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Theses
Thesis/Dissertation Collections
1974
Effects of Exposure Changes on Perception of
Detail in Radiography
Warren Meyers Shepard
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Recommended Citation
EFFECTS
OF EXPOSURE
CHANGES
ON
PERCEPTION
OF
DETAIL
IN
RADIOGRAPHY
BY
Warren
Shepard
Meyers
A
thesis
submittedin
partialfulfillment
ofthe
requirements
for
the
degree
ofBachelor
ofScience
in
the
Department
ofPhotographic
Science
andInstrumentation
in
the
College
ofGraphic
Arts
andPhotography
ofthe
Rochester
Institute
ofTechnology
June,
ii
ACKNOWLEDGEMENTS
I
wouldlike
to
thank
all ofthe
people mentionedbelow
for
the
valuablehelp
and supportnecessary
for
me to complete thisthesis.
Mr.
Hollis
N.
Todd,
Dr.
G.W.
Schumann,
Dr.
Berverly
Wood,
Dr.
Harry
Fischer,
Mr.
Ray
Sweredoski,
Mr.
Bernie
Gibson,
the
Radiology
Staff
ofStrong
Memorial
Hospital,
Kathy,
Cathy,
iii.
TABLE
OF
CONTENTS
ABSTRACT,
INTRODUCTION
1
Kilovoltage
1
Milliampere-Seconds
. . .1
Magnification
Radiography.
1
EXPERIMENTAL
8
Test
Objects
Chest Phantom
8
Simulated
Lesions
9
Simulated
Lungs
10
Film
andProcessing.
13
Exposure
Variables
Ik
Kilovoltage
Ik
Milliampere-Seconds
Ik
Experimental
Design
16
Methods
ofAnalysis
19
Percent
Correctness
19
Receiver
Operating
Characteristic
Functions.
19
RESULTS
2k
Percent Correctness
,2k
ROC
Functipns2k
Magnification
2k
Voltage
2k
Quadrants
25
Cumulative
Frequency
ofResponse
25
Measure
ofDetectability
,dm.
25
Mean
Rating
25
DISCUSSION
OF
RESULTS26
iv.
ROC Functions
26
Magnification
26
Voltage
27
Quadrants
2?
Cumulative
Frequency
ofRespnse
27
Magnification
27
Voltage
28
Fnquency
Histogram
ofDegree
ofCertainty...
28
Measure
ofDetectability,
d
28
Mean
Rating
ofConfidence
28
CONCLUSIONS
29
GRAPH
SECTION
.31
Percent
Correctness
for Voltage
andMagnification...
31
ROC
for
Magnification
32
ROC
for
Voltage
33
KULr I OIT *JU.3-CUTOUTS
e4e469*ed*9*f*c*eececee*eeee*#?
Cumulative
Frequency
ofResponse
for
Magnification
35
Cumulative
Frequency
ofResponse
for
Voltage...
36
Frequency
Histogram
ofDegree
ofCertainty
ofObservers.
37
Detectability,
dm,
for
Voltage
andMagnification
38
Mean
Rating
for Magnification.
39
Mean
Rating
for
Voltage
kQ
Appendix
I
H&D^
Curve
for
Kodak
X-OMATIC
G
Film
kl
Appendix
iII
Instructionsto
Observers
k2
Appendix
III
ROC Analysis
43a
Appendix
IV
Photos
of Radiographs at1.0X
and1.5X
43b
REFERENCES
kk
Bibliography
k$
v.
Table
ofIllustrations
Fig
1.
Aperture Object
Distancei
Object Film
Distance
2
Fig
2.
Geometry
ofEdge
Formation
3
Fig
3.
Decreased Edge Gradient
for
Magnification
Radiography....
3
Eig k.
Quadrants
ofChest Phantom
8
Fig
5
.Photo
ofChest Phantom
9
Fig 6.
Photo
ofSimulated
Lesions
10
Fig
7.
Photo
ofSimulated
Lungs
11
Fig
8.
Radiograph
ofFirst Sponge
12
Fig
9.
Radiograph
ofSecond
Sponge
12
Fig
10.
Experimental Design
.16Fiff
11
lNoise
and Siirnal Plur?N-=ises
z == = . z;t;; = ;-. = -. = ;;:= ;; = *;;;. ;21Fig
12.
Radiograph
at1.0X
43b
Fig
13.
Radiograph
at1.5X
...43bTables
Table
1.
Degree
ofCertainty
Scale
6
Table
2
.Exposure
Data
1
16
ABSTRACT!
Voltage
and magnification arethe
variables of exposure usedto
investigate
the
effects uponthe
detection
oflesions
onlung
tissue
of a phantom.Analysis
by
percent correctness andANOVA
indicate
that
the
voltage and magnificationfor
the
levels
investigated
had
no significant effect upondetection
accuracy.ROC
analysis of
the data
also show no significantincrease
in
detectability
attributedto
the
variablesinvestigated,
The
ROC
evaluationdoes
indicate
a slightincrease
in de
tectability
ofthe
simulatedlesions,
whilethe
percentcorrectness SLnstlvsisdoes rot* Thi~
difference
in-3.'t-rbs
due
to
the
bias
ofthe
observers and removedby
the
ROC
I.
INTRODUCTION
Thirty
to
forty
percent of all medical radiographs areof
the
chest region.Approx
iamately
twenty
percent ofthe
X-ray
images
producefalse
data
whentesting
the
accuracy
ofdiagnosis.
There
aretwo
explanationsfor
this.
First,
there
are a great number of changesin
technique
that
may
influence
the
quality
ofthe
radiographs and second;the
experience and education of
the
radiologist, andthe
riskthat he
or sheis
willing
to
take
whenmaking
adiagnosis.
