p
p
o
i
n
t
m
e
n
t
s
s
c
h
e
d
u
l
e
d
f
o
r
t
h
e
n
e
x
t
d
a
y
.
v)
F
o
r
e
a
c
h
f
o
r
m
r
e
t
r
i
e
v
e
d
,
f
o
r
e
a
c
h
a
p
p
o
i
n
t
m
e
n
t
:
-
C
h
e
c
k
i
f
a
r
e
m
i
n
d
e
r
w
a
s
a
l
r
e
a
d
y
s
e
n
t
t
o
d
a
y
b
y
c
o
m
p
a
r
i
n
g
r
e
m
i
n
d
e
r
S
e
n
t
A
t
w
i
t
h
t
h
e
c
u
r
r
e
n
t
date.
-
I
f
n
o
r
e
m
i
n
d
e
r
h
a
s
b
e
e
n
s
e
n
t
:
i)
C
o
n
s
t
r
u
c
t
a
p
e
r
s
o
n
a
l
i
z
e
d
r
e
m
i
n
d
e
r
m
e
s
s
a
g
e
.
ii)
E
m
i
t
t
h
e
m
e
s
s
a
g
e
u
s
i
n
g
t
h
e
S
o
c
k
e
t
.
i
o
i
n
s
t
a
n
c
e
.
iii)
U
p
d
a
t
e
t
h
e
r
e
m
i
n
d
e
r
S
e
n
t
A
t
f
i
e
l
d
t
o
t
h
e
c
u
r
r
e
n
t
t
i
m
e
s
t
a
m
p
.
iv)
L
o
g
t
h
e
s
t
a
t
u
s
o
f
s
e
n
t
r
e
m
i
n
d
e
r
s
o
r
s
k
i
p
p
e
d
r
e
m
i
n
d
e
r
s
.
v)
R
e
p
e
a
t
e
v
e
r
y
m
i
n
u
t
e
f
o
r
t
e
s
t
i
n
g
(
c
a
n
b
e
a
d
j
u
s
t
e
d
t
o
a
p
r
a
c
t
i
c
a
l
i
n
t
e
r
v
a
l
i
n
p
r
o
d
u
c
t
i
o
n
)
.
Evaluation Warning : The document was created with Spire.PDF for Python.
I
S
S
N
:
2252
-
8938
I
nt
J
A
r
ti
f
I
nt
e
ll
, V
ol
.
14
, N
o.
5
,
O
c
to
be
r
20
25
:
4260
-
4270
4264
2.5.
Wal
k
r
e
m
in
d
e
r
s
T
he
w
a
lk
r
e
m
in
de
r
s
s
uppor
t
phys
ic
a
l
a
c
ti
vi
ty
by
e
nc
our
a
gi
ng
da
il
y
e
xe
r
c
is
e
.
D
a
il
y
w
a
lk
r
e
m
in
de
r
s
a
r
e
s
e
t
up
a
s
lo
c
a
l
ti
m
e
s
tr
in
gs
in
th
e
da
ta
ba
s
e
,
tr
ig
ge
r
in
g
no
ti
f
ic
a
ti
ons
a
t
s
p
e
c
if
ie
d
ti
m
e
s
.
T
h
e
pr
oc
e
s
s
of
ge
ne
r
a
ti
ng a
nd s
e
ndi
ng w
a
lk
r
e
m
in
de
r
s
i
s
de
s
c
r
ib
e
d i
n A
lg
or
it
hm
2.
A
lg
or
it
hm
2.
W
a
lk
r
e
m
in
de
r
ge
ne
r
a
ti
on a
nd noti
f
ic
a
ti
on pr
oc
e
s
s
Input:
walk
r
e
m
i
n
d
e
r
t
i
m
e
s
f
r
o
m
t
h
e
d
a
t
a
b
a
s
e
,
c
u
r
r
e
n
t
t
i
m
e
.
O
u
t
p
u
t
:
w
a
l
k
r
e
m
i
n
d
e
r
n
o
t
i
f
i
c
a
t
i
o
n
s
t
o
u
s
e
r
s
.
