SUMMARY - The Online Memory Test | MemTrax · 2019. 8. 7. · tests (REY-Ostereith, Benton VRT)....

1
Analysis of a continuous recognition test using photographs: Test-retest reliability and variability, inter-test consistency, and signal-detection theory parameters Terrence L. Rose, Ph.D. 1 , Rolf Martin, Ph.D. 1,2 , Susan Kaib, MD 3 , Peter J. Bayley, Ph.D. 4,5 , J. Wesson Ashford, M.D., Ph.D. 4,5 1 MMT Corporation, Sherman, CT; 3 Kronos Science Laboratory, Phoenix, AZ; 4 Stanford / VA Aging Clinical Research Center, VA Palo Alto Health Care System, & 5 Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA, USA. ABSTRACT SUMMARY BACKGROUND Poster presented at the Northern California Alzheimer’s Association Annual Scientific Meeting, June 28, 2011. Corresponding author: J. Wesson Ashford, M.D., Ph.D., Stanford / VA Aging Clinical Research Center, VA Health Care System (151Y-PAD), 3801 Miranda Ave., Palo Alto, CA 94304, USA; Tel.: (650) 852-3287; Fax: (650) 852-3297: email: [email protected] more information at: www.medafile.com Author Disclosure Information: J.W. Ashford: creator of MemTrax; Some images by Henry Bowles, Bowles-Langley Technology: www.bowles-langley.com ; Some images courtesy of Geoffery Beane Foundation CONCEPT The principle psycho-pathological factor in Alzheimer’s disease is the attack on the formation of new memory traces that can be retrieved after distraction. For example, recall of learned words after an interval is the earliest problem seen in Alzheimer patients. This process is commonly tested using several different memory challenges. However, providing complex stimuli that are easy for a normal person to remember would provide the most effective test for the Alzheimer process. TESTING MemTrax was developed based on the concept of providing a large volume of easily remembered information to a subject, then testing recollection. The format used is a “long-N-back” paradigm, with multiple complex visual stimuli, a continuous recognition paradigm. Generally the images are of discrete objects, though some objects are similar and some are difficult to name, to avoid strict reliance on verbal cues and to provide a challenge and maintain the interest of the subjects. The paradigm uses a computerized administration, web-based format. The MemTrax game runs automatically with 3 second presentations for each stimulus or until the space-bar is pressed. 25 discrete objects are shown, with 15 of them repeated, 10 repeated a second time, making a total of 50 objects, requiring less than 150 seconds to display. Data, response time for each stimulus, is stored on a server. Twelve subjects participated in this study. All were employees of the Kronos Science Labor- atory in Phoenix, AZ. Each subject was asked to take a series of tests each day of the week. Testing was conducted on the Blueberry Study web site and was entirely anonymous. Only age was available, but no one analyzing the data knew any subjects (age range: 32-68). The MemTrax test was given in 11 forms (11 image sets), two each day, repeated the second week, with testing provided 5 days per week for 2 weeks, a specific pair for each day of the week. Subjects took between 15 and 20 tests, mean 17.1, for a total of 205 times. DATA PROCESSING Results calculated included percent correct (hits, first column), percent correct rejections (false- alarms, second column), signal detection characteristics (d’, third column, and beta, fourth column), and reaction time to hits (fifth column). Data analyses were computed from an EXCEL spreadsheet, which was used to produce graphs. Graphs were examined for each unique test (first row), for age (second row), for test order (third row, all subjects took at least 15 tests, with one subjects taking 20 tests), and first versus second administrations of the same tests (fourth row). Trend lines were added for d’, beta, and reaction time for age, test order, and retests. METHODS MemTrax Memory Test (Example of an image set) The graphs show that most subjects performed better than 80% correct on hits and correct rejections, above 2.5 d’ standard deviations on most tests, and between 600 and 900 msecs on reaction times (with a rare exception and except for one subject), though outliers were not far from the average. There was minor but significant variability