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CAMCI: Advancing the Use of Computerized Screening in Healthcare

CAMCI: Advancing the Use of Computerized Screening in Healthcare

Status
Completed
Phases
NA
Study type
Interventional
Source
ClinicalTrials.gov
Registry ID
NCT03512301
Enrollment
773
Registered
2018-04-30
Start date
2019-08-08
Completion date
2023-05-31
Last updated
2025-06-26

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Cognitive Dysfunction, Cognitive Impairment, Cognitive Decline, Cognitive Change

Brief summary

Cognitive impairment is a significant health problem in the United States, resulting in costs over $100 billion a year. We will provide an efficient, effective, and financially intelligent solution to Primary Care Physician's to identify cognitive impairment in the earliest stages, delay progression through appropriate treatment, and to afford patients the opportunity to make future plans at a time when symptoms are mild and patients are able to make informed decisions concerning financial and life activities. This has the potential to delay devastating effects of cognitive impairment, and to lessen the financial burden on the health care system in the United States.

Detailed description

Cognitive dysfunction in the elderly population, ranging from simple forgetfulness to a diagnosis of Alzheimer's disease, can impact one's quality of life and ability to function in daily activities. It is crucial that decline be detected as early as possible in order to evaluate whether the cause is treatable, and to employ appropriate treatment, if applicable. The majority of older patients rely on their primary care physician for the bulk of their healthcare needs, but there is a lack of sensitive tools available, and there is a lack of physician's time to use the tools, leading to a failure to provide therapeutic intervention at the earliest stages of loss to potentially slow the progression of disease. Psychology Software Tools, Inc. (PST) has developed the Computer Assessment of Memory and Cognitive Impairment (CAMCI), a computerized screening tool for detection of early signs of cognitive decline, which has been shown to be more effective in the identification of patients with subtle cognitive loss than the tools most frequently used within the primary care physician (PCP) office. CAMCI would provide an option for PCPs and clinicians to provide therapeutic intervention prior to a diagnosis of dementia. Recent additions to Current Procedural Terminology (CPT) codes permit insurance reimbursement for neuropsychological testing by a computer, including time for the physician's or clinical psychologist's interpretation and reporting. The introduction of this new revenue stream for PCPs and clinicians, coupled with the characteristics of being brief and self-administered make CAMCI an attractive option for improving early intervention, providing an intelligent business solution for healthcare professionals, and a useful and effective tool that allows physicians to better evaluate and serve their patients. The specific aims included in the current project focus on activities required to successfully move CAMCI to commercialization by extending support for late stage research and product development, including regulatory strategy and intellectual property development, data collection to replicate key studies, product extension through increasing minority representation, and development of a measure of meaningful change. The ultimate goal is to streamline commercialization of CAMCI, and to provide a useful and effective tool in the detection of cognitive dysfunction to physicians, the providers of the majority of healthcare to the elderly population, to improve efficiency and effectiveness of clinical practice.

Interventions

DEVICECAMCI

CAMCI is a computerized screening tool for the assessment of cognitive status. CAMCI accurately assesses cognitive performance using standard neuropsychological tests of memory, attention, and executive ability modified for computer administration, and an innovative Virtual Environment task, testing domains such as incidental memory, not easily assessed using paper-pencil tests. Computer-administered tasks ensure standard administration and scoring, avoiding inter-site and inter-examiner variability. The CAMCI battery consists of tasks testing multiple aspects of cognitive function, and a series of self-report questions administered via tablet computer. Using touchscreen technology for response input, CAMCI takes approximately 15-20 minutes to complete.