Some
ofthe
changesin
technique
that
may
influence
the
quality
ofthe
radiographfor diagnostic
purposes are:A.
Kilovoltage.
The
quality
of radiationmay
range **v.-iw. CO *-/- r>rs l.-'.r A, nrtma. ea++inrrc +/-> 1 F\f\ 4-<-i h.r\ Ir-XT ->+- r,-i-U.-.--..-.J. Vr--i:i J-' \J~
sV V .... wvmw * v.vv-kii.^,.^ w J.VU w A"7 V IV V ^- l# U (fjICIOI
The
harder
(higher kV)
radiation subjectsthe
patientto
less
radiation,
whileit
is
arguedthat
early
stages oflung
disease
are moreeasily
perceived with soft radiation.With
higher
voltagethere
is
anincrease
ofscattering
that
de
gradesthe
image
withfog.
Thus
the
quality
ofthe
radiationis
of primeinterest
to
both
the
radiologist andthe
health
physicist.
B.
Milliampere-Seconds.
Milliampere-Seconds,
the
product of
the
currenttimes
time,
directly
influences
radiographicdensity.
C.
Magnification
Radiography.
Magnification
radioand children.
Magnification
is
obtainedby
varying
the
ratio ofthe
objectfilm
distance
(OFD)
to
the
apertureobject
distance
(AOD).
See
Fig
1.
., FOCAL SPT
AOD
OFP
o&recil
PIlM
FAG_4-Radiographic
Magnification
equals tEq.
1.
Magnification
AOD
+OFD
AOD
Magnification
radiography
improves
the
image
by
diffusion
ofthe
radiationbefore
passing
through theobject,
thus
decreasing
scatter.The
greaterthe
OFD,
the
less
scatter
is
presentto
degrade
the
image.
For
fine
detail,
false
image
formation
may
occurresulting
in
a phase shiftof
the
image.
This
effectis
commonly
known
in photography
as spurious resolution and can cause
the
Optical
Transfer
Function
ofthe
radiographic systemto
become
negativefor
objects of
high
spatialfrequency.
This
effect can provevisually
superiorby
enhancing
the
image
ofthe
radiopaque object.The
larger image
size can also aidin
the
detection
of abnormalities
in
the
body.
Disadvantages
of magnificationthere
is
a significantincrease
in
irradiation
to
the
patient.
There
is
adecrease
in
field
sizethat
canbe
radiographed,
limiting
the
areaexposed,
to
a small area ofthe
patient.In
additionto
image
distortion,
magnificationradiography
contributesto
geometric unsharpness,resulting
in
adecreased
edge gradientfor
increased
magnification.See
figs
two
andthree.
-IX
i3.X
--i
1
/
i1FiG
3
Decreased edge gradient
for
magnification radiography.Radiographic
quality
shouldbe
evaluatedalong
realistic
lines
ratherthan
uponthe
emotional response of anobserver and upon
the
evaluation of objectivemeasures,
that
may
not correlate withthe
actual clinical situation.In-order
to
do
this,
the
criteriafor
exposure shouldbe
based
in
compromisebetween the
exposurefactors
used,
the
clinical situation as presented
to
the
technician,
andthe
objective of
the
examination.If the
quality
ofthe
radiography
cannot aidthe
radiologistin
his
diagnosis,
then the
practical reasonsfor failure
shouldbe
recognizedand
investigated.
The
following
criteriafor
obtaining
satisfactory
radiographicquality
may
serve as a guideto
better
radiographs.1)
All
image
areas shouldbe
translucent
to
the
viewer when seen
through
anX-ray
illuminator.
2)
The
image
should consist of silverdeposit.
Areas
devoid
of silver are useless as are areas ofexcessive
density.
3)
The
object examined shouldbe
fully
penetrated.4)
Adjacent
contrast ofdensity
shouldbe
suchthat
m4 ~~<t*.**'*v*'t--;o +*.*. "u.~-i-*..**.* -* <*-~ -~
~. - i- ~*3_
uxiic-ui'xuviun Uc'nccu ucmixo can ue HK~u.t:.
5)
Image details
should notbe
obscuredby
secondary
radiation.With
allthe
factors
that
gointo making
a successfulradiograph,
it is
important
to
seehow
these
factors
affectthe
radiographicimage.
The
claims ofsignificant"
increases
in image
quality
withhigh
voltages and magnification radiography
provide a needto
investigate
these
claims.This
problem
involves
perception,
morespecifically,
perceptionof small
detail.
In
orderto
investigate
the
perception of smalldetail
in
medicalradiography,
a chest phantom will simulatethe
of
the
X-radiation,
Particles
of a mass absorption similarto
that
of softtissue
will serve as simulatedlesions.
The
task
as presentedto
the
radiologists wasto detect
these
simulated
lesions
in
the
lung
field
andindicate
whereit
waslocated,
if
visableto
him.
Since
the
simulatedlesions
areplaced
in
the
phantomby
the
test
examiner,
the
true
location
of
the
lesion
wasknown.
The
results were analyzedin
two
ways.
The
first
was percent correctness wherethe
percentprobability
ofdetection
is
calculated onthe
basis
of whetherthe
simulatedlesion
is
detected
or not.Included
in
percentcorrectness
is
true negative,
wherethe
observer respondsthat
no simulated
lesion is
present,
andin
fact
it
is
not.Another
method of analysisinvolves
signaldetectability
theory.
The
data
willbe
presentedin
the
form
of aReceiver
Operating
Characteristic
function
(ROC),
arepresen-A
tation between
the
hit
rate(HR)
andthe
false
alfrm rate(FAR),
as a
function
ofthe
observersdecision
criterion.In
radiography,
the
observers results are proneto
suchfactors
astheir
expectations andthe
consequences of awrong
decision.