between individuals in their levels of performance, but not comparable variation between tests on any of the measures. Further, there were no significant or relevant effects of age, test order, or test repetition. RESULTS Background: Measuring memory, particularly that aspect described as declarative, episodic, or retentive, which is that type most associated with dementia and Alzheimer’s disease, has presented a significant logistical problem. The currently available memory tests are mostly based on the Auditory Verbal Learning Test, originally published in 1907 by Édouard Claparède. These tests are time-consuming and generally must be administered by a psychometrician in a one-to-one interaction with a participant in a confidential and quiet environment. Such tests must combine long duration and participant burden with poor accuracy and a low ceiling effect making assessment of normal individuals problematic. There is a need for simple, accurate memory tests that can be administered quickly and that are feasible for testing older individuals. Methods: The MEMTRAX Memory Game is a continuous recognition paradigm that was adapted to an on-line slide show format. The format is a 50-slide test, that has 25 unique pictures, 15 repeated once, and 10 of those repeated a second time. The pictures are presented on a computer screen, for 3 seconds or until the subject presses the space-bar. The instruction is that the space-bar be pressed immediately if the subject perceives that a picture is a repeat of one shown before in the sequence. In this study, subjects took a series of tests each day of the week for 2 weeks. The MemTrax game was provided in 11 different forms that were given twice each session. Two tests were each offered during a specific day of the week, both weeks. In some cases, if a subject needed to take an additional test, test #11 was provided. Analyses were made of percent correct (hits) and percent correct rejections, as well as signal detection parameters d’ and beta and reaction time to hits. Results: In this study, 12 subjects, employees of the Kronos Science Laboratory, with no known medical problems, volunteered to participate. Subjects were allowed to miss 2 days of testing, and subjects took between 15 and 20 MemTrax tests each. Subjects’ ages varied from 32 to 68 years. Performance levels varied across subjects to an expected degree, with minor outliers in different measures, but generally all subjects performed in what can be considered a normal range. Only one subject had several reaction times above 900 msecs. There were no significant performance differences across the 11 tests and no significant relationships between performance and age, specific tests, test order, or repetition of tests. Conclusions: The MemTrax test versions provided in this study showed substantial equivalence in performance across tests as well as stability across a 2 week period of testing. Individuals did vary significantly between each other, with each subject’s performance consistently characteristic of the individual and showing less variability than was present in the population. Age has been shown to disrupt episodic/declarative memory in other tests, but no significant age effect was seen in this population in the age range of 32 to 68 years of age. Versions of the test, test order, and test-repetition did not affect performance. MemTrax has the potential to provide highly accurate and cost-effective evaluation of memory function and screening for memory problems. Memory is the most fundamental function of the cerebrum. Memory is complex and spans numerous functions. However, the aspect of memory involving the retention of new information, often called episodic or declarative, is related to the function of the structures of the medial temporal lobe, and the neural substrates of this type of memory are particularly vulnerable to a variety of disorders, including traumatic brain injury, vitamin deficiency, chemical toxicity, and neurodegenerative conditions including Alzheimer’s disease. Generally, this type of memory is assessed with auditory verbal learning tests (e.g., the REY AVLT, the California AVLT, the Hopkins AVLT, the Buschke SRT) or picture recall tests (REY-Ostereith, Benton VRT). These tests must be administered by raters and have inherent