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510(k) Data Aggregation

    K Number
    K955345
    Manufacturer
    Date Cleared
    1996-06-07

    (199 days)

    Product Code
    Regulation Number
    866.3220
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Applicant Name (Manufacturer) :

    LMD LABORATORIES

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

    Not Found

    Device Description

    Not Found

    AI/ML Overview

    Here's an analysis of the provided text, focusing on the acceptance criteria and study details:

    1. Table of Acceptance Criteria and Reported Device Performance

    MetricAcceptance CriteriaReported Device Performance (Upgraded Assay)
    SpecificityNot explicitly stated99% (95% CI = 93 to 100%)
    SensitivityNot explicitly stated94% (95% CI = 85 to 99%)

    Note: The document does not explicitly state pre-defined acceptance criteria. The "reported device performance" reflects the outcomes of the study for the upgraded assay.

    2. Sample Size Used for the Test Set and Data Provenance

    • Sample Size: n = 130
      • CME negative: 76
      • CME positive: 54
    • Data Provenance:
      • Country of Origin: Implied to be the USA, as the samples were obtained from the Mayo Clinic.
      • Retrospective or Prospective: Retrospective. The samples were "actual specimens submitted to Mayo Clinic Reference Laboratory for O&P examination," suggesting they were collected prior to the study for routine clinical purposes.

    3. Number of Experts Used to Establish the Ground Truth for the Test Set and the Qualifications of Those Experts

    • Number of Experts: Not specified.
    • Qualifications of Experts: Not specified.
      • The "Conventional Microscopic Exam (CME)" is stated as the ground truth, but the details of who performed this exam (e.g., number of microscopists, their experience, their specific qualifications for identifying Cryptosporidium) are not provided.

    4. Adjudication Method for the Test Set

    • Adjudication Method: Not specified. It's unclear if multiple Conventional Microscopic Exams were performed for each sample and how discrepancies were resolved. The results are presented as definitive CME positive/negative.

    5. If a Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study was Done

    • No, a multi-reader multi-case (MRMC) comparative effectiveness study was not done. The study compares two different assays (Upgraded vs. Original) against a conventional method, but not the improvement of human readers with AI assistance.

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

    • Yes, this study represents a standalone performance evaluation of the upgraded Cryptosporidium Antigen Detection Assay. The assay itself is the "device," and its performance is evaluated against a ground truth without human interpretation of the assay's direct output.

    7. The Type of Ground Truth Used

    • Ground Truth Type: Expert consensus (implicitly, through the Conventional Microscopic Exam). The CME is presented as the definitive determination of positive or negative for Cryptosporidium.

    8. The Sample Size for the Training Set

    • Not Applicable / Not Provided. This study describes a diagnostic assay, not a machine learning algorithm that would typically have a separate training set. The "Upgraded version" implies development work, but there's no mention of a distinct training set.

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

    • Not Applicable / Not Provided. As there's no mention of a training set, the establishment of its ground truth is not discussed.
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