Benefits
- Benefit
-
A positive predictive value of 81%
Awaiting review
- Outcome identifiers
-
Unresolved
Not reviewedUnresolved
- Category
-
Improved Task Accuracy
Awaiting review
- Status
-
Intended. Clinicians in the study were blinded to the device output, so the measured accuracy changed no diagnosis and the sources report no realized benefit. [2]
Fully reviewedDetails: supporting details for Status
Review date: 29 October 2026.
Sources: [2]
- Beneficiary groups
-
Organizations.
Awaiting review
- Beneficiaries
-
Unresolved
Not reviewedUnresolved
- Reach
-
Unresolved
Not reviewedUnresolved
- Distribution and access
-
Unresolved
Not reviewedUnresolved
- Duration
-
Unresolved
Not reviewedUnresolved
- Expected?
-
Yes
Awaiting review
- Costs and harms
-
Unresolved
Not reviewedUnresolved
AI system
- System
-
Cognoa ASD Diagnosis Aid
Awaiting review
- Model
-
This is an explicit unresolved assignment: the sources on record do not settle this question.
Not reviewedUnresolved
- Release
-
Unresolved
Not reviewedUnresolved
- Provider
-
Unresolved
Not reviewedUnresolved
- Role
-
Unresolved
Not reviewedUnresolved
- Configuration
-
Unresolved
Not reviewedUnresolved
- Inputs and outputs
-
Unresolved
Not reviewedUnresolved
- Autonomy
-
Unresolved
Not reviewedUnresolved
- Workflow
-
Caregivers answered a questionnaire and recorded home videos through a smartphone app. Trained analysts rated the videos and a clinician completed a questionnaire.
Awaiting review
- Human oversight
-
Unresolved
Not reviewedUnresolved
- Relation to AI
-
The study compared the device output with a specialist reference diagnosis. It did not compare diagnosis with and without the device.
Awaiting review
- AI contribution
-
Unresolved
Not reviewedUnresolved
Measurement
- Studies
-
Other. [2]
Fully reviewedDetails: supporting details for Studies
Review date: 29 October 2026.
Sources: [2]
- Study design
-
Other. [2]
Fully reviewedDetails: supporting details for Study design
Review date: 29 October 2026.
Sources: [2]
- Measurement
-
Prospective double-blinded single-arm diagnostic accuracy study against a DSM-5 specialist reference standard. [2]
Fully reviewedDetails: supporting details for Measurement
Review date: 29 October 2026.
Sources: [2]
- Setting and sample
-
711 enrolled, 425 completers at 14 US sites. [2]
Fully reviewedDetails: supporting details for Setting and sample
Review date: 29 October 2026.
Sources: [2]
- Measures
-
PPV, NPV, sensitivity, specificity, no-result rate. [2]
Fully reviewedDetails: supporting details for Measures
Review date: 29 October 2026.
Sources: [2]
- Comparison
-
Specialist reference diagnosis. [2]
Fully reviewedDetails: supporting details for Comparison
Review date: 29 October 2026.
Sources: [2]
- Results
-
PPV 81%, NPV 98%, sensitivity 98%, specificity 79%; no result for 68%. [2]
Fully reviewedDetails: supporting details for Results
Review date: 29 October 2026.
Sources: [2]
- Additional value from AI
-
Not isolated. [2]
Fully reviewedDetails: supporting details for Additional value from AI
Review date: 29 October 2026.
Sources: [2]
- Limitations
-
No result for 68% of children; high dropout; outputs blinded so care was unchanged. [2]
Fully reviewedDetails: supporting details for Limitations
Review date: 29 October 2026.
Sources: [2]
Money
- Kind of value
-
The kind of monetary value is unclear.
Not reviewedUnresolved
- Amount
-
The monetary value is not established.
Not reviewedUnresolved
- Currency and prices
-
The currency and price basis are unclear.
Not reviewedUnresolved
- Period and unit
-
The period and unit of the monetary estimate are unclear.
Not reviewedUnresolved
- Realization
-
Whether the monetary value was realized is unclear.
Not reviewedUnresolved
- Recipients and payers
-
The recipients and payers are unclear.
Not reviewedUnresolved
- Gross or net
-
Whether the monetary figure includes costs is unclear.
Not reviewedUnresolved
- Included costs
-
The costs included in the estimate are unclear.
Not reviewedUnresolved
- Comparison
-
The financial comparison is not established.
Not reviewedUnresolved
- Method
-
The method used to calculate monetary value is unclear.
Not reviewedUnresolved
- Return and payback
-
The return on investment or payback period is not established.
Not reviewedUnresolved
People and places
- Participants
-
Developer: Cognoa, Inc. Operator: Fourteen US sites in the Cognoa ASD Diagnosis Aid validation study.
Awaiting review
- Jurisdictions
-
Benefit: Fourteen sites,
United States. Developer:
United States. Operator:
United States.Awaiting review
- Ownership and control
-
Unresolved
Not reviewedUnresolved
- Dependencies
-
Unresolved
Not reviewedUnresolved
- Cross-border connections
-
Unresolved
Not reviewedUnresolved
- Geopolitical implications
-
The geopolitical implications are unclear.