problems of dynamic range and precision, along with being unpleasant tests. There is a major need for simple memory tests that can be administered by computer and that are adequately enjoyable that individuals will willingly retake the tests, like computer games. Further, by focusing on memory function, a screening test can address the issue most important for recognizing the earliest indications of Alzheimer’s disease, new-learning memory difficulties. Visual information provides an essentially unlimited challenge to the brain’s memory storage mechanisms. Performance information can be used to determine when further testing is appropriate. The purpose of this presentation is to report on the experience with a computerized memory test system that was adapted to Internet presentation. Conclusions: MemTrax tests showed minimal differences between tests, either related to set of images, order of the test, or repetition of the same test. There was variation between individuals that was consistent across tests. Variation between individuals was consistent for specific measures, but different individuals showed different patterns of performance across the various measures that were consistent for that individual. Age was not a significant factor in this set of subjects with a low average age relative to those at risk for dementia. IMPLICATIONS MemTrax is a brief, convenient, fun test of the type of complex memory affected by Alzheimer pathology. MemTrax can be used for studying episodic/declarative memory in a large population. MemTrax needs to be studied further to establish its relationship with other memory measures, brain function parameters and for estimating its utility for screening for many levels of memory impairment, as well as accuracy, validity, and reliability. Percent Correct Rejections 20 30 40 50 60 70 80 90 100 0 1 2 3 4 5 6 7 8 9 10 11 12 Image set Percent correct rejection Percent Correct Rejections 20 30 40 50 60 70 80 90 100 0 1 2 3 4 5 6 7 8 9 10 11 12 Image set Percent correct rejection d' 0 1 2 3 4 5 0 1 2 3 4 5 6 7 8 9 10 11 12 Image set d' Reaction time (to hits) 400 500 600 700 800 900 1000 1100 0 1 2 3 4 5 6 7 8 9 10 11 12 Image set Reaction time beta -3 -2 -1 0 1 2 3 0 1 2 3 4 5 6 7 8 9 10 11 12 Image set beta Percent Correct - Hits 20 30 40 50 60 70 80 90 100 30 35 40 45 50 55 60 65 70 Age Percent Hits Percent Correct Rejections 20 30 40 50 60 70 80 90 100 30 35 40 45 50 55 60 65 70 Age Percent correct rejection d' y = 0.0073x + 2.8712 R 2 = 0.0202 0 1 2 3 4 5 30 35 40 45 50 55 60 65 70 Age d' Reaction time (to hits) y = 1.2725x + 626.91 R 2 = 0.0244 400 500 600 700 800 900 1000 1100 30 35 40 45 50 55 60 65 70 Age Reaction time beta y = -0.0162x + 1.1798 R 2 = 0.0578 -3 -2 -1 0 1 2 3 30 35 40 45 50 55 60 65 70 Age beta Percent Correct - Hits 20 30 40 50 60 70 80 90 100 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 Order of administration Percent Hits Percent Correct Rejections 20 30 40 50 60 70 80 90 100 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 Order of Administration Percent correct rejection d' y = -0.0055x + 3.2818 R 2 = 0.0021 0 1 2 3 4 5 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 Order of Administration d' Reaction time (to hits) y = -0.5078x + 694.3 R 2 = 0.0007 400 500 600 700 800 900 1000 1100 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 Order of Administration Reaction time beta y = 0.0011x + 0.37 R 2 = 5E-05 -3 -2 -1 0 1 2 3 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 Order of Administration beta Percent Correct - Hits 20 30 40 50 60 70 80 90 100 -1 0 1 2 First versus Second administration of each test Percent Hits Percent Correct Rejections 20 30 40 50 60 70 80 90 100 -1 0 1 2 First versus Second administration of each test Percent correct rejection d' y = -0.0745x + 3.2616 R 2 = 0.0039 0 1 2 3 4 5 -1 0 1 2 First versus Second administration of each test d' Reaction time (to hits) y = 5.3555x + 687.53 R 2 = 0.0008 400 500 600 700 800 900 1000 1100 -1 0 1 2 First versus Second administration of each test Reaction time beta y = 0.0016x + 0.3789 R 2 = 1E-06 -3 -2 -1 0 1 2 3 -1 0 1 2 First versus Second administration of each test beta Age Pct Hits Pct CR d' Beta RT Mean RT Median 49.3 95.8 91.4 3.2 0.4 689.7 666.0 11.7 5.9 9.8 0.6 0.8 95.0 154.4 Mean, Standard Deviation

