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510(k) Data Aggregation

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

    A latex surgeon's gloves is a device made of natural rubber intended to be worn by operating room personnel to protect a surgical wound from contamination.

    Device Description

    The proposed device, Latex Surgeon's Gloves Powdered and Latex Surgeon's Gloves Powder Free, Polymer coated with protein content labeling claim of 50 µg/dm² or less per glove of extractable protein is a sterilized and disposable medical glove intended to be worn by operating room personnel to protect a surgical wound from contamination. The proposed device is made of natural rubber latex, as per standard ASTM D3577-09. The rubber surgical gloves classification is: Type I - gloves compounded primarily from natural rubber latex. The proposed device includes Powdered and Powder Free Latex Surgeon's Gloves, and the come in different sizes ( 5½, 6, 6½, 7, 7½, 8, 8½, 9 ). All gloves share the same color, creamy white and all have beaded cuff and textured at the finger tips and palm. The proposed device is sterilized either using Ethylene Oxide Sterilization or Gamma irradiation method to achieve the Sterility Assurance Level (SAL) of 10th and place in a sterility maintenance package to ensure a shelf life of 3 years.

    AI/ML Overview

    This appears to be a 510(k) summary for a medical device (latex surgeon's gloves), not a study specifically designed to assess an AI/ML device or its performance against acceptance criteria in the way typically expected for such technologies. Therefore, many of the requested elements (like sample size for test/training sets, data provenance, expert ground truth, adjudication methods, MRMC studies, or standalone algorithm performance) are not applicable or not detailed in this document.

    However, I can extract the acceptance criteria and demonstrated performance for the physical and biological characteristics of the surgeon's gloves, as described in the "Product Comparison in Compliance with ASTM D 3577-09 Standard" and "Technological Characteristics Comparison" sections.

    Here's the information formatted according to your request, with notes indicating where the requested AI-specific information is not present in this document:

    1. Table of Acceptance Criteria and Reported Device Performance

    SL.NOCRITERIASPECIFICATION AS PER ASTM D3577-09 STANDARD / Acceptance CriteriaAVERAGE VALUE OF SUBJECT DEVICE / Reported Device Performance
    1Length
    Size 5½Min 265mm276 mm
    Size 6Min 265mm278mm
    Size 6½Min 265mm281mm
    Size 7Min 265mm281mm
    Size 7½Min 265mm281mm
    Size 8Min 265mm283mm
    Size 8½Min 265mm283mm
    Size 9Min 265mm284mm
    2Width
    Size 5½70+/-6mm74mm
    Size 676+/-6mm79mm
    Size 6½83+/-6mm87mm
    Size 789+/-6mm93mm
    Size 7½95+/-6mm98mm
    Size 8102+/-6mm106mm
    Size 8½108+/-6mm112mm
    Size 9114+/-6mm118mm
    3Finger Thickness (All sizes)Min 0.10mm0.18mm
    4Palm Thickness (All sizes)Min 0.10mm0.16mm
    5Cuff Thickness (All sizes)Min 0.10mm0.12mm
    6Tensile Strength
    Before aging (All sizes)24Mpa minimum28.5Mpa
    After aging @ 70°±2C for 166±2 hr (All sizes)18Mpa minimum24.2Mpa
    7Ultimate Elongation
    Before aging (All sizes)750% minimum934%
    After aging @ 70°±2C for 166±2 hr (All sizes)560% minimum758%
    8Stress at 500% before aging (All sizes)5.5 MPa Max3 Mpa
    9Pinhole AQL
    Before aging (All sizes)Max 1.51.0
    After aging @ 70°C for 7 days (All sizes)Max 1.51.0
    10Freedom from HolesComplies with ASTM D3577 and ASTM D5151Yes (device met acceptance criteria)
    11Powder Content for powdered gloveASTM D3577 and ASTM D6124 (Max 15 mg/dm²)10 mg/dm² on average (device met acceptance criteria)
    12Powder Content for powder free gloveASTM D3577 and ASTM D6124 (Powder content < 2 mg/Glove)Yes (device met acceptance criteria - implicitly < 2 mg/Glove, or else the text would specify)
    13Protein Content (for Latex Surgeon's Gloves Powder Free, Polymer coated)ASTM D3577, ASTM D5712-10 and ASTM D6499 (Protein Content less than 50 µg/dm²)Less than 50 µg/dm² (device met acceptance criteria)
    14Biocompatibility - Skin sensitizationISO 10993-10: Non-sensitizer under the conditions of the studiesNon-Sensitizer (device met acceptance criteria)
    15Biocompatibility - Skin irritationISO 10993-10: Non-irritant under the conditions of the studiesNon-Irritant (device met acceptance criteria)
    16SterilizationETO SAL- 10⁻⁶ OR Radiation SAL- 10⁻⁶ (meets acceptance level for sterilization)ETO SAL- 10⁻⁶ OR Radiation SAL- 10⁻⁶ (device met acceptance criteria)

    2. Sample size used for the test set and the data provenance (e.g. country of origin of the data, retrospective or prospective)

    • Test Set Sample Size: The document does not specify exact sample sizes for each test conducted (e.g., how many gloves were tested for length, pinholes, tensile strength, etc.). It refers to meeting the standards like ASTM D3577-09, which would define the statistical sampling plans.
    • Data Provenance: The submitting company is ST.MARY'S RUBBERS PVT. LTD. from Kottayam District, Kerala State, India. The tests were presumably conducted internally or by a contracted lab, but the specific location of data generation for these bench tests is not explicitly stated. The nature of these tests (physical and chemical properties) means there isn't "retrospective" or "prospective" data in the clinical sense. It's a characterization of manufactured product batches.

    3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts (e.g. radiologist with 10 years of experience)

    • This information is not applicable for this type of device and study. The "ground truth" for the physical and chemical properties of the gloves is established by objective measurements against international standards (ASTM, ISO), not by expert consensus or interpretation of medical images/data.

    4. Adjudication method (e.g. 2+1, 3+1, none) for the test set

    • This information is not applicable for this type of device and study. Adjudication methods are typically used in clinical or image-based studies where expert interpretation can vary. The tests here are objective measurements.

    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

    • This information is not applicable for this type of device and study. This is not an AI/ML device.

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

    • This information is not applicable for this type of device and study. This is not an AI/ML device.

    7. The type of ground truth used (expert consensus, pathology, outcomes data, etc)

    • The "ground truth" for these tests is defined by the quantitative specifications and methodologies outlined in the referenced international standards (ASTM D3577-09, ASTM D5151-2011, ASTM D6124-2011, ASTM D5712-10, ASTM D6499-12, ASTM F1929-2004, ISO 10993-10:2010, ISO 1137-2:2006, ISO 10993-7:2008, ISO 11135-1:2007). These standards provide the validated methods and acceptable limits for measuring physical, mechanical, and biological properties.

    8. The sample size for the training set

    • This information is not applicable for this type of device and study. This is not an AI/ML device, and there is no "training set" in the machine learning sense. The manufacturing process is controlled to meet the specifications, and testing is performed on manufactured lots.

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

    • This information is not applicable for this type of device and study. See point 8.
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