This
biasing
ofdata,
while notintentional,
may
increase
variability
ofthe
detection
criteria,
that
may
lead
to
misinterpretation
ofthe
radiograph.ROC
functions
distills
and quantifies
the
various factorsthat bias
an observersto construct, an nOC
function
a number ofdegrees
ofcertainty
are required.The
observing
radiologist respondsto
a chest radiograph and reports whether a simulatedlesion
is
present or not with adegree
ofcertainty
ofthat
decision,
See
Table
1.
Table
1*
9
I
amabsolutely
certainthat
the
simulatedabnormality
is
not present8
I
am morethan
"fairly
certain "that
the
simulatedabnormality
isi not present7
I
amfairly
certainthat
the
simulatedabnormality
i
not present6--
I
am morethan
"just
guessing"that
the
simulatedabnormality
is
not present5
I
amjust
guessing
that
the
simulatedSL-jnoTma-.ixy is not present
4
I
amjust guessing
that
the
simulatedabnormality
is.
present3--
I
am morethan
"just
guessing"that
the
simulatedabnormality
is
present2--
I
amfairly
certainthat
the
simulatedabnormality
iis
present1
'I am morethan
"fairly
certain"that
the
simulated
abnormality
is
present0
I
amabsolutely
certainthat
the
simulatedabnormality
is
presentThe
meaning
ofthe
degrees
ofcertainty
are evident.If
the
observerindicated
that
he
believeshe
seesthe
simulatedlesion
in
the
phantom,
he
was askedto
indicate
in
which*
As
taken
from Reference J.
quadrant
it
waslocated.
Note
the
distinction,
that
the
radiologist was asked
to
respond asto
how
certainhe
wasthat
the
simulatedlesion
waslocated
in
the
phantom,
notwhether
he
merely
saw alight
spot onthe
film.
Thus
the
signal
detectability
theory
differentiates
the
perceptualsituation
into
two
divisions*
Noise
andSignal
to
Noise.
When the
bias
is
removedfrom
an observersresponse,
the
analysis
is
moire accurate and sensitivethan
whenthe
bias's
are
left
in,
as withthe
percent correctness..The
objectives ofthis
experiment were Ltoinvestigate
the
effect of voltagechanges,
magnification andlocation
ofthe
simulatedlesion
in
the
lung
field,
uponthe
perceptabil-ity
ofthese
moderately
small(5-7mm)
lesions.
The
use ofquadrants of
the
chest allowedthe
experimenterto
investi
gate
the
perceptability
ofthe
lesions, depending
ontheir
location.
The
quadrants also allowed oneto
checkthe
correctness of
the
responsesfor
allthe
factors.
The
quadrants are shown
in
Fig
4.
Fig
4
Right
Left
Lung
Lung
Quadrants
ofthe
Chest
Phantom.It
is
hoped
that
from the
data
obtained,
moreknowledge
is
8
How
the
radiologist viewsthe
radiographsHis
criterion ofdecision
certainty
Effects
ofmagnification,
voltage andlesion
location
onperceptability
Ideas
for future
applications ofthis
methodin
medicine and other
fields
involving
the
perceptionof unknown stimuli.
II.
EXPERIMENTAL
A.
Test
Objects
1.
Chest Phantom
In
orderto
carry
out atest
in
perceptability,
the
radiography
should simulatethe
anatomy
ofthe
body
underinvestigation,
A
phantomis
the
name of an objectthat
simulates a part of
thft anatomy
andis
usedfor
repeatedexposure
to
radio.tier-,
sinceto
do
sofor
aliving
person would.certainly
be
detrimental
to
his
health.
In addition,
the
phantom
doesn't
change asdoes
aperson,
thus
canbe
usedover an extended period of
time
without variationin
the
radiographs.
The
phantomhad
to
accomodatethe
design
ofthe
experiment
i.e.,
changing
the
location
ofthe
simulatedlesion
within
the
lung
field.
A
phantomthat
fullfilled
these
requirements was a
commercially
available chest phantomproduced
by
Minnesota
Mining
&
Manufactoring
Co.,
The
chestphantom
had
a complete skeletal systemfrom the
neckto
the
phantom was
molded,
in
the form
of achest,
of an acrylicplastic
that
simulatesthe
density
and scatter ofhuman
flesh,
This
property
makesthe
phantomlook
similarto
ahuman
being
and useful
for
this
experiment.Included
in
the
phantom wasa
heart
anddiaphragm,
both
constructed of ahigh
density
plastic,
to
simulatethe
anatomic situation.The
object washollow
onthe
inside,
sothat
the
heart
anddiaphragm
couldbe
pulled out andthe
simulatedlungs
andlesions
couldbe
introduced
and changed at will.See
Fig
5
Fig
5.
Photo
ofChest
Phantom
2.
Simulated
Lesions
The
selection ofthe
simulatedlesions
presented anintriguing
problem.The
lesions
had
to
bes
unarabigous
(normal
orabnormal)
verifiable
of
borderline
difficulty
A
number oftests
were made on such materials aswood,
cork,
andPoly
Vinyl
Chloride.
The
wood and cork were notdense
enough, eventhough
woodhas
approxiamately
the
same10
Small
rounded sphere ofPoly
Vinyl
Chloride
weretested
andfound
to
be
too
dense
j
alwaysbeing
detected
by
atest
observer.Lucite
spheres with adensity
similarto
that
of softtissue
density
weretried
andfound
to
work quite well.The
sphereshad
diameters
of1/8",
3/8" and5/8".
