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510(k) Data Aggregation

    K Number
    K964442
    Manufacturer
    Date Cleared
    1996-12-18

    (42 days)

    Product Code
    Regulation Number
    862.3645
    Reference & Predicate Devices
    N/A
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    This in vitro method is intended to quantitatively measure valproic acid, an anticonvulsant drug, in human serum or plasma (heparin) using Syva EMIT Valproic Acid Assay on a Technicon Immuno-1 system. Measurements of valproic acid are used in the diagnosis and treatment of valproic acid overdose and in monitoring levels of valproic acid to ensure appropriate therapy.

    Device Description

    Not Found

    AI/ML Overview

    Here's an analysis of the provided text regarding the acceptance criteria and the study that proves the device meets those criteria:

    K964442 Valproic Acid Method for Bayer Technicon Immuno 1 System

    1. Table of Acceptance Criteria and Reported Device Performance

    Based on the provided information, the acceptance criteria are implicitly defined by the performance of the predicate device (Syva EMIT® Valproic Acid Assay) and the demonstration of equivalent or better performance by the Immuno 1 Valproic Acid method.

    Performance MetricAcceptance Criteria (Implied by Predicate Performance)Immuno 1 Valproic Acid Method PerformanceDoes device meet criteria?
    Minimum Detectable Conc.Not listed for predicate0.9 µg/mLNot directly comparable
    Precision (Between-Run)4.6% @ 76 µg/mL3.4% @ 50.4 µg/mL
    2.6% @ 115.4 µg/mL
    2.9% @ 132.2 µg/mLYes (Immuno 1 shows better/comparable precision across different concentrations compared to the single data point for the predicate)
    CorrelationNot directly stated for predicate (but an acceptable linear relationship with the predicate is expected)y = 0.94x - 0.22
    r = 0.996Yes (Strong positive correlation with the predicate, indicating agreement)
    Syx (Standard error of estimate)Not directly stated for predicate3.16 µg/mLIndicates good agreement with the predicate

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

    • Sample Size for Test Set: 50
    • Data Provenance: Not specified, but the study compares the Immuno 1 method with the Syva EMIT® Valproic Acid Assay using a COBAS FARA II Instrument. The source of the human serum or plasma samples is not mentioned (e.g., country of origin). The study appears to be a prospective comparison study conducted by Bayer Corporation.

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

    This type of device (in vitro diagnostic for drug measurement) does not typically rely on human expert interpretation for ground truth. The "ground truth" in this context is the measurement obtained from a recognized, established, and previously cleared method (the predicate device). Therefore, this question is not applicable to this study.

    4. Adjudication Method for the Test Set

    This question is not applicable as the comparison is between two analytical methods, not involving human interpretation that would require adjudication.

    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 question is not applicable. This is an in vitro diagnostic device for quantitative measurement of a drug, not an image-based or interpretation-based AI system that would involve human readers.

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

    Yes, the study describes the standalone performance of the Immuno 1 Valproic Acid method by comparing its measurements to those of the predicate device. There is no human-in-the-loop component for the measurement itself, as it is an automated assay.

    7. The Type of Ground Truth Used

    The "ground truth" in this study is the measurements obtained from the predicate device, the Syva EMIT® Valproic Acid Assay, performed on a COBAS FARA II Instrument. The immunoassay results from the predicate serve as the reference standard against which the new device's performance is compared for demonstrating substantial equivalence.

    8. The Sample Size for the Training Set

    This information is not provided in the summary. For an in vitro diagnostic device like this, there isn't a "training set" in the same sense as machine learning models. Instead, methods are developed and validated through a series of experiments. The presented data is likely from a validation study.

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

    Since a "training set" in the machine learning sense is not explicitly mentioned or applicable, the method for establishing its ground truth is not provided. If an analytical method development phase involved internal optimization, the "ground truth" would have likely been established through reference materials, spiked samples, or comparison to established gold-standard analytical methods (e.g., GC-MS or HPLC), but this detail is not in the provided document. The current submission focuses on the performance comparison for substantial equivalence.

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