Steps:
i)
C
o
n
n
e
c
t
t
o
t
h
e
M
o
n
g
o
D
B
d
a
t
a
b
a
s
e
.
ii)
D
e
f
i
n
e
t
h
e
t
a
s
k
t
o
s
e
n
d
w
a
l
k
r
e
m
i
n
d
e
r
s
.
iii)
Q
u
e
r
y
t
h
e
d
a
t
a
b
a
s
e
f
o
r
a
l
l
u
s
e
r
f
o
r
m
s
.
iv)
F
o
r
e
a
c
h
f
o
r
m
,
i
f
t
h
e
u
s
e
r
h
a
s
w
a
l
k
r
e
m
i
n
d
e
r
s
,
f
o
r
e
a
c
h
r
e
m
i
n
d
e
r
:
-
P
a
r
s
e
t
h
e
r
e
m
i
n
d
e
r
t
i
m
e
i
n
t
o
h
o
u
r
s
a
n
d
m
i
n
u
t
e
s
.
-
C
a
l
c
u
l
a
t
e
t
h
e
t
i
m
e
5
m
i
n
u
t
e
s
b
e
f
o
r
e
t
h
e
r
e
m
i
n
d
e
r
a
s
t
h
e
d
u
e
t
i
m
e
.
-
C
h
e
c
k
i
f
t
h
e
c
u
r
r
e
n
t
t
i
m
e
i
s
w
i
t
h
i
n
t
h
e
r
e
m
i
n
d
e
r
w
i
n
d
o
w
.
-
I
f
t
h
e
r
e
m
i
n
d
e
r
w
i
n
d
o
w
m
a
t
c
h
e
s
a
n
d
a
r
e
m
i
n
d
e
r
h
a
s
n
o
t
b
e
e
n
s
e
n
t
t
o
d
a
y
:
i)
C
o
n
s
t
r
u
c
t
a
p
e
r
s
o
n
a
l
i
z
e
d
r
e
m
i
n
d
e
r
m
e
s
s
a
g
e
.
ii)
E
m
i
t
t
h
e
m
e
s
s
a
g
e
u
s
i
n
g
t
h
e
S
o
c
k
e
t
.
i
o
i
n
s
t
a
n
c
e
.
iii)
U
p
d
a
t
e
t
h
e
r
e
m
i
n
d
e
r
S
e
n
t
A
t
f
i
e
l
d
t
o
t
h
e
c
u
r
r
e
n
t
t
i
m
e
s
t
a
m
p
.
iv)
L
o
g
t
h
e
s
t
a
t
u
s
o
f
s
e
n
t
r
e
m
i
n
d
e
r
s
o
r
s
k
i
p
p
e
d
r
e
m
i
n
d
e
r
s
.
v)
R
e
p
e
a
t
e
v
e
r
y
m
i
n
u
t
e
f
o
r
t
e
s
t
i
n
g
(
c
a
n
b
e
a
d
j
u
s
t
e
d
t
o
a
p
r
a
c
t
i
c
a
l
i
n
t
e
r
v
a
l
i
n
p
r
o
d
u
c
t
i
o
n
)
2.6.
M
e
d
ic
at
io
n
r
e
m
in
d
e
r
m
od
u
le
T
he
m
e
di
c
a
ti
on
r
e
m
in
de
r
m
odul
e
he
lp
s
us
e
r
s
a
dhe
r
e
to
pr
e
s
c
r
ib
e
d
tr
e
a
tm
e
nt
s
c
he
dul
e
s
by
s
e
ndi
ng
ti
m
e
ly
not
if
ic
a
ti
ons
.
T
he
de
ta
il
e
d
pr
oc
e
dur
e
f
or
g
e
ne
r
a
ti
ng
a
nd
de
li
ve
r
in
g
th
e
s
e
r
e
m
in
de
r
s
is
pr
e
s
e
nt
e
d i
n A
lg
or
it
hm
3.
A
lg
or
it
hm
3.
M
e
di
c
a
ti
on r
e
m
in
de
r
ge
ne
r
a
ti
on a
nd noti
f
ic
a
ti
on pr
oc
e
s
s
Input:
m
e
d
i
c
a
t
i
o
n
s
c
h
e
d
u
l
e
s
f
r
o
m
t
h
e
d
a
t
a
b
a
s
e
,
c
u
r
r
e
n
t
d
a
t
e
,
a
n
d
t
i
m
e
.