The
simulatedlesions
were
difficult
yet notimpossible
to
detect
when radiographed.Yet
the
rounded shapesdid
attractattention,
anddid
notsimulate a
turburcular lesion
asit
may
actually
appear.As
aresult,
the
sphere were melted andformed,
by
hand,
into
irregular
shapes ofvarying
sizes.Their
sizes rangedfrom
two
millimetersto
10
millimeters,
with most ofthem
measuring five
to
seven millimetersin diameter.
See
Fig 6.
%
Suk
7
y
..iil;l)iui..;.lliiliili;|!l*liii!i|!|H
_JM *l .__si 6l
Fig 6.
Photo
ofSimulated
Lesions
3.
SimulatedLungs
The
background
noisein
a chest radiograph canbe
attributedto
the
lungs,
andin
what conditionthey
arein.
Lungs
filled
with water
due
to
heart
failure,
orinfected
with emphysema11
thus
decreasing
the
chances of a successfuldiagnosis.
The
selection of
the
simulatedlungs
was one ofthe
morechalleng
ing
problems ofthe
experiment.A
number of materialsincluding
sugar,
spun plastic and sponges weretested.
The
spongesproved
the
most successful and wereinvestigated
further.
A
number of synthetic sponges were radiographeddry,
andthenjsoaked
in
adilute
solution ofHypaque,
aniodide
contrast agent.
A
spongethat
appeared somewhatlike
adiseased
lung
was selectedfor
the
experiment.The
simulatedlung
had
initially
been
soakedin
the
dilute
Hypaque
solutionthen
allowedto
dry.
The
iodide
content ofthe
solutionremains
in the
sponge uponthe
evaporation ofthe
water.It
must
be
mentionedthat
the
lungs
are adifficult
part ofthe
anatomy
to
simulate.They
are porous and composedmostly
ofair,
yetthey
do
produce a greatdeal
ofbackground
noise.Thus
the,
simulatedlung
usedfor
this
experimentis
only
meant
to
simulatethe
lung,
and notto
produce afacsimile
of
the
lung.
After
the
initial
phase ofthe
experiment,
another sponge soaked
in
Hypaque
was usedto
simulatethe
lungs.
The difference
between
the
sponges andthe
resultantradiographs are shown
in
Figs
7,8,
and9.
\ .
* .^U *VV,V,
':
K'7
:
i '<'7> 7
-f
->-SsVi
-ty-.<y?
\\
%v.y-
-"
-a a
!
v^
1 ?* . a
&
l.. - -.. !h--- rXt-t^ym-y**
i?
**3.yyKil
FtRS-t-SPoMGE
SecoHO
SPoNG
*
12
Pig
8.
Radiograph
ofFirst Sponge
WJ^Olurl
it
..-Fig
9.
Radiograph
ofSecond Sponge
Note
the
inhomogenuity
ofthe
first
sponge as comparedto
the
second.On
the
basis
ofthe
experiment,
a spongesoaked
in
a contrast solutionis
a good simulation of ahuman
lung,
but
caution shouldbe
usedin
its
selection.If the
sponge
is
too
inhomogenius
,the
background
noise willbe
too
great
in
proportionto
the
signal(simulated
lesion),
and13
B.
Film
andProcessing
The
film,
film
cassette,
intensifying
screen,
andprocessing
was all part ofthe Kodak X-OMATIC
product system.The
film
used was14
by
17
inch
Kodak X-OMATIC
RP
Regular
Film,
designed for
general radiographic use where a standardfilm-screen
combinationis
required.See
Appendix
I
for the
sensitometric properties of
the
film
as publishedby
East
man
Kodak.
The Kodak X-OMATIC
Intensifying
screen emitssubstantially in
the
ultraviolet portion ofthe
spectrum,
the
area where
the
film
usedis
most sensitive.The
high
absorption of
UV
energy
in
the
first
emulsion reducesthe
energy
transmitted
through
the
film
base
to
be
recorded asunsharp
image
density
onthe
second emulsion.A
thicker
layer
ofphosphor contributes
to
greaterX-ray
absorptionthus
reducing
quantum mottle.The
Kodak
X-Omatic
Cassette,
C-l,
provides goodfilm
screen contact
by
slightly curving
the
two
vinyl coveredaluminum covers.
When the
cassetteis
closed,
the
action ofthe
curvedfront
andback
rollthe
airfrom the
cassette,
creating
the
good contact of screen andfilm.
The
films
were processedin
aKodak
RP
X-OMAT Proc
essor
using
the
recommendedKodak RP X-OMAT
Chemistry.
This
is
a90
second process usedin
most radiologicaldepartments.
The
processing
equipment wasconstantly
under14
C.
Exposure
Variables
1.
Kilovoltage.
The
kilovoltages
selectedfor
the
experiment were60,
75
and90
kV.
This
coversthe
quality
range preferredby
most radiologistsfor
chest radiography.The
increase
of15
kV
was expectedto
demonstrate
a perceptable change ofdetail
in
the
radiographs.The
voltage of60
kV
is
considered
the
standard,
andthe
75
and90
kV
willbe
comparedto
the
lower kilovoltage,
2.
Milliampere-Seconds.
The
milliampere-seconds rangeis
to vary
asnecessary,
so as
to
produce radiographs of approxiamately
the
sameover-2.^
1
d^rs
^ "*""As
msn^"^onsdbefore
"*"he **'"*'*3ji+ andtime
canbe
adjusted so asto
compensatefor
other exposure changesand produce
the
same photographicdensity
on a given areaof
the
film.
An
attempt was madeto
keep
the
currentconstant and
vary
the
time,
sincethere
is
evidencethat
different
currents affectthe
distribution
of radiationfrom
the
X-ray
tube,
thusaffecting
geometric sharpness.'3.
Magnification.