DIAGNOSTIC_TESTMoCA

The Montreal Cognitive Assessment (MoCA) is a rapid screening tool used to detect mild cognitive impairment (MCI), assessing cognitive domains (visuospatial skills, executive function, memory, attention, language, and orientation). Individual test scores are summed into a total score from 0 (worst) to 30 (best). Individuals may achieve any score within that range. Individual test scores are not reported. Scores: 26-30 considered Normal; 19-25 may suggest Mild Cognitive Impairment (MCI); 10-18 can suggest moderate impairment; \< 10 may indicate severe impairment

DIAGNOSTIC_TESTClinical Adjudication

Cognitive status assessed by traditional neuropsychological tests measuring visuospatial skills, executive function, memory, attention, language, orientation. Results compared to age-adjusted norms, reviewed by expert neuropsychologists for consensus classification, per Univ of Pittsburgh Alzheimers Disease Research Ctr and Ntl Alzheimers Coordinating Ctr, and Alzheimer's Assoc criteria. Final classification adjusted per clinical judgment. Impaired: ≥3 scores ≥2SD below norms Indeterminate: ≤2 scores \>1SD below norms Normal: Neither criteria met. Total and domain scores not reported.

Sponsors

National Institute on Aging (NIA)
CollaboratorNIH
Psychology Software Tools, Inc.
Lead SponsorINDUSTRY

Study design

Allocation
NA
Intervention model
SINGLE_GROUP
Primary purpose
SCREENING
Masking
NONE

Eligibility

Sex/Gender
ALL
Age
60 Years to 95 Years
Healthy volunteers
Yes

Inclusion criteria

* Signed informed consent * Adequate visual and auditory acuity to allow neuropsychological testing * Able to read, write and understand study and test requirements * Within the age range of 60+

Exclusion criteria

* Significant neurologic disease, such as multi-infarct dementia, Parkinson's disease, epilepsy, stroke, multiple sclerosis or head trauma * History of major depression or other major psychiatric disorder, such as, schizophrenia and bipolar disorder * History of consuming 5 or more alcoholic drinks per day on a regular basis * Montreal Cognitive Assessment (MoCA) score \<10

Design outcomes

Primary

MeasureTime frameDescription
Agreement Analysis (Agreement to Reference Standard) - Test GroupbaselineComparison (positive and negative percent agreement, confidence interval estimates, and quadratic weighted kappa) between CAMCI and clinical adjudication classifications for the Test group. Power calculations for agreement were assessed for Cohen Kappa's assuming at least 75% Normals with 80% power and .05 significance level, finding that we were sufficiently powered with at least 120 individuals in the test set, for a Kappa of at least 0.3.
Agreement Analysis (Agreement to Non-Reference Standard) - Test GroupbaselineLinear regression agreement analysis (linear regression equation and confidence intervals, and Pearson correlation) between CAMCI and Montreal Cognitive Assessment (MoCA) for the Test group. Comparison (positive and negative percent agreement, confidence interval estimates, and quadratic weighted kappa) between CAMCI and Montreal Cognitive Assessment (MoCA) for the Test group. CAMCI Scores ranged from 0-50, higher scores mean better outcome. MoCA scores ranged from 0-30, higher scores mean better outcome. Power calculations for agreement were assessed for Cohen Kappa's assuming at least 75% Normals with 80% power and .05 significance level, finding that we were sufficiently powered with at least 120 individuals in the test set, for a Kappa of at least 0.3.

Other

MeasureTime frameDescription
Change Metric (Measure of Significant Change)baseline, 6 months, 12 months, 24 months post baselineTo derive a measure of reliable change that addressed unbalanced repeated measures and unequal timing of repeat measures, we built a two-stage hierarchical model for longitudinal data using Bayesian methods. Additionally, the standard deviation (SD) was allowed to change over time, which allowed for computation of an intraclass correlation coefficient (ICC), a measure of reliability. With an SD and ICC that can change over time, reliable change was computed for follow-up months from 3 to 24, in groups of 3. Reliable change was then adjusted for practice effects according to Duff, K. (2012). Computer Assessment of Memory and Cognitive Impairment (CAMCI) scores were calculated as the weighted sum of individual task scores converted to a total score from 0-worst to 50-best. As the intended use of CAMCI is to provide a single score of overall cognitive status, individual task scores were not reported.