Transcript of SUMMARY - The Online Memory Test | MemTrax · 2019. 8. 7. · tests (REY-Ostereith, Benton VRT)....

  • Analysis of a continuous recognition test using photographs:

    Test-retest reliability and variability, inter-test consistency, and signal-detection theory parameters Terrence L. Rose, Ph.D.1, Rolf Martin, Ph.D. 1,2, Susan Kaib, MD3, Peter J. Bayley, Ph.D. 4,5, J. Wesson Ashford, M.D., Ph.D.4,5

    1MMT Corporation, Sherman, CT; 3Kronos Science Laboratory, Phoenix, AZ; 4Stanford / VA Aging Clinical Research Center, VA Palo Alto Health Care System, & 5Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA, USA.

    ABSTRACT

    SUMMARY

    BACKGROUND

    Poster presented at the Northern California Alzheimer’s Association Annual Scientific Meeting, June 28, 2011.

    Corresponding author: J. Wesson Ashford, M.D., Ph.D., Stanford / VA Aging Clinical Research Center, VA Health Care System (151Y-PAD), 3801 Miranda Ave., Palo Alto, CA 94304, USA; Tel.: (650)

    852-3287; Fax: (650) 852-3297: email: [email protected] – more information at: www.medafile.com

    Author Disclosure Information: J.W. Ashford: creator of MemTrax;

    Some images by Henry Bowles, Bowles-Langley Technology: www.bowles-langley.com ; Some images courtesy of Geoffery Beane Foundation

    CONCEPT

    The principle psycho-pathological factor in

    Alzheimer’s disease is the attack on the

    formation of new memory traces that can be

    retrieved after distraction. For example, recall

    of learned words after an interval is the

    earliest problem seen in Alzheimer patients.

    This process is commonly tested using

    several different memory challenges.

    However, providing complex stimuli that are

    easy for a normal person to remember would

    provide the most effective test for the

    Alzheimer process.

    TESTING

    MemTrax was developed based on the concept

    of providing a large volume of easily

    remembered information to a subject, then

    testing recollection. The format used is a

    “long-N-back” paradigm, with multiple

    complex visual stimuli, a continuous

    recognition paradigm. Generally the images

    are of discrete objects, though some objects

    are similar and some are difficult to name, to

    avoid strict reliance on verbal cues and to

    provide a challenge and maintain the interest

    of the subjects.

    The paradigm uses a computerized

    administration, web-based format. The

    MemTrax game runs automatically with 3

    second presentations for each stimulus or

    until the space-bar is pressed. 25 discrete

    objects are shown, with 15 of them repeated,

    10 repeated a second time, making a total of

    50 objects, requiring less than 150 seconds to

    display. Data, response time for each stimulus,

    is stored on a server.

    Twelve subjects participated in this study. All

    were employees of the Kronos Science Labor-

    atory in Phoenix, AZ. Each subject was asked

    to take a series of tests each day of the week.

    Testing was conducted on the Blueberry Study

    web site and was entirely anonymous. Only

    age was available, but no one analyzing the

    data knew any subjects (age range: 32-68).

    The MemTrax test was given in 11 forms (11

    image sets), two each day, repeated the

    second week, with testing provided 5 days per

    week for 2 weeks, a specific pair for each day

    of the week. Subjects took between 15 and 20

    tests, mean 17.1, for a total of 205 times.

    DATA PROCESSING

    Results calculated included percent correct (hits,

    first column), percent correct rejections (false-

    alarms, second column), signal detection

    characteristics (d’, third column, and beta,

    fourth column), and reaction time to hits (fifth

    column). Data analyses were computed from

    an EXCEL spreadsheet, which was used to

    produce graphs. Graphs were examined for

    each unique test (first row), for age (second

    row), for test order (third row, all subjects took

    at least 15 tests, with one subjects taking 20

    tests), and first versus second administrations

    of the same tests (fourth row). Trend lines

    were added for d’, beta, and reaction time for

    age, test order, and retests.

    METHODS MemTrax Memory Test (Example of an image set)

    The graphs show that most subjects performed better than 80%

    correct on hits and correct rejections, above 2.5 d’ standard

    deviations on most tests, and between 600 and 900 msecs on

    reaction times (with a rare exception and except for one

    subject), though outliers were not far from the average. There

    was minor but significant variability between individuals in

    their levels of performance, but not comparable variation

    between tests on any of the measures. Further, there were no

    significant or relevant effects of age, test order, or test

    repetition.

    RESULTS

    Background: Measuring memory, particularly that aspect described as

    declarative, episodic, or retentive, which is that type most associated with

    dementia and Alzheimer’s disease, has presented a significant logistical problem.

    The currently available memory tests are mostly based on the Auditory Verbal

    Learning Test, originally published in 1907 by Édouard Claparède. These tests are

    time-consuming and generally must be administered by a psychometrician in a

    one-to-one interaction with a participant in a confidential and quiet environment.

    Such tests must combine long duration and participant burden with poor

    accuracy and a low ceiling effect making assessment of normal individuals

    problematic. There is a need for simple, accurate memory tests that can be

    administered quickly and that are feasible for testing older individuals.