The
three
levels
of magnification ares onetimes
mag
nification
(or
simply
alife
sizeimage),
one and ahalf
(1.5)
times magnification andtwo
(2.)
times
magnification.While
atwo
and one quartertimes
magnification wouldhave
15
limitations
ofthe
equipment could nothave
accomodatedthat
magnification.
The
two
magnifications of1.5X
and2.X
represent values of practicalapplication,
and willbe
compared
to
the
life
size radiographs(1.0X).
The
valuesfor
objectfilm
distance
(OFD)
and aperture objectdistance
(AOD)
are givenbelow
for the
two
magnifications.1.5
Magnification
i A0D= 27" 0FD= 17"2.0
Magnification:
A0D= 19" 0FD= 20"It
shouldbe
notedthat
for the
onetimes
magnification, a1.0
mmfocal
length
X-ray
tube
was used.For
the
othertwo
magnifications
(1.5X
and2.X)
a0.5
mmfocal
length
X-ray
tube
was used.This
wasnecessary
because
the
1.0mm
tube
*-"*... t-- ^**~-*3 r?.-WViA* Vfc
-f-f. *&M ^X.B -V* A-i. AVIA !T.Vni LL'l*f-.r-./"? "WlS J^4B+^ftK ^T"(~
'z Cj
WWUO.U. 11UU C.CUC1UVC CUUUgll h>VlU,CUMUVbvl J.*U Ju**WJ.xiI j.v J-"
understood
that
the
characteristicsbetween
the
two
tubes
may
notbe
the
same,
yetthe
magnification ofthe
image
requires
the
smaller spot size.It
is
this
over-alleffect of magnification and
changing the
focal
length
ofthe
X-ray
tube
that
this
experiment wasdetermined
to
investi-gate.
The
problem ofdifferent
X-ray
tubes
radiancedistri
bution
is
discussed
in
referencea,
by
Milne.
Table
2
lists
the
valuesfor
the
kilovoltage,
current x
time
and magnification asthey
were variedin
16
Magnification
IX
IX
IX
1.5X
1.5X
1.5X
2.
OX
2.
OX
2.
OX
Table
2
Voltage
60
kv
75
kV
90
kV
60
kV
75
kV
90
kV
60
kV
75
kV
90
kV
current x
time
8
mAs3
mAs1
mAs20
mAs8
mAs4
mAs25
mAs12
mAs5
mAsD.
Experimental Design
The
experiment wasdesigned
as a crossed3x3
procedure.For
each ofthe
nine cellsin
the
experiment,
five
radiographs were
prepared,
with one simulatedlesion
in
one offour
quadrants ofthe
chest, and onefilm
without alesion
present at all.
This
wasto
insure
that
there
was no preference
to
one area ofthe
chest.As
told
to
the
radiologist,
no more
than
one simulatedlesion
appearsin any
of "thefilms,
and
it
is
possiblethat
nolesion
is
present at all.Thus
a
total
of45
films
were usedfor
the
first perceptability
tests.
See
Fig
10
for
the
layout
ofthe
experimental design.'6075JO
W
ix
i
^15
X ~z.-
"E
-ZZ
3,0j\
5
JZ* ~
17
The
selection ofthe
simulatedlesions
wasrandom,
thus
allowing
a range oflesion
sizesto
be
picked out.It
washoped
that
this
selection oflesions
would most simulate aclinical situation where
the
lesions
changefrom
patientto
patient.
Further
into
the
experiment,it
was realizedthat
the
variability
ofthe
lesion
size mighthave
been
too
great,
and might
have
adversely
affectedthe
data.
Another
problemencountered was
that
the
simulatedlung
had
been
moved,thus
changing
the
actuallung
field.
As
a resultthe
radiologistcould not refer
to
a normallung
and expectto
see changesdue
to
the
prescence of a simulatedlesion.
A
shorter experiment where magnification wasthe
only
factor
varied, andthe
simulatedlungs
were not moved} andonly
one simulatedlesion
was usedfor
the
duration
ofthe
experiment.
The
lesion
was of medium size and measuredeight
(8)
millimetersin
width.The
exposuresfor
the
second set of
test
films
were asindicated
in
Table
3
Table
3
Magnification
Voltage
Current
xTime
IX
70
kV
1.5X
70
kV
2.
OX
70
kV
E.
Perceptability
TestsFor
the
perceptability
tests,
the
films
were placedin
random order and presentedto
five
staff radiologists and3
mAs8
mAs18
five
radiology
residents.The
conditionsfor
the
observationswere
the
samefor
each observer.A
shaded room with aPicker
Co.
X-ray
illuminator
were usedfor
the
test.
A
"bright
light"
was available
to
the
radiologists, ,if
needed.The
bright light
allowedthem
to
inspect
for
changesin
reliefof
the
images
andto
penetrateoptically dense
areas ofthe
film.
There
was notime
limit
for
the
tests.
A
demonstration
film
was givenfor
referenceto
the
observershowing
ahealthy"
chest
(no
lesions
present)
and anothershowing
whatthe
simulatedlesions
look like
when radiographs were madeof
them.
Instructions
were readto
the
observers on howto
judge
the
films
and respond whetherthey
believe
a simulatedlesion
wasactually
presentin
the
phantom or not andhow
confident
they
were oftheir
decision.
See Appendix
II
for
text
ofinstructions.
The
observers were askedto
locate
the
lesion
andindicate
wherethey thoughtjthey
wereby
indicatig
the
quadrant number.Throughout
the
testing,
each radiologisttook
great careand patience
in
evaluating
eachfilm
ofthe
test.
Comparison
to
the
normal chestfilm
wasfrequent,
andthe
bright
light
was often used.