Not reviewedUnresolved
Follow-up
- Conditions for replication
-
The child is 18 to 72 months old with a developmental concern. The clinician uses the result with other clinical evidence.
Awaiting review
- Replication attempts
-
Unresolved
Not reviewedUnresolved
- Later findings
-
Unresolved
Not reviewedUnresolved
- Availability
-
Unresolved
Not reviewedUnresolved
- Institutional decision
-
A relevant institutional decision has not been established.
Not reviewedUnresolved
- Grounds
-
The grounds for an institutional decision are unclear.
Not reviewedUnresolved
- Action and result
-
The result of an institutional decision is not established.
Not reviewedUnresolved
- Success criterion
-
The criterion for a successful institutional decision is unclear.
Not reviewedUnresolved
Evidence
- Source numbers
-
AIBD-0629-source-0001–0002
Awaiting review
- Citations
-
Numbered references below.
Awaiting review
- Language
-
Unresolved
Not reviewedUnresolved
- Source relationships
-
Independent, Developer
Awaiting review
- Original evidence
-
Unresolved
Not reviewedUnresolved
- Access and versions
-
Unresolved
Not reviewedUnresolved
- Supported findings
-
Unresolved
Not reviewedUnresolved
- Evidence links
-
Unresolved
Not reviewedUnresolved
- Evidence strength
-
Found by a regulator. Sources: one independent regulatory document and the makers' peer-reviewed study. The cited evidence includes no independent study or report. [1] [2]
- Missing evidence
-
Unresolved
Not reviewedUnresolved
Grades
- Assessed benefits
-
Organizations.
Awaiting review
- Depth
-
The revised record no longer states this information.
Not reviewedUnresolvedDetails: supporting details for Depth
The record revision removed the mapped value.
- Reasons
-
Organizations: The device output was hidden from the clinicians, so no site gained a diagnosis that it would otherwise have missed or delayed.
Awaiting review
- Observed or intended
-
Intended. Clinicians in the study were blinded to the device output, so the measured accuracy changed no diagnosis and the sources report no realized benefit. [2]
Fully reviewedDetails: supporting details for Observed or intended
Review date: 29 October 2026.
Sources: [2]
- Rubric
-
Unresolved
Not reviewedUnresolved
- Assessor and date
-
Unresolved
Not reviewedUnresolved
- Alternative assessments
-
Unresolved
Not reviewedUnresolved
- Fill
-
Found by a regulator
Awaiting review
Entry details
- Kind
-
The case describes an evaluation or a study. A regulatory review of a diagnostic accuracy study. [2]
Fully reviewedDetails: supporting details for Kind
Review date: 29 October 2026.
Sources: [2]
- Related entries
-
No incident in the AI Incident Database snapshot of 26 October 2026 concerns the same kind of system harming the same kind of stakeholder.
Partly reviewedUnresolvedDetails: supporting details for Related entries
Compared with the incidents in the AI Incident Database snapshot of 26 October 2026.
- Field
-
Healthcare.
Awaiting review
- Purpose
-
The Cognoa ASD Diagnosis Aid was built to help healthcare providers diagnose autism spectrum disorder in young children. The measured accuracy is that purpose.
Awaiting review
- Dates
-
Observed: June 2020. Updated: 29 October 2026.
Awaiting review
- Stage
-
The system was used in a pilot. A prospective validation study at 14 sites before authorization; outputs were blinded. [2]
Fully reviewedDetails: supporting details for Stage
Review date: 29 October 2026.
Sources: [2]
- Version
-
SHA-256: 7858907b682a…
Awaiting reviewDetails: supporting details for Version
SHA-256 of the public case, its assessments, and its displayed answers and notes, excluding its own identifier and the derived coverage summary.
References
- Other identifiers
-
Unresolved
Not reviewedUnresolved
- Category mappings
-
Unresolved
Not reviewedUnresolved
- Citable summary
-
Unresolved
Not reviewedUnresolved
- Revisions
-
2 revisions. Latest: 29 October 2026.
Awaiting review
Sources
-
Peer-reviewed study Developer
Megerian JT, Dey S, Melmed RD, et al. Evaluation of an artificial intelligence-based medical device for diagnosis of autism spectrum disorder. npj Digital Medicine 2022;5:57.
The Device yielded these ASD positive or negative results with a PPV of 80.8% (95% CI, 70.3%-88.8%), NPV of 98.3% (95% CI, 90.6%-100%), sensitivity of 98.4% (95% CI, 91.6%-100%), and specificity of 78.9% (95% CI, 67.6%-87.7%).
-
Regulatory document Independent author
U.S. Food and Drug Administration, Center for Devices and Radiological Health. De Novo classification request for Cognoa ASD Diagnosis Aid (DEN200069): decision summary. Granted 2021-06-02.
Currently, the average age of diagnosis for ASD in the United States is 4.3 years, as compared to 2.8 years observed in the pivotal trial of the Cognoa ASD Diagnosis Aid.
Collections: Scrutiny and findings.