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510(k) Data Aggregation

    K Number
    K014147
    Device Name
    80 CHANNEL EEG
    Manufacturer
    Date Cleared
    2002-01-14

    (27 days)

    Product Code
    Regulation Number
    882.1400
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The 80 Channel EEG is intended to be used as an electroencephalograph: to acquire, display, store, and archive electroencephalographic signals.

    Device Description

    The 80 Channel EEG is a digital electroencephalograph

    AI/ML Overview

    This document is a 510(k) premarket notification for a medical device called the "80 Channel EEG". It seeks to demonstrate substantial equivalence to a predicate device, the "24 Channel Ambulatory EEG [FDA 510(k) K982479]". The document is a regulatory submission and does not contain detailed study information or acceptance criteria for device performance in the way typically seen for AI/ML devices.

    Therefore, for aspects related to acceptance criteria, device performance, study design, and ground truth establishment, the requested information cannot be extracted from this document.

    Here's what can be inferred or stated based on the provided text:

    1. Table of acceptance criteria and the reported device performance:

      • Not applicable / Not provided. This document is a regulatory submission for substantial equivalence, not a performance study report with specific acceptance criteria (e.g., sensitivity, specificity, accuracy) for a new clinical claim or an AI algorithm. Its focus is on establishing that the new device (80 Channel EEG) is as safe and effective as a previously cleared device (24 Channel Ambulatory EEG) for the same intended use.
    2. Sample sized used for the test set and the data provenance (e.g. country of origin of the data, retrospective or prospective):

      • Not applicable / Not provided. This document does not describe a clinical performance study with a test set. It's a submission for a device modification (increasing the number of channels for an EEG machine).
    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):

      • Not applicable / Not provided. There is no mention of an expert-adjudicated test set in this regulatory submission.
    4. Adjudication method (e.g. 2+1, 3+1, none) for the test set:

      • Not applicable / Not provided.
    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:

      • Not applicable / Not provided. This device is an electroencephalograph, not an AI-powered diagnostic tool. The submission is for a device modification (more channels), not a comparative effectiveness study involving human readers and AI.
    6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done:

      • Not applicable / Not provided. This is an EEG hardware device, not a standalone algorithm.
    7. The type of ground truth used (expert consensus, pathology, outcomes data, etc):

      • Not applicable / Not provided.
    8. The sample size for the training set:

      • Not applicable / Not provided. This document does not pertain to the development or validation of a machine learning algorithm.
    9. How the ground truth for the training set was established:

      • Not applicable / Not provided.

    Summary of available information:

    • Device Name: 80 Channel EEG
    • Predicate Device: 24 Channel Ambulatory EEG [FDA 510(k) K982479]
    • Indications for Use: The 80 Channel EEG is intended to be used as an electroencephalograph: to acquire, display, store, and archive electroencephalographic signals.
    • Nature of Submission: Special 510(k) Device Modification, suggesting a change to an existing cleared device (likely the 24 Channel EEG was the basis, and this is an upgrade to 80 channels).
    • Regulatory Decision: The FDA determined the device is substantially equivalent to predicate devices.
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    K Number
    K014146
    Device Name
    84 CHANNEL EEG
    Manufacturer
    Date Cleared
    2002-01-14

    (27 days)

    Product Code
    Regulation Number
    882.1400
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The 84 Channel EEG is intended to be used as an electroencephalograph: to acquire, display, store, and archive electroencephalographic signals.

    Device Description

    The 84 Channel EEG is a digital electroencephalograph

    AI/ML Overview

    The provided document is a 510(k) premarket notification for an XLTEK 84 Channel EEG device. It establishes substantial equivalence to a predicate device (24 Channel Ambulatory EEG [FDA 510(k) K982479]) rather than presenting a study demonstrating the device meets specific acceptance criteria based on performance metrics. Therefore, most of the requested information regarding acceptance criteria, study design, and performance metrics is not available in these documents.

    The 510(k) summary (pages 0 and 3) explicitly states that the device is "substantially equivalent" to the predicate device. This means the FDA has determined that the new device is as safe and effective as a legally marketed predicate device, and it does not typically involve the rigorous performance testing and clinical studies that would require the detailed information you've requested (such as sample sizes, ground truth establishment, MRMC studies, or standalone algorithm performance).

    Here's what can be extracted based on the provided text, and where information is missing:


    1. A table of acceptance criteria and the reported device performance

    • Acceptance Criteria: Not explicitly stated as quantifiable performance metrics for the new device. The acceptance criterion for the 510(k) submission itself is "substantial equivalence" to the predicate device.
    • Reported Device Performance: None are explicitly reported in terms of specific performance metrics (e.g., sensitivity, specificity, accuracy) within these documents. The performance is implicitly assumed to be equivalent to the predicate device.
    Acceptance CriterionReported Device Performance
    Substantial Equivalence to predicate device (24 Channel Ambulatory EEG [FDA 510(k) K982479])Met, as indicated by the FDA's clearance (K014146)
    Acquire, display, store, and archive electroencephalographic signalsImplied to meet these functional requirements, consistent with the predicate device. Specific performance metrics (e.g., signal-to-noise ratio, bandwidth) are not provided in this summary.
    (Further specific performance criteria related to EEG signal quality, artifact rejection, etc. are not detailed in this documentation.)(Not reported in the provided text.)

    Missing Information & Rationale:

    The following requested points are not applicable or cannot be answered from the provided 510(k) summary documents, as they pertain to performance studies that are not typically required or detailed in a 510(k) for substantial equivalence based on functional equivalence to a predicate device.

    • 2. Sample sized used for the test set and the data provenance (e.g. country of origin of the data, retrospective or prospective)
      • Not applicable / Not provided: There is no mention of a test set or data provenance for a performance study.
    • 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)
      • Not applicable / Not provided: No ground truth establishment activity is described for the new device's performance.
    • 4. Adjudication method (e.g. 2+1, 3+1, none) for the test set
      • Not applicable / Not provided: No test set adjudication is mentioned.
    • 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
      • Not applicable: This device is an EEG acquisition and display system, not an AI-assisted diagnostic tool. No MRMC study or AI component is mentioned.
    • 6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done
      • Not applicable: This is a hardware/software system for acquiring EEG signals, not an algorithm being evaluated in a standalone mode.
    • 7. The type of ground truth used (expert consensus, pathology, outcomes data, etc.)
      • Not applicable / Not provided: No ground truth is established for device performance in this document.
    • 8. The sample size for the training set
      • Not applicable / Not provided: No training set is mentioned as this is not an AI/ML device that learns from data.
    • 9. How the ground truth for the training set was established
      • Not applicable / Not provided: No training set or ground truth establishment for it is mentioned.

    In summary: The provided documents are a 510(k) summary and FDA clearance letter for an EEG device, focused on establishing substantial equivalence to an existing predicate device manufactured by the same company. This process generally does not involve new clinical performance studies with acceptance criteria, test sets, or ground truth establishment in the way you've described for, for example, a new diagnostic algorithm. The "study" here is the regulatory assessment of its technical characteristics and indications for use against a known predicate.

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    K Number
    K002969
    Manufacturer
    Date Cleared
    2000-12-08

    (77 days)

    Product Code
    Regulation Number
    882.1870
    Reference & Predicate Devices
    N/A
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use
    Device Description
    AI/ML Overview
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