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510(k) Data Aggregation

    K Number
    K220631
    Device Name
    NomadAir PMU810
    Manufacturer
    Date Cleared
    2022-07-15

    (133 days)

    Product Code
    Regulation Number
    882.1835
    Reference & Predicate Devices
    Why did this record match?
    Reference Devices :

    K192624

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The NomadAir PMU810 is intended to record physiological signals acquired from a patient for archival in a sleep study. Data may be analyzed on dedicated polysomnography software running on a personal computer by a qualified sleep clinician to aid in the diagnosis of sleep-disordered breathing (SDB).

    The NomadAir PMU810 is intended for use within a hospital, laboratory, clinic, nursing home, or patient's home.

    The NomadAir PMU810 is intended for use on adults only under the direction of a physician or qualified sleep technician.

    The NomadAir PMU810, or any accessory, does not include or trigger alarms, and is not intended to be used alone as, or a critical component of,

    • an alarm or alarm system:
    • an apnea monitor or apnea monitoring system; or
    • a life monitor or life monitoring system.
    Device Description

    The NomadAir PMU810 is a portable device that records physiological signals used for sleep studies. The device can be worn on the chest or the wrist and is attached to the patient using a RIP belt or a disposable strap comected directly to the patient also wears a pulse oximeter probe, a nasal cannula, and an optional sensor, such as a RIP belt, thermocouple, EMG electrode, or ECG electrode.

    During the typical workflow of using the clinical user configures the device for a patient. The clinician will give the patient instructions on how to attach the device and send the unit and accessories home with the patient. Before going to bed, the patient will connect everything, then go to sleep. The Nomad Air records the signals from the sensors and saves the data to internal memory. The patient may perform up to 3 sleep studies before returning the device. Once the device, they can connect it to a PC using a USB cable and download the study for analysis.

    AI/ML Overview

    Here's an analysis of the acceptance criteria and the study that proves the device meets them, based on the provided text:

    1. Table of Acceptance Criteria and Reported Device Performance

    StudyAcceptance CriteriaReported Device Performance
    AC Signal AccuracyAccuracy of recorded signal is +/- the greater of 5 uV or 5%.Pass
    CMRR TestPoly channel shows CMRR >= 90 dB.Pass
    Input ImpedanceInput impedance >= 20 MOhmPass
    Pressure Sensor TestAccuracy of pressure sensor is +/- 1 cmH2O.Pass
    Body Position TestConfirm all transition and hysteresis angles are within specificationsPass
    Sampling Rate TestBase sampling rate is 250 Hz +/- 0.05%Pass
    Oximetry TestChannel shows valid reading when sensor is correctly applied to subject. Channel shows zero when probe is disconnected or removed from subject.Pass
    Wireless Communication TestDevice transmits event driven status message and timed snapshot status messages successfully.Pass
    Data Transfer Speed TestFiles transfer in = 90 dB
    • Input Impedance: >= 20 MOhm
    • Pressure Sensor Accuracy: +/- 1 cmH2O
    • Sampling Rate: 250 Hz +/- 0.05%
    • Battery Life: minimum of 24 hours
    • RIP Driver Test: Peak to trough measurement > 750 uV for 1" deflection of belt

    These are engineering and performance metrics, not clinical outcomes, expert consensus, or pathological findings.

    8. The Sample Size for the Training Set

    The provided text does not mention a training set because the device described, NomadAir PMU810, is a physiological signal amplifier and recorder. It does not appear to employ machine learning or AI algorithms that would require a distinct "training set" for model development. The performance testing focuses on its ability to accurately acquire and record physiological signals according to engineering specifications.

    9. How the Ground Truth for the Training Set Was Established

    Since there is no mention of a training set, the method for establishing its ground truth is not applicable.

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