Countries

United States

Participant flow

Recruitment details

* Recruitment occurred at 4 participating sites representing a variety of regions across the US * Participants were recruited from both clinical and community settings. * Participants were required to be at least 60 years of age, have adequate visual and auditory acuity to allow neuropsychological tests * Exclusionary criteria included significant neurologic disease, history of major depression, psychiatric disorder, consuming 5 or more alcoholic drinks per day, MoCA score less than 10

Participants by arm

ArmCount
CAMCI Validation
Validation of the Computer Assessment of Memory and Cognitive Impairment (CAMCI) against 1) clinical adjudication of traditional neuropsychological tests administered via paper and pencil and 2) the Montreal Cognitive Assessment (MoCA) tool for early detection of mild cognitive impairment (MCI)
764
Total764

Withdrawals & dropouts

PeriodReasonFG000
Overall StudyAge-ineligible1
Overall StudyDid Not Qualify3
Overall StudyInadequate fluency with the English language3
Overall StudyProtocol Violation2

Baseline characteristics

CharacteristicCAMCI Validation
Age, Continuous71.0 years
Boston Naming Test52.20 points
STANDARD_DEVIATION 7.36
CAMCI
Impaired (Score Range 0-15)
72 Participants
CAMCI
Indeterminate (Score Range 16-20)
96 Participants
CAMCI
Normal (Score Range 21-50)
596 Participants
Ethnicity (NIH/OMB)
Hispanic or Latino
116 Participants
Ethnicity (NIH/OMB)
Not Hispanic or Latino
619 Participants
Ethnicity (NIH/OMB)
Unknown or Not Reported
29 Participants
Hopkins Verbal Learning Test - Revised (HVLT-R) - Recall
Delayed Recall (20 minutes)
7.25 points
STANDARD_DEVIATION 3.21
Hopkins Verbal Learning Test - Revised (HVLT-R) - Recall
Learning Trial 1 Recall
5.46 points
STANDARD_DEVIATION 1.85
Hopkins Verbal Learning Test - Revised (HVLT-R) - Recall
Learning Trial 2 Recall
7.68 points
STANDARD_DEVIATION 2.16
Hopkins Verbal Learning Test - Revised (HVLT-R) - Recall
Learning Trial 3 Recall
8.82 points
STANDARD_DEVIATION 2.28
Hopkins Verbal Learning Test - Revised (HVLT-R) - Recall
Learning Trials Total Recall
21.96 points
STANDARD_DEVIATION 5.7
Hopkins Verbal Learning Test - Revised (HVLT-R) - Recognition
Recognition Discrimination Index
9.53 count
STANDARD_DEVIATION 2.3
Hopkins Verbal Learning Test - Revised (HVLT-R) - Recognition
Recognition - False Positives
1.42 count
STANDARD_DEVIATION 1.61
Hopkins Verbal Learning Test - Revised (HVLT-R) - Recognition
Recognition - True Positives
10.94 count
STANDARD_DEVIATION 1.45
Hopkins Verbal Learning Test - Revised (HVLT-R) - Retention %77.77 percentage
STANDARD_DEVIATION 28.47
Letter Fluency (F-A-S) Test
Fluency - A
11.17 points
STANDARD_DEVIATION 4.67
Letter Fluency (F-A-S) Test
Fluency - F
12.52 points
STANDARD_DEVIATION 4.49
Letter Fluency (F-A-S) Test
Fluency - S
13.61 points
STANDARD_DEVIATION 4.92
Letter Fluency (F-A-S) Test
Fluency Total
37.29 points
STANDARD_DEVIATION 12.7
Montreal Cognitive Assessment (MoCA)
Impaired (Score Range 10-18)
39 Participants
Montreal Cognitive Assessment (MoCA)
Indeterminate (Score Range 19-25)
388 Participants
Montreal Cognitive Assessment (MoCA)
Normal (Score Range 26-30)
337 Participants
Neuropsychological classification
Impaired
67 Participants
Neuropsychological classification
Indeterminate
176 Participants
Neuropsychological classification
Normal
521 Participants
Race (NIH/OMB)
American Indian or Alaska Native
0 Participants
Race (NIH/OMB)
Asian
21 Participants
Race (NIH/OMB)
Black or African American
266 Participants