O
u
t
p
u
t
:
m
e
d
i
c
a
t
i
o
n
r
e
m
i
n
d
e
r
n
o
t
i
f
i
c
a
t
i
o
n
s
t
o
u
s
e
r
s
.
Steps:
i)
C
o
n
n
e
c
t
t
o
t
h
e
M
o
n
g
o
D
B
d
a
t
a
b
a
s
e
.
ii)
D
e
f
i
n
e
t
h
e
t
a
s
k
o
f
s
e
n
d
i
n
g
m
e
d
i
c
a
t
i
o
n
r
e
m
i
n
d
e
r
s
.
iii)
Q
u
e
r
y
t
h
e
d
a
t
a
b
a
s
e
f
o
r
a
l
l
u
s
e
r
f
o
r
m
s
.
iv)
F
o
r
e
a
c
h
f
o
r
m
,
i
f
t
h
e
u
s
e
r
h
a
s
m
e
d
i
c
a
t
i
o
n
s
,
f
o
r
e
a
c
h
m
e
d
i
c
a
t
i
o
n
:
-
P
a
r
s
e
t
h
e
m
e
d
i
c
a
t
i
o
n
'
s
s
t
a
r
t
a
n
d
e
n
d
d
a
t
e
s
.
-
C
h
e
c
k
i
f
t
o
d
a
y
f
a
l
l
s
w
i
t
h
i
n
t
h
e
m
e
d
i
c
a
t
i
o
n
d
a
t
e
r
a
n
g
e
.
-
P
a
r
s
e
t
h
e
m
e
d
i
c
a
t
i
o
n
r
e
m
i
n
d
e
r
t
i
m
e
i
n
t
o
h
o
u
r
s
a
n
d
m
i
n
u
t
e
s
.
-
C
a
l
c
u
l
a
t
e
t
h
e
t
i
m
e
5
m
i
n
u
t
e
s
b
e
f
o
r
e
t
h
e
r
e
m
i
n
d
e
r
a
s
t
h
e
d
u
e
t
i
m
e
.
-
C
h
e
c
k
i
f
t
h
e
c
u
r
r
e
n
t
t
i
m
e
i
s
w
i
t
h
i
n
t
h
e
r
e
m
i
n
d
e
r
w
i
n
d
o
w
.
-
I
f
t
h
e
r
e
m
i
n
d
e
r
w
i
n
d
o
w
m
a
t
c
h
e
s
a
n
d
a
r
e
m
i
n
d
e
r
h
a
s
n
o
t
b
e
e
n
s
e
n
t
t
o
d
a
y
:
i)
C
o
n
s
t
r
u
c
t
a
p
e
r
s
o
n
a
l
i
z
e
d
r
e
m
i
n
d
e
r
m
e
s
s
a
g
e
.
ii)
E
m
i
t
t
h
e
m
e
s
s
a
g
e
u
s
i
n
g
t
h
e
S
o
c
k
e
t
.
i
o
i
n
s
t
a
n
c
e
.
iii)
U
p
d
a
t
e
t
h
e
r
e
m
i
n
d
e
r
S
e
n
t
A
t
f
i
e
l
d
t
o
t
h
e
c
u
r
r
e
n
t
t
i
m
e
s
t
a
m
p
.
iv)
L
o
g
t
h
e
s
t
a
t
u
s
o
f
s
e
n
t
r
e
m
i
n
d
e
r
s
o
r
s
k
i
p
p
e
d
r
e
m
i
n
d
e
r
s
.
v)
R
e
p
e
a
t
e
v
e
r
y
m
i
n
u
t
e
f
o
r
t
e
s
t
i
n
g
(
c
a
n
b
e
a
d
j
u
s
t
e
d
t
o
a
p
r
a
c
t
i
c
a
l
i
n
t
e
r
v
a
l
i
n
p
r
o
d
u
c
t
i
o
n
)
.
2.7.