It
is
interesting
to
notethat
whilethe
observer was
hesitant
andvery
often unsure oftheir
decisions,
they
usually
gave responsesthat
were eithervery
positiveor
very
negative,i.e.,
on either end ofthe
degree
ofcertainty
scale,
eventhough
they
were encouragedto draw
19
about
half
the
test,
the
observersbecame
fatiqued,
but
continued
to
give a maximum effortfor
the
test.
As
mentioned
earlier,
many
ofthe
observers complained ofthe
inhomogenuity
ofthe
simulatedlung,
especially
for
magnification
films.
The
observers were also quite confidentthat
they
rarely
sawthe
smalllesions,
if
there
wereany,
and claim
they
only
sawthe
larger
ones.F.
Methods
ofAnalysis
1.
Percent
Correctness
Of
allthe
films
shownto
eachobserver,
some willbe
negative and others will
be
positive,
i.e.,
the
simulatedUs/<?n
may
ormay
notbe
presentin
the
phantom.When
the
observermakes a
decision
on whetherhe
believes
the
abnormality
is
present or
not,
he
is
either right or wrong.The
ratio ofthe
number of correctdecisions
the
radiologist makesto
the
total
number ofdecisions
he
or shemakes,
times
100,
is
the
percent correctness. This numberdoes
not accountfor
the
personalbias
ofthe
observers,
thus
this
methodis
not
the
most sensitive measure of changesin detection
ability.2.
Receiver
Operating
Characteristic
Functions
As
previously
mentioned,detection
theory
is
abasis
for
treatment
discrimination
in
psychophysics.With
the
ROC
analysis,
adistinction
is
madebetween
the
criterionthat
the
observer usesto
decide
whether a signalis
present20
procedures used
to
generatethe
ROC
functions
weredeveloped
at
the
University
ofArizona,
Optical
Sciences
Center.
The
degree
ofcertainty
scale allows each observerto
make a yes/no
decision
of whether anabnormality
is
presentor
not,
yet enablesthe
experimenterto
obtain a criterionlevel
for
their
decision.
This
criterionlevel
is
the
source of
bias
in
human
performance and onceit
is
known,
the
bias
canbe
removed.The
goalfor
this
experiment wasto
measure changesin
signal-detectionaccuracy
when voltage and magnificationare varied.
The
use ofROC
in
such an experiment shouldprove superior
to
conventionalrating
orscaling
techniques,
because
quantitativedata
willbe
obtained ofthe
performanceof
the
observersfor
eachfactor
change ofthe
experiment.The
hit
ratefor
the
observeris
dependent
uponhis
willingness and
degree
ofcertainty
in
making his
decisions.
The
more reluctantthe
observeris
to
say
that
he
sees anabnormality,
the
HR
willbe
less
than
maximum and accordingly
alow
false
alarm rate.If
the
observerbelieves
he
sees an
abnormality
onthe
criterion ofseeing
alight
spot on
the
film,
i.e.,
aneasy
"yes"for
the presence ofthe
lesion,
there
willbe
anincrease
in
the
HR
and a related
increase
in
the
FAR.
In
any
case,
the
difference
bet
ween
HR
andFAR
would remainfairly
constant,
regardlessof
the
criterionlevel
used.The
ROC
function depicts
the
21
levels,
providing
an estimate ofthe
difference
between
the
noise and
the
signal plus noisedistribution.
See
Fig
11.
i
i 1
"_T~T~ ...
!
j
1i
i
i
i
iNO 6 siMAL+hioiS;
-i
\
I
i /
: i 1
|
i
Mill
!Fig
11.
Noise
andSignal Plus
Noise
When
changes are made sothat
the
effectis
less
than
optimalobservation
conditions,
the
overlap
ofthe
probabilitiesis
increased.
At
this
pointit
becomes
increasingly
difficult
to
differentiate
between
noise andthe
signal plus noise.The
greaterthe
shadedarea,
the
less
certainthe
observerwill
be
in
making his
decisions.
Neither
the
hit
rate northe
false
alarm ratedetermines
the
observersability
to
de
tect
abnormalitiesjhowever
the
relationship
between
the
two
counts will provide a
true
indication
ofthe
observers performance,The
perceptability
tests
were administeredto
the
observers and
the
-datatabulated
for
the
degree
ofcertainty
by
frequency
for
each ofthe
factors.
The
reference condition
for
the
exposures were60
kV
andthe
Magnification
ofone.
Each
ofthe
quadrants were comparedto
the
radiographswhere no abnormalities were present.
The
frequencies
for
the
degree
qf certainties werethen
transformed
into
cumulativeprobabilities.
These
cumulative probabilities overthe
22
observation condition.
Cumulative
probability
tables
areconstructed
for
the
non-reference conditions(75kV,
90kV
and1.5X,
2.X)
yielding
estimates ofthe
false
alarm rates underthe
reference condition.For
each confidencelevel,
the
HR
was plottedalong the
vertical axisfor
eachFAR along
the
horizontal
axis.This
wasdone
for
each ofthe
factors.
The
positivediagonal
representsthe
chanceline;
whereif
the
HR
andFAR
falls
along
orbelow
this
line,
it
implies
poor
detectability
discrimination.
The
further
anROC
falls
from
the
chanceline,
the
greaterthe
observerssensitivity
to
difference
between
the
abnormality
is
presentand when
the
abnormality
is
not present.If
the
ROC
falls
to
the
right andbelow
the
chanceline,
the
changesin
de
tectability
are random and notdue
to
any
changein
controlledfactors.
The
distance
from
the
ROC
to
the
positivediagonal
is
anindex
ofthe
observersability
to
detect
abnormalitiesin
the
radiograph.Since
the
ROC
takes
the
observersbias
into
account,
the
distance
measureis
not confounded withthe
degree
of,certainty
as chosenby
the
observer.The
distance
parameter(or
degree
ofdetectability)
,d,
is
calculatedfrom the
normaldeviate
valuesfor
the
cumulative probabilities of
the
HR's andFAR's
usedto
generate
the
ROC
functions.
