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510(k) Data Aggregation

    K Number
    K202548
    Date Cleared
    2021-03-10

    (189 days)

    Product Code
    Regulation Number
    878.4040
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Surgical Face Masks are intended to be worn to protect both the patient and healthcare personnel from transfer of microorganisms, body fluids and particulate material. These mask are intended for use in infection control practices to reduce the potential exposure to blood and body fluids. This is a single use ,disposable device, provided non-sterile.

    Device Description

    The proposed devices are single use, three-layer, flat masks with ear loops and nose piece. The Surgical Face Masks are manufactured with three layers, the inner and outer layers are made of spun-bond polypropylene, and the middle layer is made of melt blown polypropylene filter. The proposed device, is held in place over the user's mouth and nose by two elastic ear loops welded to the face mask. The elastic ear loops are not made with natural rubber latex. The nose piece contained in the proposed device is in the layers of face mask to allow the user to fit the face mask around their nose, which is made of polypropylene with steel wire. The colorants used for mask are Copper phthalocyanine, Titanium dioxide and Polyethylene. The proposed devices are sold non-sterile and are intended to be single use, disposable devices. The proposed device including two models, WXDKZ0001 and WXDKZ0006, the difference is the color of the outer layer.

    AI/ML Overview

    The provided text is a 510(k) summary for a Surgical Face Mask and focuses on demonstrating substantial equivalence to a predicate device based on non-clinical bench testing and biocompatibility assessments, not on studies involving AI/ML models or human readers.

    Therefore, I cannot extract the information required by your prompt regarding acceptance criteria and studies proving an AI/ML device's performance, as the document describes a traditional medical device (face mask).

    The prompt's questions pertain to:

    1. AI/ML model acceptance criteria and performance.
    2. Sample sizes for test and training sets (implying data used for model development/validation).
    3. Expert ground truth establishment and adjudication (relevant for medical imaging AI).
    4. MRMC studies (relevant for AI-assisted human performance).
    5. Standalone AI performance.
    6. Type of ground truth (pathology, outcomes data, etc.).

    None of these concepts are discussed in the provided text, which details the physical and material characteristics, intended use, and performance standards (e.g., fluid resistance, filtration efficiency, flammability, biocompatibility) of a surgical face mask.

    The document explicitly states:

    • "No clinical tests were performed" (Section 9).
    • The tests mentioned are "Bench testing" and "Biocompatibility testing" of the physical mask.

    To accurately answer your request, you would need a document describing the regulatory submission for an AI/ML-driven medical device.

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    K Number
    K202710
    Date Cleared
    2021-03-09

    (174 days)

    Product Code
    Regulation Number
    878.4040
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Disposable Medical Face Masks are intended to be worn to protect both the patient and healthcare personnel from transfer of microorganisms, body fluids and particulate material. These masks are intended for use in infection control practices to reduce the potential exposure to blood and body fluids. This is a single use , disposable device, provided non-sterile.

    Device Description

    The proposed devices are single use, three-layer, flat masks with ear loops and nose piece. The Disposable Medical Face Masks are manufactured with three layers, the inner and outer layers are made of spun-bond polypropylene, and the middle layer is made of melt blown polypropylene filter. The proposed device, is held in place over the user's mouth and nose by two elastic ear loops welded to the face mask. The elastic ear loops are not made with natural rubber latex. The nose piece contained in the proposed device is in the layers of face mask to allow the user to fit the face mask around their nose, which is made of polypropylene with steel wire. The proposed devices are sold non-sterile and are intended to be single use, disposable devices.

    AI/ML Overview

    The provided document is a 510(k) summary for the Wanxinda (Guangzhou) Technology Product Co., Ltd's Disposable Medical Face Mask. It details the device's characteristics, intended use, and a comparison with a predicate device to demonstrate substantial equivalence.

    Here's a breakdown of the acceptance criteria and study information:

    1. Table of Acceptance Criteria and Reported Device Performance

    The device is evaluated against the ASTM F2100-19 standard for Level 1 classification.

    Performance MetricAcceptance Criteria (ASTM F2100 Level 1)Reported Device Performance (Disposable Medical Face Mask)
    Fluid Resistance (ASTM F1862)80 mmHgPass at 80 mmHg
    Particulate Filtration Efficiency (PFE) (ASTM F2299)$\geq$ 0.1 microns, $\geq$ 95%99.8%
    Bacterial Filtration Efficiency (BFE) (ASTM F2101)$\geq$ 3.0 microns, $\geq$ 95%99.8%
    Differential Pressure (EN 14683)$
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