E
m
e
r
g
e
n
c
y
c
on
t
r
ol
f
e
at
u
r
e
T
he
e
m
e
r
ge
nc
y c
ont
r
ol
f
e
a
tu
r
e
e
na
bl
e
s
t
he
s
ys
te
m
t
o de
te
c
t
ur
ge
nt
s
it
ua
ti
ons
ba
s
e
d on u
s
e
r
i
nput
a
nd
im
m
e
di
a
te
ly
not
if
y c
a
r
e
gi
ve
r
s
or
pr
e
de
f
in
e
d c
ont
a
c
ts
. T
he
op
e
r
a
ti
ona
l
w
or
kf
lo
w
of
t
hi
s
f
e
a
tu
r
e
i
s
s
um
m
a
r
iz
e
d
in
A
lg
or
it
hm
4.
A
lg
or
it
hm
4.
E
m
e
r
ge
nc
y c
ont
r
ol
w
or
k
f
lo
w
f
or
de
te
c
ti
ng us
e
r
di
s
tr
e
s
s
a
nd t
r
ig
ge
r
in
g a
le
r
ts
I
n
p
u
t
:
r
e
a
l
-
t
i
m
e
u
s
e
r
i
n
p
u
t
(
t
e
x
t
o
r
v
o
i
c
e
)
,
p
r
e
d
e
f
i
n
e
d
e
m
e
r
g
e
n
c
y
k
e
y
w
o
r
d
s
(
e
.
g
.
,
"
h
e
l
p
"
,
"I am
s
u
f
f
o
c
a
t
i
n
g
"
)
.
O
u
t
p
u
t
:
i
m
m
e
d
i
a
t
e
a
l
e
r
t
s
(
v
i
a
S
M
S
a
n
d
c
a
l
l
s
)
s
e
n
t
t
o
e
m
e
r
g
e
n
c
y
c
o
n
t
a
c
t
s
.
Steps:
i)
I
n
i
t
i
a
l
i
z
a
t
i
o
n
:
-
E
s
t
a
b
l
i
s
h
a
c
o
n
n
e
c
t
i
o
n
t
o
t
h
e
d
a
t
a
b
a
s
e
t
o
r
e
t
r
i
e
v
e
u
s
e
r
f
o
r
m
s
a
n
d
e
m
e
r
g
e
n
c
y
c
o
n
t
a
c
t
s
.
-
I
n
i
t
i
a
l
i
z
e
t
h
e
L
l
a
m
a
S
e
r
v
i
c
e
o
r
e
q
u
i
v
a
l
e
n
t
A
I
m
o
d
e
l
t
o
p
r
o
c
e
s
s
u
s
e
r
i
n
p
u
t
.
ii)
Real
-
t
i
m
e
u
s
e
r
i
n
p
u
t
m
o
n
i
t
o
r
i
n
g
:
-
C
o
n
t
i
n
u
o
u
s
l
y
l
i
s
t
e
n
t
o
u
s
e
r
i
n
p
u
t
s
u
s
i
n
g
t
h
e
L
l
a
m
a
S
e
r
v
i
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3.
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.
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3
s
how
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th
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gi
s
tr
a
ti
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a
nd
lo
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s
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of
A
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s
a
.
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ur
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3(
a
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s
how
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th
e
us
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gi
s
tr
a
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on
s
c
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n,
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ir
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ta
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.
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ig
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3(
b)
di
s
pl
a
ys
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ly
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ig
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3
(
c
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F
ig
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3
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de
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Evaluation Warning : The document was created with Spire.PDF for Python.
I
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I
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14
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4270
4266
A
ni
s
a
’
s
a
bi
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to
m
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na
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is
s
how
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in
F
ig
ur
e
4.
F
ig
ur
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4(
a
)
s
how
s
th
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a
ppoi
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m
e
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r
y
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us
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r
vi
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it
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nd
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ve
nt
s
.
F
ig
ur
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4(
b)
s
how
s
a
n
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m
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na
l
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lo
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in
te
r
f
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m
pa
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ti
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ti
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F
ig
ur
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4(
c
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s
how
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b
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s
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ha
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r
f
a
c
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f
or
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A
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.