Race (NIH/OMB)
More than one race
43 Participants
Race (NIH/OMB)
Native Hawaiian or Other Pacific Islander
0 Participants
Race (NIH/OMB)
Unknown or Not Reported
0 Participants
Race (NIH/OMB)
White
434 Participants
Region of Enrollment
United States
764 participants
Rey-Osterrieth Complex Figure Test (ROCF)
Delayed Recall - Long Delay (30 minutes)
12.99 points
STANDARD_DEVIATION 5.98
Rey-Osterrieth Complex Figure Test (ROCF)
Figure Copy
28.31 points
STANDARD_DEVIATION 5.61
Rey-Osterrieth Complex Figure Test (ROCF)
Immediate Recall - Short Delay (3 minutes)
13.24 points
STANDARD_DEVIATION 5.99
Semantic Fluency Test (Animals)18.65 points
STANDARD_DEVIATION 5.15
Sex: Female, Male
Female
550 Participants
Sex: Female, Male
Male
214 Participants
Trail Making Test - Completion Time
Part A Time (150 seconds max)
37.28 time in seconds
STANDARD_DEVIATION 18.79
Trail Making Test - Completion Time
Part B Time (300 seconds max)
106.16 time in seconds
STANDARD_DEVIATION 63.65
Trail Making Test - Score
Part A Score
24.00 points
STANDARD_DEVIATION 0.05
Trail Making Test - Score
Part B Score
23.54 points
STANDARD_DEVIATION 2.45
WAIS-IV Digit Span Backward
Max Span (0-8) - number of digits recalled on the final correct trial
4.40 points
STANDARD_DEVIATION 1.34
WAIS-IV Digit Span Backward
Score (0-16) - total of points obtained on each trial/span (0,1,2)
7.77 points
STANDARD_DEVIATION 2.36
WAIS-IV Digit Span Forward
Max Span (0-9) - number of digits recalled on the final correct trial
6.23 points
STANDARD_DEVIATION 1.3
WAIS-IV Digit Span Forward
Score (0-16) - total of points obtained on each trial/span (0,1,2)
9.42 points
STANDARD_DEVIATION 2.23
WAIS-IV Digit Symbol Substitution Test (DSST)52.36 points
STANDARD_DEVIATION 15.45
WMS-IV Logical Memory II - Delayed Recall
Delayed Recall Total (adult), Score Range (0-50)
21.93 points
STANDARD_DEVIATION 8.27
WMS-IV Logical Memory II - Delayed Recall
Delayed Recall Total (older adult), Score Range (0-39)
17.93 points
STANDARD_DEVIATION 8.1
WMS-IV Logical Memory II - Delayed Recall
Story A Delayed Recall (older adult), Score Range (0-14)
7.94 points
STANDARD_DEVIATION 3.72
WMS-IV Logical Memory II - Delayed Recall
Story B Delayed Recall (adult), Score Range (0-25)
11.57 points
STANDARD_DEVIATION 4.69
WMS-IV Logical Memory II - Delayed Recall
Story B Delayed Recall (older adult), Score Range (0-25)
9.99 points
STANDARD_DEVIATION 5.09
WMS-IV Logical Memory II - Delayed Recall
Story C Delayed Recall (adult), Score Range (0-25)
10.37 points
STANDARD_DEVIATION 4.28
WMS-IV Logical Memory I - Immediate Recall
Immediate Recall Total (adult), Score Range (0-50)
25.32 points
STANDARD_DEVIATION 7.36
WMS-IV Logical Memory I - Immediate Recall
Immediate Recall Total (older adult), Score Range (0-53)
31.27 points
STANDARD_DEVIATION 8.69
WMS-IV Logical Memory I - Immediate Recall
Story A 1st Immediate Recall (older adult), Score Range (0-14)
8.59 points
STANDARD_DEVIATION 2.72
WMS-IV Logical Memory I - Immediate Recall
Story A 2nd Immediate Recall (older adult), Score Range (0-14)
11.16 points
STANDARD_DEVIATION 2.94
WMS-IV Logical Memory I - Immediate Recall
Story B Immediate Recall (adult), Score Range (0-25)
13.48 points
STANDARD_DEVIATION 4.17
WMS-IV Logical Memory I - Immediate Recall
Story B Immediate Recall (older adult), Score Range (0-25)
11.52 points
STANDARD_DEVIATION 4.68
WMS-IV Logical Memory I - Immediate Recall
Story C Immediate Recall (adult), Score Range (0-25)
11.84 points
STANDARD_DEVIATION 3.86
WRAT5 - Word Reading59.59 points
STANDARD_DEVIATION 8.33

