Benefits
- Benefit
-
31.7% of the AI group and 31.9% of the human-coaching group met the combined goal
Awaiting review
- Outcome identifiers
-
Unresolved
Not reviewedUnresolved
- Category
-
Increased Scalability
Awaiting review
- Status
-
Reported benefit
Awaiting review
- Beneficiary groups
-
People. Society.
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
-
Sweetch AI-led Diabetes Prevention Program app
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
-
Participants received a Bluetooth scale and the app within 8 to 12 days of referral. A reinforcement learning algorithm chose the timing and content of messages from logged and passive data. No human coach took part in the AI arm.
Awaiting review
- Human oversight
-
Unresolved
Not reviewedUnresolved
- Relation to AI
-
Participants were randomized to the AI-led program or to human-led programs. The comparison isolates the automated program against human delivery. It does not separate the learning algorithm from the app's other features.
Awaiting review
- AI contribution
-
Participants were randomized to the AI-led program or to human-led programs. The comparison isolates the automated program against human delivery. It does not separate the learning algorithm from the app's other features.
Awaiting review
Measurement
- Studies
-
Randomized. [1]
Fully reviewedDetails: supporting details for Studies
Review date: 29 October 2026.
Sources: [1]
- Study design
-
Randomized. [1]
Fully reviewedDetails: supporting details for Study design
Review date: 29 October 2026.
Sources: [1]
- Measurement
-
Composite of at least 5% weight loss, at least 4% weight loss with 150 minutes of weekly activity by actigraphy, or HbA1c drop of 0.2 points at 12 months. [1]
Fully reviewedDetails: supporting details for Measurement
Review date: 29 October 2026.
Sources: [1]
- Setting and sample
-
368 adults with prediabetes and overweight or obesity at two US sites. [1]
Fully reviewedDetails: supporting details for Setting and sample
Review date: 29 October 2026.
Sources: [1]
- Measures
-
Share meeting the composite outcome; program initiation and completion. [1]
Fully reviewedDetails: supporting details for Measures
Review date: 29 October 2026.
Sources: [1]
- Comparison
-
Human-led CDC-recognized diabetes prevention programs. [1]
Fully reviewedDetails: supporting details for Comparison
Review date: 29 October 2026.
Sources: [1]
- Results
-
31.7% against 31.9% (noninferior); initiation 93.4% against 82.7%; completion 63.9% against 50.3%. [1]
Fully reviewedDetails: supporting details for Results
Review date: 29 October 2026.
Sources: [1]
- Additional value from AI
-
Equal outcome to human coaching with higher uptake. [1]
Fully reviewedDetails: supporting details for Additional value from AI
Review date: 29 October 2026.
Sources: [1]
- Limitations
-
Unmasked; surrogate outcomes; human programs delivered remotely; app updates during the trial. [1]
Fully reviewedDetails: supporting details for Limitations
Review date: 29 October 2026.
Sources: [1]
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: Sweetch Health, Ltd. Operator: Johns Hopkins Medicine AI-DPP study (sites in Baltimore and at Reading Hospital, Tower Health).
Awaiting review
- Jurisdictions
-
Benefit: Baltimore, Maryland, and Reading, Pennsylvania,
United States. Developer:
Israel. 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
-
Participants own a smartphone and keep using the app for months. Clinicians refer adults with prediabetes to the program.
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-0640-source-0001
Awaiting review
- Citations
-
Numbered references below.
Awaiting review
- Language
-
Unresolved
Not reviewedUnresolved
- Source relationships
-
Independent
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
-
Independently studied. Sources: one independent peer-reviewed study. The cited evidence includes no finding by a regulator or court. [1]
Fully reviewedDetails: supporting details for Evidence strength
Review date: 29 October 2026.
Sources: [1]
- Missing evidence
-
Unresolved
Not reviewedUnresolved
Grades
- Assessed benefits
-
People. Society.
Awaiting review
- Depth
-
People: 2. Society: Not assessed.
Awaiting review
- Reasons
-
People: 31.7% of people referred to the AI program reached the weight, activity or HbA1c goal, the same share as with human coaching. Society: The higher start rate was measured among the 368 trial participants, and no source documents a change in reach beyond the trial.
Awaiting review
- Observed or intended
-
Unresolved
Not reviewedUnresolved
- Rubric
-
Unresolved
Not reviewedUnresolved
- Assessor and date
-
Unresolved
Not reviewedUnresolved
- Alternative assessments
-
Unresolved
Not reviewedUnresolved
- Fill
-
Independently studied
Awaiting review
Entry details
- Kind
-
The case describes an evaluation or a study. A phase 3 randomized noninferiority trial. [1]
Fully reviewedDetails: supporting details for Kind
Review date: 29 October 2026.
Sources: [1]
- 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 Sweetch program was built to deliver the Diabetes Prevention Program lifestyle intervention without human coaches. The measured benefit is that purpose.
Awaiting review
- Dates
-
Source information as of: 16 December 2024. Updated: 29 October 2026.
Awaiting review
- Stage
-
The system was in routine use. A commercial program delivered to trial participants by the company. [1]
Fully reviewedDetails: supporting details for Stage
Review date: 29 October 2026.
Sources: [1]
- Version
-
SHA-256: 231bfa9ec0bb…
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 Independent author
Mathioudakis N, Lalani B, Abusamaan MS, et al. An AI-Powered Lifestyle Intervention vs Human Coaching in the Diabetes Prevention Program: A Randomized Clinical Trial. JAMA 2025;334(23):2079-2089. doi:10.1001/jama.2025.19563.
The primary outcome was achieved by 58 of 183 participants (31.7%) in the AI-led DPP group and 59 of 185 (31.9%) in the human-led DPP group
Collections: Cross-border cases.