    Methods: The MEMTRAX Memory Game is a continuous recognition paradigm

    that was adapted to an on-line slide show format. The format is a 50-slide test,

    that has 25 unique pictures, 15 repeated once, and 10 of those repeated a second

    time. The pictures are presented on a computer screen, for 3 seconds or until the

    subject presses the space-bar. The instruction is that the space-bar be pressed

    immediately if the subject perceives that a picture is a repeat of one shown before

    in the sequence. In this study, subjects took a series of tests each day of the

    week for 2 weeks. The MemTrax game was provided in 11 different forms that

    were given twice each session. Two tests were each offered during a specific day

    of the week, both weeks. In some cases, if a subject needed to take an additional

    test, test #11 was provided. Analyses were made of percent correct (hits) and

    percent correct rejections, as well as signal detection parameters d’ and beta and

    reaction time to hits.

    Results: In this study, 12 subjects, employees of the Kronos Science Laboratory,

    with no known medical problems, volunteered to participate. Subjects were

    allowed to miss 2 days of testing, and subjects took between 15 and 20 MemTrax

    tests each. Subjects’ ages varied from 32 to 68 years. Performance levels varied

    across subjects to an expected degree, with minor outliers in different measures,

    but generally all subjects performed in what can be considered a normal range.

    Only one subject had several reaction times above 900 msecs. There were no

    significant performance differences across the 11 tests and no significant

    relationships between performance and age, specific tests, test order, or

    repetition of tests.

    Conclusions: The MemTrax test versions provided in this study showed

    substantial equivalence in performance across tests as well as stability across a 2

    week period of testing. Individuals did vary significantly between each other, with

    each subject’s performance consistently characteristic of the individual and

    showing less variability than was present in the population. Age has been shown

    to disrupt episodic/declarative memory in other tests, but no significant age effect

    was seen in this population in the age range of 32 to 68 years of age. Versions of

    the test, test order, and test-repetition did not affect performance. MemTrax has

    the potential to provide highly accurate and cost-effective evaluation of memory

    function and screening for memory problems.

    Memory is the most fundamental function of the cerebrum. Memory is

    complex and spans numerous functions. However, the aspect of memory

    involving the retention of new information, often called episodic or

    declarative, is related to the function of the structures of the medial

    temporal lobe, and the neural substrates of this type of memory are

    particularly vulnerable to a variety of disorders, including traumatic brain

    injury, vitamin deficiency, chemical toxicity, and neurodegenerative

    conditions including Alzheimer’s disease. Generally, this type of memory

    is assessed with auditory verbal learning tests (e.g., the REY AVLT, the

    California AVLT, the Hopkins AVLT, the Buschke SRT) or picture recall

    tests (REY-Ostereith, Benton VRT). These tests must be administered by

    raters and have inherent problems of dynamic range and precision, along

    with being unpleasant tests. There is a major need for simple memory

    tests that can be administered by computer and that are adequately

    enjoyable that individuals will willingly retake the tests, like computer

    games.

    Further, by focusing on memory function, a screening test can address

    the issue most important for recognizing the earliest indications of

    Alzheimer’s disease, new-learning memory difficulties. Visual information

    provides an essentially unlimited challenge to the brain’s memory storage

    mechanisms. Performance information can be used to determine when

    further testing is appropriate. The purpose of this presentation is to report

    on the experience with a computerized memory test system that was

    adapted to Internet presentation.

    Conclusions:

    • MemTrax tests showed minimal differences

    between tests, either related to set of images,

    order of the test, or repetition of the same test.

    • There was variation between individuals that

    was consistent across tests. Variation between

    individuals was consistent for specific measures,

    but different individuals showed different

    patterns of performance across the various

    measures that were consistent for that individual.

    Age was not a significant factor in this set of

    subjects with a low average age relative to those

    at risk for dementia.

    IMPLICATIONS

    • MemTrax is a brief, convenient, fun test of the

    type of complex memory affected by Alzheimer

    pathology.

    • MemTrax can be used for studying

    episodic/declarative memory in a large

    population.

    • MemTrax needs to be studied further to

    establish its relationship with other memory

    measures, brain function parameters and for

    estimating its utility for screening for many levels

    of memory impairment, as well as accuracy,

    validity, and reliability.

