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510(k) Data Aggregation

    K Number
    K230501
    Device Name
    Spirobank Oxi
    Date Cleared
    2023-12-15

    (294 days)

    Product Code
    Regulation Number
    868.1840
    Reference & Predicate Devices
    Why did this record match?
    Applicant Name (Manufacturer) :

    MIR Medical International Research USA

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

    The Spirobank Oxi Spirometer and Pulse Oximeter is intended to be used by a physician or by a patient under the prescribed use of a physician. The equipment is intended to test lung function and can perform tests in adult and pediatric patients greater than 5 years. When used as Oximeter, the Spirobank Oxi is intended for spot-checking of functional oxygen saturation of arterial haemoglobin (SpO2) and Pulse Rate (PR) from the patient finger. The Spirobank Oxi has been designed for use in the physician's office, in hospital, or directly by the patient to monitor her/his physical conditions at home.

    Device Description

    Spirobank Oxi is a pocket-size spirometer and oximeter. The device is made up of:

    • a central unit which measures and collects information related to the state of health of the patient, using a microprocessor based system. It operates via a Bluetooth connection
    • a removable sensor for the measurement of respiratory air flow and volume,
    • a pulse oximetry sensor using reflective technology. -
      The device is powered by two AAA alkaline batteries.

    Spirometry: the device is equipped with a plastic mouthpiece connected to a turbine flow meter based on the infrared interruption principle. The device detects the signals generated by the turbine, and measures flow and volume. At the end of the expiration, the device calculates the respiratory parameters.

    Oximetry: the device measures functional oxygen saturation of arterial haemoglobin (SpO2) and pulse rate (PR) by means of a reflective light sensor. Specifically, it uses a two-wavelength sensor to measure the indicated parameters based on light reflection principles of oxygenated blood and deoxygenated blood, which generates a photoplethysmogram. From the photoplethysmogram the device calculates SpO2 and PR

    Spirobank Oxi connects via Bluetooth to a device (PC, tablet or smartphone) which allows to insert patient data, perform spirometry manoeuvres and oximetry tests, as well as display the results, including the relative graphs.

    AI/ML Overview

    Acceptance Criteria and Study for Spirobank Oxi

    This document describes the acceptance criteria and a detailed study supporting the substantial equivalence of the Spirobank Oxi device.

    1. Table of Acceptance Criteria and Reported Device Performance

    Acceptance Criteria CategorySpecific CriteriaReported Device Performance (Spirobank Oxi)Complies?
    Spirometry
    Volume AccuracyAmerican Thoracic Society (ATS) 2019 guidelines± 2.5%Yes
    LinearityATS 2019 guidelines± 2.5%Yes
    RepeatabilityATS 2019 guidelines± 2.5%Yes
    Expiratory ImpedanceATS 2019 guidelines:
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    K Number
    K181666
    Device Name
    Smart One
    Date Cleared
    2018-08-01

    (37 days)

    Product Code
    Regulation Number
    868.1860
    Reference & Predicate Devices
    Why did this record match?
    Applicant Name (Manufacturer) :

    MIR Medical International Research

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

    Smart One is intended for home use by patients to monitor PEF (Peak Expiratory Flow) and FEVI (Forced Expiratory Volume in one second). The device is designed for children greater than five years of age, adolescent and adult subjects.

    Device Description

    Smart One is a pocket-sized system for monitoring the following respiratory parameters: PEF (Peak Expiratory Flow) and FEV1 (Forced Expiratory Volume in 1 sec). For each of these two parameters, the result is a number shown on the smartphone screen. PEF is also associated with a three zone monitoring system that, according to the result, may be green, yellow or red. Smart One is made up of two elements - the device and a Mobile Medical Application for smartphones (or tablets) that communicate via Bluetooth Smart 4.0.