T
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s
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f
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a
tu
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s
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ld
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ly
us
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'
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by
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p
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c
ti
c
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s
uppor
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s
oc
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l
e
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ge
m
e
nt
.
F
ig
ur
e
5
il
lu
s
tr
a
te
s
c
r
it
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a
l
ope
r
a
ti
ona
l
f
unc
ti
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ti
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s
of
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ni
s
a
de
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ig
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d
f
or
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a
l
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ti
m
e
s
a
f
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ty
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nd
he
a
lt
h
m
oni
to
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in
g
.
F
ig
ur
e
5(
a
)
s
how
s
a
n
a
ppoi
nt
m
e
nt
r
e
m
in
de
r
not
if
ic
a
ti
on,
w
hi
c
h
he
lp
s
us
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r
s
s
ta
y
on
s
c
he
dul
e
w
it
h
he
a
lt
hc
a
r
e
ta
s
ks
a
nd
vi
s
it
s
.
F
ig
ur
e
5(
b)
c
a
pt
ur
e
s
th
e
e
m
e
r
ge
nc
y
a
le
r
t
s
ys
te
m
,
w
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r
e
th
e
a
pp
de
te
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ts
di
s
tr
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s
s
m
e
s
s
a
g
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s
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nd
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m
e
di
a
te
ly
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if
ie
s
de
s
ig
na
te
d
e
m
e
r
ge
nc
y
c
ont
a
c
t
s
vi
a
S
M
S
or
c
a
ll
.
F
ig
ur
e
5(
c
)
di
s
pl
a
ys
th
e
da
il
y
a
c
ti
vi
ty
da
s
hboa
r
d,
s
um
m
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te
p
c
ount
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m
is
s
e
d
m
e
di
c
a
ti
ons
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nd
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ppoi
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m
e
nt
s
va
lu
a
bl
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f
or
c
a
r
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ve
r
s
to
m
oni
to
r
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ld
e
r
ly
he
a
lt
h c
ondi
ti
ons
.
(
a
)
(
b)
(
c
)
F
ig
ur
e
4. A
ni
s
a
’
s
ke
y i
nt
e
r
a
c
ti
on f
e
a
tu
r
e
s
of
(
a
)
a
ppoi
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m
e
nt
e
n
tr
y, (
b)
e
m
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c
ha
t,
a
nd (
c
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ba
s
ic
us
e
r
c
om
m
uni
c
a
ti
on
(
a
)
(
b)
(
c
)
F
ig
ur
e
5. S
c
r
e
e
ns
f
or
(
a
)
r
e
m
in
de
r
s
, (
b)
e
m
e
r
ge
nc
y a
le
r
ts
, a
nd (
c
)
a
c
ti
vi
ty
t
r
a
c
ki
ng da
s
hboa
r
d
Evaluation Warning : The document was created with Spire.PDF for Python.
I
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J
A
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f
I
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e
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I
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:
2252
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8938
A
ni
s
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fi
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I
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14
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1]
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,
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,
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.
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2.
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2]
R
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ua
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[
3]
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[
4]
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n
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.
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. 3
,
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7
4
–
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011
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doi
:
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6.
[
5]
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6]
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20
21
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389
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459
1.
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7]
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.
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o
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a
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os
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os
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nd
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n
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91
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20
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oi
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.52
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98.
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8]
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. H
u
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l
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p.
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24
.
[
9]
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.
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. Z
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nd K
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,
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1
3]
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a
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or
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.
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s
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l
e
c
t
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ni
c
s
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ol
.
12
,
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18
,
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e
p
.
202
3,
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i
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.
[
1
5]
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.
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he
nnu
r
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nd
V
.
P
.
R
od
da
,
“
D
e
ve
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o
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nt
of
AI
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ar
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hG
at
e
,
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.
1
-
2
3,
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3
,
do
i
:
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314
0/
R
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19
5.1
23
21.
[
1
6]
P
.
Z
ho
ng
,
C
.
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ha
n
g,
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.
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ng
,
Y
.
L
i
u
,
a
nd
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.
M
i
a
o
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p.
6
556
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566
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2
020
,
doi
:
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653
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1/
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0.e
m
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m
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31
.
[
1
7]
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.
R
a
s
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ki
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.