Adverse events

Event typeEG000
affected / at risk
deaths
Total, all-cause mortality
5 / 773
other
Total, other adverse events
1 / 773
serious
Total, serious adverse events
6 / 773

Outcome results

Primary

Agreement Analysis (Agreement to Non-Reference Standard) - Test Group

Linear regression agreement analysis (linear regression equation and confidence intervals, and Pearson correlation) between CAMCI and Montreal Cognitive Assessment (MoCA) for the Test group. Comparison (positive and negative percent agreement, confidence interval estimates, and quadratic weighted kappa) between CAMCI and Montreal Cognitive Assessment (MoCA) for the Test group. CAMCI Scores ranged from 0-50, higher scores mean better outcome. MoCA scores ranged from 0-30, higher scores mean better outcome. Power calculations for agreement were assessed for Cohen Kappa's assuming at least 75% Normals with 80% power and .05 significance level, finding that we were sufficiently powered with at least 120 individuals in the test set, for a Kappa of at least 0.3.

Time frame: baseline

Population: Test group. Of 773 participants enrolled, 9 were excluded, leaving 764 for analysis. Participants who completed CAMCI version A at baseline (N=680) were assigned through stratified random sampling to Training (75%) or Test (25%) groups, balanced by age, education, race, ethnicity, gender, and cognitive classification. The groups were further adjusted to match the racial and ethnic distribution in the U.S., resulting in a Training group (N=374) and a Test group (N=126).

ArmMeasureGroupValue (COUNT_OF_PARTICIPANTS)
Clinical Adjudication - NormalAgreement Analysis (Agreement to Non-Reference Standard) - Test GroupCAMCI - Indeterminate1 Participants
Clinical Adjudication - NormalAgreement Analysis (Agreement to Non-Reference Standard) - Test GroupCAMCI - Normal54 Participants
Clinical Adjudication - NormalAgreement Analysis (Agreement to Non-Reference Standard) - Test GroupCAMCI - Impaired2 Participants
Clinical Adjudication - IndeterminateAgreement Analysis (Agreement to Non-Reference Standard) - Test GroupCAMCI - Indeterminate12 Participants
Clinical Adjudication - IndeterminateAgreement Analysis (Agreement to Non-Reference Standard) - Test GroupCAMCI - Normal40 Participants
Clinical Adjudication - IndeterminateAgreement Analysis (Agreement to Non-Reference Standard) - Test GroupCAMCI - Impaired11 Participants
Clinical Adjudication - ImpairedAgreement Analysis (Agreement to Non-Reference Standard) - Test GroupCAMCI - Normal2 Participants
Clinical Adjudication - ImpairedAgreement Analysis (Agreement to Non-Reference Standard) - Test GroupCAMCI - Impaired4 Participants
Clinical Adjudication - ImpairedAgreement Analysis (Agreement to Non-Reference Standard) - Test GroupCAMCI - Indeterminate0 Participants
95% CI: [0.3892, 0.6091]
95% CI: [0.4644, 0.644]
95% CI: [0.2401, 0.5461]
Primary

Agreement Analysis (Agreement to Reference Standard) - Test Group

Comparison (positive and negative percent agreement, confidence interval estimates, and quadratic weighted kappa) between CAMCI and clinical adjudication classifications for the Test group. Power calculations for agreement were assessed for Cohen Kappa's assuming at least 75% Normals with 80% power and .05 significance level, finding that we were sufficiently powered with at least 120 individuals in the test set, for a Kappa of at least 0.3.