    AI/ML Overview

    The provided text describes specific performance tests for the Smart One device, particularly focusing on non-clinical testing. Here's a breakdown based on your request:

    1. Table of Acceptance Criteria and Reported Device Performance

    Acceptance CriteriaReported Device Performance
    Accuracy of measured parameters per ATS standards (specifically "Standardization of Spirometry - 2005" document)"Accuracies of measured parameters are within the limits of the ATS standards."
    Electrical safetyDevice is in compliance with IEC 60601-1:2005.
    Electromagnetic compatibility (EMC)Device is in compliance with IEC 60601-1-2:2007.
    Mechanical durabilityTesting was completed.
    Temperature/humidityTesting was completed.
    Wireless transmission integrityTesting was performed.
    Wireless coexistenceTesting was performed.
    Biocompatibility (cytotoxicity, irritation, sensitization)Materials are biocompatible, tested according to ISO 10993-1:2009.
    Software verification and validationTesting was conducted and documentation provided as per FDA guidance.
    Bluetooth SIG qualificationSmartOne has been qualified.
    Data transmission integrity (Bluetooth)Thoroughly tested.

    2. Sample size used for the test set and the data provenance

    • Test set sample size: Not explicitly stated for each test beyond mentioning "a Pulmonary Waveform Generator" for the performance test.
    • Data provenance: The performance test was conducted "in MIR facilities" using a Pulmonary Waveform Generator. Other tests (electrical safety, EMC, mechanical durability, temperature/humidity, wireless transmission, biocompatibility, software V&V) are generally bench tests or internal company evaluations.

    3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts

    • Not applicable / Not specified. The tests described are primarily engineering and performance bench tests against established standards (e.g., ATS, IEC, ISO) rather than clinical evaluations requiring expert human interpretation of medical data. The ground truth for these tests would be the controlled outputs of the Pulmonary Waveform Generator or the specified limits within the engineering standards.

    4. Adjudication method for the test set

    • Not applicable / Not specified. As the tests are objective engineering and performance evaluations against predefined standards, an adjudication method for human interpretation is not relevant.

    5. If a multi-reader multi-case (MRMC) comparative effectiveness study was done, If so, what was the effect size of how much human readers improve with AI vs without AI assistance

    • No. This document does not describe an MRMC comparative effectiveness study. The device is a peak flow meter for spirometry, a diagnostic tool measuring physiological parameters, not an AI-driven image interpretation or diagnostic aid that would typically involve human readers.

    6. If a standalone (i.e., algorithm only without human-in-the-loop performance) was done

    • Yes, effectively. The performance tests described (e.g., "A performance test has been carried out on the bench according to the American Thoracic Society (ATS) Document 'Standardization of Spirometry - 2005' ... using a Pulmonary Waveform Generator.") are standalone evaluations of the device's accuracy in measuring PEF and FEV1. The device itself (including its internal algorithms) is being evaluated against known, controlled inputs from the waveform generator. The mobile medical application primarily displays and compares the device's output rather than performing the core measurement algorithm.

    7. The type of ground truth used

    • Standardized references and objective measurements:
      • For accuracy of PEF and FEV1: The "Standardization of Spirometry - 2005" document from the American Thoracic Society (ATS) and a "Pulmonary Waveform Generator" which provides known, controlled respiratory flow patterns.
      • For electrical safety and EMC: IEC 60601-1:2005 and IEC 60601-1-2:2007 standards.
      • For biocompatibility: ISO 10993-1:2009.
      • For software: FDA's "Guidance for the Content of Premarket Submissions for Software Contained in Medical Devices".

    8. The sample size for the training set

    • Not applicable / Not specified. This document describes a medical device (a peak flow meter) which is based on physical measurement principles (turbine flow meter, infrared interruption) rather than a machine learning or AI algorithm that would require a distinct "training set" in the context of deep learning. The "training" here would be the engineering calibration and firmware development of the device based on physics and physiological principles.

    9. How the ground truth for the training set was established

    • Not applicable / Not specified. See point 8. The device operates on established physical principles for flow measurement. Its "training" or calibration would involve ensuring the sensor accurately translates physical airflow into digital values that conform to spirometry standards, likely using highly accurate reference instruments and controlled flow sources, rather than a "ground truth" derived from expert labeling of a dataset for machine learning.
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