    Percent Correct Rejections

    2030405060708090

    100

    0 1 2 3 4 5 6 7 8 9 10 11 12

    Image set

    Pe

    rce

    nt

    corr

    ect

    re

    ject

    ion

    Percent Correct Rejections

    2030405060708090

    100

    0 1 2 3 4 5 6 7 8 9 10 11 12

    Image set

    Pe

    rce

    nt

    corr

    ect

    re

    ject

    ion

    d'

    0

    1

    2

    3

    4

    5

    0 1 2 3 4 5 6 7 8 9 10 11 12

    Image set

    d'

    Reaction time (to hits)

    400

    500

    600

    700

    800

    900

    1000

    1100

    0 1 2 3 4 5 6 7 8 9 10 11 12

    Image set

    Re

    acti

    on

    tim

    e

    beta

    -3

    -2

    -1

    0

    1

    2

    3

    0 1 2 3 4 5 6 7 8 9 10 11 12

    Image set

    be

    ta

    Percent Correct - Hits

    2030405060708090

    100

    30 35 40 45 50 55 60 65 70

    Age

    Pe

    rce

    nt

    Hit

    s

    Percent Correct Rejections

    2030405060708090

    100

    30 35 40 45 50 55 60 65 70

    Age

    Pe

    rce

    nt

    corr

    ect

    re

    ject

    ion

    d'y = 0.0073x + 2.8712

    R2 = 0.0202

    0

    1

    2

    3

    4

    5

    30 35 40 45 50 55 60 65 70

    Age

    d'

    Reaction time (to hits)y = 1.2725x + 626.91

    R2 = 0.0244

    400

    500

    600

    700

    800

    900

    1000

    1100

    30 35 40 45 50 55 60 65 70

    Age

    Re

    acti

    on

    tim

    e

    betay = -0.0162x + 1.1798

    R2 = 0.0578

    -3

    -2

    -1

    0

    1

    2

    3

    30 35 40 45 50 55 60 65 70

    Age

    be

    ta

    Percent Correct - Hits

    2030405060708090

    100

    0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20

    Order of administration

    Pe

    rce

    nt

    Hit

    s

    Percent Correct Rejections

    2030405060708090

    100

    0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20

    Order of Administration

    Pe

    rce

    nt

    corr

    ect

    re

    ject

    ion

    d'y = -0.0055x + 3.2818

    R2 = 0.0021

    0

    1

    2

    3

    4

    5

    0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20

    Order of Administration

    d'

    Reaction time (to hits)y = -0.5078x + 694.3

    R2 = 0.0007

    400

    500

    600

    700

    800

    900

    1000

    1100

    0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20

    Order of Administration

    Re

    acti

    on

    tim

    e

    betay = 0.0011x + 0.37

    R2 = 5E-05

    -3

    -2

    -1

    0

    1

    2

    3

    0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20

    Order of Administration

    be

    ta

    Percent Correct - Hits

    2030405060708090

    100

    -1 0 1 2

    First versus Second administration of each test

    Pe

    rce

    nt

    Hit

    s

    Percent Correct Rejections

    2030405060708090

    100

    -1 0 1 2

    First versus Second administration of each test

    Pe

    rce

    nt

    corr

    ect

    re

    ject

    ion

    d'y = -0.0745x + 3.2616

    R2 = 0.0039

    0

    1

    2

    3

    4

    5

    -1 0 1 2

    First versus Second administration of each test

    d'

    Reaction time (to hits)y = 5.3555x + 687.53

    R2 = 0.0008

    400

    500

    600

    700

    800

    900

    1000

    1100

    -1 0 1 2

    First versus Second administration of each test

    Re

    acti

    on

    tim

    e

    betay = 0.0016x + 0.3789

    R2 = 1E-06

    -3

    -2

    -1

    0

    1

    2

    3

    -1 0 1 2

    First versus Second administration of each test

    be

    ta

    Age Pct Hits Pct CR d' Beta RT Mean RT Median

    49.3 95.8 91.4 3.2 0.4 689.7 666.0

    11.7 5.9 9.8 0.6 0.8 95.0 154.4

    Mean,

    Standard Deviation

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