The
Z
scorefor
each ofthe
FAR
cumulative probabilities
is
determined,
then
the
Z
scores are23
Formula
2
Formula
3
i=2
10
i=2
JHR<
-r-<V->
-mZhr
JFAR^
(Nc-1)
=-M.
--farNQ=
Number
of confidence
levels,
assumed equalto
decision
criteria.In essence, the
columnsfor the
Z
scores ofthe
HR's
andFAR's,
for
eachfactor
(voltage,
magnification andlung
quadrant),
are addedup
anddivided
by
(N
-1).The
detectability,
dm,
is
then;
Formula
4
ro
Zhr
Zfar
Note
that
the
reference condition oftsOkV
atIX
magnificationwill
have
ad
of zero.These
values ofdetectability
canthen
be
tested
for
significanceusing Analysis
ofVariance.
See Appendix
ill
for
andetailed
example ofhow
the
HR,
FAR,
Z
scores andd
arefound.
mCumulative
responsefrequency
functions
have
alsobeen
generated
by
plotting
the
cumulativefrequency
ofthe
degrees
of certainty.
When
a cumulative responsefrequency
function
has
asteep
slope,
responses are similarfor
most observers.When
the
slopeis
gradual,
responseshave
a greater variance.Note:
At
1he
presenttime,
observershave
notbeen
available
for the
perceptability
tests
for
the
second phase24
III.
RESULTS
A.
Percent Correctness
The
percent correctnessfor
each combination ofthe
factors
(kilovoltage
and magnification) were computed andthe
influence
ofthe
factors
tested
by
Analysis
ofVariance.
On the basis
ofthe
data
collectedfor
this
experiment,it
is
found
that
neither magnification norkilovoltage
have
significant effects upon
the
percent correctnessfor
detectability
of simulatedlesions.
The
nullhypothesis
is
thus
accepted.Since
the
factors
have
failed
to
demonstrate
a significant
effect,
the
values of percent -correctnessare averaged and graphed against
the
corresponding
factor
level.
See
Graph
1
in
Graph
Section
of this report.B.
ROC
Functions
1
.Magnification
The
hit
rates andfalse
alarm rates were suppressedfor
allthe
levels
of voltage.The
results aretwo
ROC's
(one
for 1.5X
and onefor
2. OX)
and comparedto
the
chanceline
which representsthe
IX
magnification.See
Graph
2
for
the
effect of magnification.2
.Voltage
In this
casethe
HR's
andFAR's
for
the
three
magnifications are suppressed,
resulting
in
two
ROC's
for
the
voltage of
75
kV
and90
kV.
The
chanceline
in
this
caserepresents
the
60
kV
voltage.See
Graph
3
for
ROC's
ofthe
25
3
.Quadrants
The
HR"s
and FAR'sfor both
magnification and voltageare now suppressed and
the
ROC's
for
each ofthe
four
quadrants are graphed.
The
chanceline
representsdetect
ability
whenthere
are no simulatedlesions
presentin the
chest phantom.
See
graph4.
C.
Cumulative
Frequency
ofResponse
(C.F.R.)
The
cumulativefrequency
of responsehas
been
graphedfor both
magnification and voltage.The
effect of magnification
has
been
suppressedfor
the
graphs ofthe
C.F.R.
for
voltage,
andin
turn,
voltagehas
been
suppressedfor
the
magnification's curves.
See
graphs5
and6
for
the
cumulative response vs.
Certainty
ofResponse
for
eachfactor.
A
frequency
histogram
ofthe
degree
of certaintieschosen
by
the
observershas
been
made of allthe decisions
for
the
entire experiment.See
graph7.
D.
Measure
ofDetectability,
d
The
measure ofdetectability
for
eachfactor
combinationhad
been
calculated andfound
by
ANOVA
notto
be
significantly
changed
by
the
factors
investigated
in
the
experiment.The
changes
in
voltage and magnificationfailed
to
effectdetectability,
andthe
nullhypothesis
is
again accepted.The
values ofdetectability,
dm,
are averaged and graphedas a
function
ofboth
magnification and voltage.See
graph8.
E.
Mean
Rating
26
was calculated
from
allthe
responses ofthe
experiment andgraphed as a
function
of eachfactors
voltage and magnification.See
graphs9
and10.
IV.
DISCUSSION
OF
RESULTS
A.
Percent
Correctness
While
the
factors
magnification and voltagehad
nosignificant effect upon percent
correctness,
there
was anoverall
downward
trend
for the
higher
levels
ofthe
two
factors.
The
observers were correct "less" oftenfor
the
voltages of
75
and90
kV
andfor the
magnifications of1.5X
and2. OX.
This
may
be
attributedto
the
fact
that
at
the
higher
voltages,
the
simulatedlesions
areover-penetrated
by
the
radiation,
anddue
notform
adetectable
image
asfor
the
lower
voltage of60
kV.
When
magnificationis
increased,
the
inhomogenuity
ofthe
sponge,
which withits
large
cavities,
had
sharp
outlines asits
image.
This
may
have
addedto
the
confusion ofthe
lung
field
thus
obfuscating
the
detection
ofthe
lesions.
This
effectmay
be
due
to.image
diffraction,
resulting
in
a negativeOptical
Transfer
Function,
thus
enhancing
the
image.
B.
ROC
Functions
1.
As
the
magnificationfactor
is
increased
to
1.5X
and
2,
OX
and comparedto
the
oneto
onemagnification,
there
is
a markedincrease
in
detectability,
but
not asignificant
increase.