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.
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.
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81
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019
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:
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186
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19
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153
4.
[
1
8]
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.
C
ha
t
t
a
r
a
m
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n
,
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-
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.
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w
on
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.
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.
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l
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t
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.
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os
s
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um
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B
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av
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or
,
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ol
.
90,
pp.
31
5
–
330
,
J
a
n.
20
19
, d
oi
:
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10
16/
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.
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48
.
[
1
9]
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l
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. H
u
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20
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1
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:
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64
385
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6.
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s
,
pp
.
6
67
–
67
4
,
J
ul
.
202
3,
do
i
:
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.1
145
/
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480
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65
72.
[
2
1]
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m
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J
o
ur
n
al
,
I
n
di
an
A
c
a
de
m
y
o
f
C
l
i
n
i
c
a
l
M
e
d
i
c
i
ne
, v
ol
. 2
0,
no
.
3
–
4
,
201
9
.
Evaluation Warning : The document was created with Spire.PDF for Python.
I
nt
J
A
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2252
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8938
A
ni
s
a:
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ti
fi
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ia
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pani
on f
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e
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ly
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4269
[
2
2]
B
.
G
uo,
N
.
S
.
A
.
S
h
uk
or
,
a
nd
I
.
S
.
I
s
ha
k
,
“
S
ys
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e
m
a
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i
c
l
i
t
e
r
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r
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r
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v
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y
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r
e
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,
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ha
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l
e
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ge
s
,
a
n
d
a
pp
l
i
c
a
t
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e
n
a
r
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os
,”
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n
t
e
r
n
at
i
o
na
l
J
o
ur
n
al
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P
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bl
i
c
H
e
a
l
t
h
Sc
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e
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e
,
v
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.
1
2,
no
. 4
, 2
02
3,
do
i
:
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.1
159
1/
i
j
phs
.v1
2i
4.2
34
45.
[
2
3]
H
.
S
a
h
oo,
D
.
G
o
vi
l
,
K
.
S
.
J
a
m
e
s
,
a
nd
R
.
D
.
P
r
a
s
a
d,
“
H
e
a
l
t
h
i
s
s
ue
s
,
he
a
l
t
h c
a
r
e
u
t
i
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z
a
t
i
o
n a
nd
he
a
l
t
h c
a
r
e
e
x
pe
n
di
t
u
r
e
a
m
o
ng
e
l
de
r
l
y
i
n
I
n
di
a
:
t
he
m
a
t
i
c
r
e
vi
e
w
of
l
i
t
e
r
a
t
u
r
e
,”
A
gi
ng
an
d H
e
al
t
h
R
e
s
e
ar
c
h
,
vo
l
.
1
, n
o.
2,
2
0
21,
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i
:
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0.1
01
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j
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.2
021
.1
000
12
.
[
2
4]
A
.
A
.
P
or
t
e
nha
us
e
r
e
t
al
.
,
“
M
o
bi
l
e
a
p
ps
f
or
o
l
de
r
a
d
ul
t
s
:
s
ys
t
e
m
a
t
i
c
s
e
a
r
c
h
a
nd
e
va
l
u
a
t
i
on
w
i
t
hi
n
on
l
i
ne
s
t
o
r
e
s
,”
J
M
I
R
A
gi
ng
,
vol
.
4,
no
. 1
,
F
e
b
.
202
1,
do
i
:
1
0.2
19
6/
2
33
13.
[
2
5]
J
.
Z
hu
, H
. W
e
ng
, P
. O
u,
a
n
d L
. L
i
,
“
U
s
e
a
nd
a
c
c
e
pt
a
nc
e
o
f
s
m
a
r
t
e
l
de
r
l
y
c
a
r
e
a
pp
s
a
m
o
ng
C
hi
ne
s
e
m
e
di
c
a
l
s
t
a
f
f
a
n
d o
l
d
e
r
i
ndi
vi
dua
l
s
:
w
e
b
-
ba
s
e
d
hyb
r
i
d s
u
r
ve
y s
t
ud
y,”
J
M
I
R
F
or
m
a
t
i
v
e
R
e
s
e
ar
c
h
,
vol
.
