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MATRx plus picked apnea patients who did well with a mouthpiece

In a home study that FDA reviewed, MATRx plus identified patients with mild to moderate sleep apnea who would respond to an oral appliance with 94.2% sensitivity and 96.1% PPV.

  • 2 an organization

    In the study, 86.3% of participants were correctly predicted as responders and given a jaw position that worked.

Depth runs from 1, a convenience or time saved, to 5, a life or a livelihood preserved.

Status
Reported benefit.
Evidence

found, the grade of this recordstudiedreportedclaimed

An independent regulatory document supports the benefit.

The system’s part
Not isolated. The study compared the predictions with treatment outcomes at the final jaw position. It did not compare titration by dentists with and without the device.
Limits
Not yet checked.
Costs and harms
Not yet checked.
Later
Not yet checked.
Benefit type
Improved Task Accuracy
System
MATRx plus
Made by
Zephyr Sleep Technologies
Used by
Zephyr Sleep Technologies (home study in adults with mild to moderate obstructive sleep apnea)
Stage
In a pilot
Date
, when the source was published
Kind
Aggregate result
Broad benefit
Identifying Objects, Actions, and Events, Making Decisions and Solving Problems
Collections
Scrutiny and findings
Last revised
31 October 2026

Sources

  1. Regulatory document, by authors with no tie to the system.

    U.S. Food and Drug Administration, Center for Devices and Radiological Health. De Novo Classification Request for MATRx plus (DEN170090): decision summary. Granted 2018-08-23.

    Though the specificity and Negative Predictive Value (NPV)were low, the predictive success rate was high (87%). The validity of the test in this population was confirmed by the PPV

Details

AI system

Workflow

A dentist measured the range of jaw motion before the first night. Each night's data set the range of jaw positions for the next night, for up to six nights. The classifier labeled each participant a predicted responder or non-responder after the last night.

Follow-up

Conditions for replication

The patient has mild to moderate obstructive sleep apnea and enough healthy teeth to hold the trays. Patients fitted with an appliance have further sleep testing to confirm that it works.

Entry details

Sector

Healthcare.

Purpose

Zephyr Sleep Technologies built MATRx plus to predict which patients with mild to moderate sleep apnea will respond to an oral appliance and to recommend a jaw position.

Not yet checked: model, release, provider, role, configuration, inputs and outputs, autonomy, human oversight, AI contribution, beneficiaries, reach, distribution and access, duration, every measurement question, every money question, ownership and control, dependencies, cross-border connections, geopolitical implications, replication attempts, availability, institutional decision, grounds, action and result, success criterion, every evidence question, observed or intended, alternative assessments, related entries, other identifiers, category mappings.

Cite this record

Peter H. Vartanian. (2026). MATRx plus picked apnea patients who did well with a mouthpiece (AIBD-0785). Artificial Intelligence Benefits Database, edition of 31 October 2026. https://petervartanian.xyz/aibd/records/AIBD-0785.html (archived at https://doi.org/10.7910/DVN/AADSII, version 4.0)

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