Time frame: baseline

Population: Test group. Of 773 participants enrolled, 9 were excluded, leaving 764 for analysis. Participants who completed CAMCI version A at baseline (N=680) were assigned through stratified random sampling to Training (75%) or Test (25%) groups, balanced by age, education, race, ethnicity, gender, and cognitive classification. The groups were further adjusted to match the racial and ethnic distribution in the U.S., resulting in a Training group (N=374) and a Test group (N=126).

ArmMeasureGroupValue (COUNT_OF_PARTICIPANTS)
Clinical Adjudication - NormalAgreement Analysis (Agreement to Reference Standard) - Test GroupCAMCI - Indeterminate (Sores 16-20)8 Participants
Clinical Adjudication - NormalAgreement Analysis (Agreement to Reference Standard) - Test GroupCAMCI - Normal (Scores 21-50)76 Participants
Clinical Adjudication - NormalAgreement Analysis (Agreement to Reference Standard) - Test GroupCAMCI - Impaired (Scores 0-15)3 Participants
Clinical Adjudication - IndeterminateAgreement Analysis (Agreement to Reference Standard) - Test GroupCAMCI - Indeterminate (Sores 16-20)4 Participants
Clinical Adjudication - IndeterminateAgreement Analysis (Agreement to Reference Standard) - Test GroupCAMCI - Normal (Scores 21-50)18 Participants
Clinical Adjudication - IndeterminateAgreement Analysis (Agreement to Reference Standard) - Test GroupCAMCI - Impaired (Scores 0-15)11 Participants
Clinical Adjudication - ImpairedAgreement Analysis (Agreement to Reference Standard) - Test GroupCAMCI - Normal (Scores 21-50)2 Participants
Clinical Adjudication - ImpairedAgreement Analysis (Agreement to Reference Standard) - Test GroupCAMCI - Impaired (Scores 0-15)3 Participants
Clinical Adjudication - ImpairedAgreement Analysis (Agreement to Reference Standard) - Test GroupCAMCI - Indeterminate (Sores 16-20)1 Participants
95% CI: [0.569, 0.7408]
95% CI: [0.2791, 0.6101]
Other Pre-specified

Change Metric (Measure of Significant Change)

To derive a measure of reliable change that addressed unbalanced repeated measures and unequal timing of repeat measures, we built a two-stage hierarchical model for longitudinal data using Bayesian methods. Additionally, the standard deviation (SD) was allowed to change over time, which allowed for computation of an intraclass correlation coefficient (ICC), a measure of reliability. With an SD and ICC that can change over time, reliable change was computed for follow-up months from 3 to 24, in groups of 3. Reliable change was then adjusted for practice effects according to Duff, K. (2012). Computer Assessment of Memory and Cognitive Impairment (CAMCI) scores were calculated as the weighted sum of individual task scores converted to a total score from 0-worst to 50-best. As the intended use of CAMCI is to provide a single score of overall cognitive status, individual task scores were not reported.

Time frame: baseline, 6 months, 12 months, 24 months post baseline

Population: Individuals who received a consistent version of CAMCI across all visits (i.e., CAMCI-A), and were classified as Normal through clinical adjudication at all visits.

ArmMeasureGroupValue (MEAN)
Clinical Adjudication - NormalChange Metric (Measure of Significant Change)0-6 Months11.33 score on a scale
Clinical Adjudication - NormalChange Metric (Measure of Significant Change)0-12 Months11.32 score on a scale
Clinical Adjudication - NormalChange Metric (Measure of Significant Change)6-24 Months11.38 score on a scale
Clinical Adjudication - NormalChange Metric (Measure of Significant Change)12-24 Months11.42 score on a scale

Source: ClinicalTrials.gov · Data processed: Feb 4, 2026