Thisis
notin
agreement withthe
27
to
the
absense ofbiasing
by
the
observing
radiologists asisolated
by
the ROC
statistics.
Now
one can seehow
the
unintentional
bias
ofthe
observer can "hide" valuableinformation
regarding
the
changesin
perceptability.2.
Voltage
Again,
as voltageis
increased
to
75
and90
kV,
there
is
a smallincrease
in
detectability,
though
not significant.Now
that
the
observer'sbias
is
removed,
we can seethat
indeed
the
lesions
are notbeing
over-penetrated.By
using
the
ROC
functions,
much canbe
learned
on notonly
the
perceptability
of animage,
but
ofthe
physics ofimaging
different
types
of abnormalities.*3
.Quadrants
In
this
case,
there
is
no significantdifference
whether
the
lesion
is
located
in
any
one ofthe
areas ofthe
lung
field.
(Provided
the
lesions
are not placed overany
ribs.) Thusthe
detectability
of alesion
is
the
samefor
the
upperlung
area asfor
thw
lower
lung
area,
and
any
differences
canbe
attributedto
random error.C.
Cumulative
Frequency
ofResponse
1.
Magnification
There
aretwo
important
facts
to
be
seenin
this
information.
The
first
is
the certainty
ofthe
observersgreatly
drops
as magnificationincreases.
The
observers28
not as sure of
themselves.
This
is
representedby
the
vertical
drop
in
the
graphicaldisplay.
One
can alsoinfer
from the
graphthat
the
discriminations
weredifficult
and
the accuracy low.
2,
Voltage
The
changesin
voltagehad
less
of an effect uponthe
certainty
ofthe
radiologistsfor
their
decision
making.The
vertical spreadtoward
the
middle ofthe
certainty
scaleshows
there
was morevariability
in
this
regionthan
for
the
more
definite
decisions
on either end ofthe
scale.3.
Frequency
Histogram
ofDegree
ofCertainty
From this
graphicalrepresentation,
one caninfer
that
the
radiologists were more oftenvery
definite
abouttheir
decisions.
The
observersvery rarely
wantedto
"guess"
and preferred
to
be
"absolutely
certain"that
asimulated
abnormality
was present.D.
Measure
ofDetectability,
dm
This
information
is
merely
anindication
ofhow
far
the
ROC
function*is
from the
chanceline.
As
mentionedin
the
discussion
ofthe
ROC
data,
the
detectability
does
increase
for
voltage and magnification,but
not significantly.E.
Mean
Rating
ofConfidence
The
meanrating
versusthe
varying
levels
ofthe
factors
is
aninteresting
relationship.As
the
magnificationand voltage
increase,
the
radiologistsbecome
less
sure oftheir
decisions.
However,
whilethis
changein
the
mean29
radiologists
to
adapt andfeel
comfortable whenthe
technique
of radiographic exposureis
changedfor the
norm.Note
that
asthe
magnification and voltage arein
creased,
the
detectability,
d
,increases
with a
corres-ra
ponding
drop
in
percent correctness anddegree
of confidence.This
resultis
surprising for
the
effect of observerbias
indeed
seemsto
be
quite significantfor
this
experiment.Perhaps
this
canbe
explainedby
the high level
ofback
ground
noise,
i.e.,
the
simulatedlung.
The
results ofthe
finer spon
wouldpossibly
jshow a significantincrease
in
detectability
withthe
changesin
magnification andvoltage,
and abetter
correlationbetvesn
percent correctness and
detectability index,
d.
au .
IV.
CONCLUSIONS
The
changes of magnification and voltagefailed
to
demonstrate
a;significant
increase
in
detectability
of smallsimulated abnormalities
in
the
chest phantom.While
the
percent correctness
data
showed adecrease
in
detectability,
the
ROC
functionsdemonstrated
that
oncethe
observersunitentional
bias
was removed, there was a slightincrease
in
overalldetectability
as reflectedby
the
increase
in
the
detectability index,
dm>
The
results showthat
asthe
voltage and magnificationincresed
the
radiologistsbecame
less
certain and as a30
When
films
are shownto
the
radiologistthat
aredifferent
or
inferior,
by
their
standards,
they
are morelikely
to
be
misinterpreted andlooked
upon withless
confidence.It
is
also observedthat
the
mostfrequently
chosendegree
of confidence was
zero,
reflecting
the
confidence of whichradiologists
like
to
maketheir,
decisions,
eventhough
these
decisions
may be very
difficult.
The
location
ofthe
abnormality
in
the
lung
wasfound
to
have
no significanteffect upon
detectability.
The
use ofROC
functions
in
this
experimentdemonstrates
how
effectsdue
to
factor
changesmay
be
obscuredby
the
bias
of
the
observer,
and not reflectedby
a percent correctnessanalysis.
Thus
ROC
canbecome
avery
valuable statisticalapproach
in perceptability
studies. This callsfor
anincreased
effort onthe
part of scientiststo
understandthe
unintentionalbias
of observers andto
learn
more ofthe
psychophysics of perception.ROC
may
be
ableto
optimize medical radiographic exposure
technique,
resulting
in
a maximumdiagnosis
ratefor
patients. Newtechniques
and products can
be
investigated
and^heir
meritsobjectively
evaluated.
ROC
can alsobe
usedto
help
in
finding
morerealistic phantoms.
Further
work shouldbe
pursuedin in
vestigating
whether search patters canbe
controlled,
in
order
to
maximizedetectability.
ROC
functions are a powerfultool
ofstatistics,
allowing
one
to
make measurable estimates ofhuman
detectability.
Such
atechnique
should prove usefulin
photo-interpretation,
7zZ.
GRAPH
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