7,
J
un
. 2
02
3,
do
i
:
1
0.
219
6/
419
19
.
[
2
6]
Z
.
N
i
m
m
a
nt
e
r
dw
o
ng
,
S
.
B
oon
vi
r
i
ya
,
a
nd
P
.
T
a
ng
ki
j
va
ni
c
h,
“
H
u
m
a
n
-
c
e
n
t
e
r
e
d
de
s
i
g
n
o
f
m
o
bi
l
e
h
e
a
l
t
h
a
p
ps
f
o
r
o
l
de
r
a
du
l
t
s
:
s
ys
t
e
m
a
t
i
c
r
e
vi
e
w
a
nd
na
r
r
a
t
i
ve
s
y
nt
h
e
s
i
s
,
”
J
M
I
R
m
H
e
a
l
t
h a
nd
uH
e
al
t
h
, v
ol
.
10,
n
o.
1,
J
a
n.
2
022
,
doi
:
10
.21
96
/
29
51
2.
[
2
7]
M
.
W
a
i
r
a
gka
r
e
t
al
.
,
“
C
o
nve
r
s
a
t
i
o
na
l
a
r
t
i
f
i
c
i
a
l
i
nt
e
l
l
i
ge
nc
e
a
n
d
a
f
f
e
c
t
i
v
e
s
oc
i
a
l
r
obo
t
f
o
r
m
on
i
t
o
r
i
ng
he
a
l
t
h
a
n
d
w
e
l
l
‐
be
i
ng
o
f
pe
op
l
e
w
i
t
h
de
m
e
nt
i
a
,
”
A
l
z
he
i
m
e
r
’
s
&
D
e
m
e
n
t
i
a
,
vo
l
.
17
,
no.
S
11
, D
e
c
.
20
21,
d
oi
:
10.
10
02/
a
l
z
.05
32
76.
[
2
8]
N
.
W
on
g,
S
.
J
e
o
ng,
M
.
R
e
dd
y,
C
.
A
.
S
t
a
m
a
t
i
s
,
E
.
G
.
L
a
t
t
i
e
,
a
nd
M
.
J
a
c
obs
,
“
V
oi
c
e
a
s
s
i
s
t
a
nt
s
f
o
r
m
e
nt
a
l
he
a
l
t
h
s
e
r
vi
c
e
s
:
d
e
s
i
g
ni
ng
di
a
l
ogue
s
w
i
t
h
hom
e
bound
ol
de
r
a
dul
t
s
,
”
i
n
D
e
s
i
gni
ng
I
nt
e
r
ac
t
i
v
e
Sy
s
t
e
m
s
C
o
nf
e
r
e
nc
e
,
N
e
w
Y
or
k,
N
Y
,
U
S
A
:
A
C
M
,
J
ul
.
2024,
pp. 844
–
858
, doi
:
10.1145/
3643834.3661536.
[
29]
A
.
A
di
ka
r
i
e
t
al
.
,
“
E
m
pa
t
hi
c
c
onve
r
s
a
t
i
ona
l
a
ge
nt
s
f
or
r
e
a
l
-
t
i
m
e
m
oni
t
or
i
ng
a
nd
c
o
-
f
a
c
i
l
i
t
a
t
i
on
of
pa
t
i
e
nt
-
c
e
nt
e
r
e
d
he
a
l
t
hc
a
r
e
,”
F
ut
ur
e
G
e
ne
r
at
i
on C
om
put
e
r
Sy
s
t
e
m
s
, vol
. 126, pp. 318
–
329, J
a
n. 2022, doi
:
10.1016/
j
.f
ut
ur
e
.2021.08.015.
[
30]
M
.
G
uda
l
a
,
M
.
E
.
T
.
R
o
s
s
,
S
.
M
oga
l
l
a
,
M
.
L
yon
s
,
P
.
R
a
m
a
s
w
a
m
y,
a
nd
K
.
R
obe
r
t
s
,
“
B
e
n
e
f
i
t
s
of
,
ba
r
r
i
e
r
s
t
o,
a
nd
n
e
e
ds
f
or
a
n
a
r
t
i
f
i
c
i
a
l
i
nt
e
l
l
i
ge
nc
e
–
pow
e
r
e
d
m
e
di
c
a
t
i
on
i
nf
or
m
a
t
i
on
voi
c
e
c
ha
t
bot
f
or
ol
de
r
a
dul
t
s
:
i
nt
e
r
vi
e
w
s
t
udy
w
i
t
h
ge
r
i
a
t
r
i
c
s
e
xpe
r
t
s
,”
J
M
I
R
A
gi
ng
, vo
l
. 5, no. 2, A
pr
. 2022, doi
:
10.2196/
32169.
B
I
O
G
R
A
P
H
I
E
S
O
F
A
U
T
H
O
R
S
Mrs.
Shilpa
Karegoudra
holds
a
Master
of
Technology
degree
from
Visveswaraya
Technological
University,
India
,
in
2014.
She
also
re
ceived
her
Bachelor
of
Engineering
from
Visveswaraya
Technological
University,
India
,
in
2
012.
She
is
currently
an
Assistant P
rofessor at the Com
puter
Science and Engineering
Departm
ent, NMAM Insti
tute of
Technology, NITTE (Deemed to be university), Nitte. Her research in
cludes
machine le
arning,
deep
learning,
image
p
rocessing,
and
natur
al
language
p
rocessing
.
She
has
published
over
8
papers
in
international
journals
and
conferences.
She
is
a
Resea
rch
Scholar
at
GITAM
School o
f Tec
hnology,
GITA
M (De
emed t
o be u
nivers
ity), Be
ngalur
u.
She c
an be
conta
cted a
t
email:
s
hilpa.m.k456@
g
mai
l.com or shilpa
mk@
nitte.edu.in
.
Pawan
Hegde
received
the
Bachelor
of
Engineering
(B.E.,
C
S)
from
VTU
Belgaum
in
2010,
the
master’
s
degree
(M.Tec
h.,
CS)
from
Jain
Unive
rsity
Bangalor
e
in
2012
and
pursuing
Ph.D
.
from
Vellore
Institute
of
Technology,
Vellore,
I
ndia.
He
is
currently
an
Assistant
Professor
in
the
Department
of
Computer
Science
and
E
ngineering
at
NMAMIT
Nitte.
He
attended
several
National
and
International
Conferences,
W
orkshops,
and
published
papers
in
peer
-
reviewed
internatio
nal
journals.
His
areas
of
interest
are
in
blockchain
technology,
the
IoT
security,
federa
ted
learning,
and
network
security
.
He
can
be
contacted
a
t
email:
pwnhegde@
nitte.edu.in.
Sinchana
C
.
Poojary
received
a
Bachelor
of
Engineering
(
BE)
degree
i
n
Computer
Science
and
Enginee
ring
from
NMAM
Institute
of Tec
hnol
ogy
(NMAMIT
),
Udupi,
India,
in
2025.
During
undergraduate
studies,
she
contributed
to
research
on
the
development
of
an
elderly
care
app:
Anisa
,
as
part
of
an
academic
project
under
fa
culty
supervision.
She
is
currently
working
as
an
SDE
at
JPMorgan
Chase,
where
she
is
involv
ed
in
cyber
security
an
d
infrastruc
ture.
Her
resear
ch
interests
include
DevOps,
cloud
security,
and
backend
development
.
Sh
e can be con
tacted at
email:
sinchanac91@gmail.com.
Pranitha
P
.
Shetty
received
a
Bachelor
of
Engineering
(BE)
degre
e
in
Computer
Scienc
e
and
Engine
ering
from
NMAM
Institute
of
Techn
ology
(NMAMI
T),
Udupi,
India,
in
2025.
During
undergraduate
studies,
she
contributed
to
research
on
the
development
of
an
elderly
care
app:
Anisa
,
as
part
of
an
academic
project
under
fac
ulty
supervision.
She
is
currently
working
as
an
SDE
who
works
on
SDKs
at
DevRev.
Her
r
esearch
interest
s
include
AI
development,
data
science,
and
cyber
security.
Sh
e
can
be
contacted
at
email:
pranithasv2003@
gmail.com.
Evaluation Warning : The document was created with Spire.PDF for Python.