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510(k) Data Aggregation

    K Number
    K061675
    Manufacturer
    Date Cleared
    2006-08-02

    (49 days)

    Product Code
    Regulation Number
    870.1025
    Reference & Predicate Devices
    Predicate For
    N/A
    Why did this record match?
    Reference Devices :

    K012336

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

    The Vision V x C series 4300 central station monitoring system is intended to be used to provide, using a wireless LAN for communication, centralized surveillance and documentation of patient vital sign data and arrhythmia/ST monitoring for a variable number of Escort Bedside Monitors and a variable number of UHF telemetry transmitters in the hospital environment. It is intended for use by healthcare practitioners trained in the use of the equipment only.

    The ST algorithm has been tested for accuracy of the ST segment measurement data. The significance of the ST segment changes must be determined by a physician.

    Device Description

    The Vision VxC Central Station is designed specifically to provide centralized display for up to 16 patients, storage and recording (or printing) of patient vital sign and waveform data that are being monitored at the bedside by Invivo monitors and telemetry devices.

    The Vision VxC Central Station can provide alarm detection and reporting for all vital sign parameters available to the central station for patient alarm surveillance. This alarm surveillance includes alarms reported by the bedside monitors and repeated to the central station as well as primary alarm surveillance for the patient worn WMTS telemetry transmitter device where there is no alarm notification capability on the transmitter worn by the patient.

    Arrhythmia monitoring and ST segment detection capability is available as an option. The arrhythmia feature is equipped with password protection to prevent unauthorized users from turning off arrhythmia when a patient is being monitored. When a patient is monitored by arrhythmia the system will provide continuous monitoring of lifethreatening alarms.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and study information for the Vision VxC Central Station, based on the provided 510(k) summary:

    1. Table of Acceptance Criteria and Reported Device Performance

    ParameterAcceptance Criteria (Requirement)Reported Device Performance (Results)
    Central Station
    Display TypeFlatpanel 19" LCDPass
    Central ProcessorIntel PentiumPass
    User InterfaceTouchscreen and/or mousePass
    Operating SystemMicrosoft Windows XP EmbeddedPass
    Number of Patients Monitored1 to 16 (up to 16 designated for telemetry)Pass
    Parameters MonitoredECG, Resp, IBP (SYS, DIA, MEAN), NIBP (SYS, DIAS, MEAN), SpO2, ETCO2, TempPass
    Max Parameters Monitored20Pass
    TrendingTabular for 16 patients, all parameters; up to 72 hours at 1, 2, 3, 4, 5, 15, 30, 60, 120, and 180 min. intervalsPass
    Alarm History Storage1000 events within 72 hours per patient; 20 sec per eventPass
    DocumentationThermal array recorder and/or laser printerPass
    AC Main90-130/180-260 VAC, 47-63 Hz selectable, 6 amps@115VPass
    Power Supply235 WPass
    Operating Temperature10 to 40° CPass
    Storage Temperature-40 to 75° CPass
    Relative Humidity5 to 95 %Pass
    StandardsUL 60950Pass
    Telemetry Receiver Platform
    Alarm History Storage1000 events within 72 hours per patient; 20 sec per eventPass
    DocumentationThermal array recorder and/or laser printerPass
    AC Main115/230 VAC, 60/50 Hz selectable, 4 amps@115VPass
    Power Supply235 WPass
    Input Voltage100-120 VAC / 200 - 240 VAC, selectable, 50/60 HzPass
    Input Current6 Amp max @ 115V (20A Max inrush cold start), 3 Amp max @ 230 V (10A Max inrush cold start)Pass
    Telemetry BandFCC WMTS (608-614 MHz)Pass
    Operating Temperature10 to 40° CPass
    Relative Humidity10 to 90 %Pass
    StandardsUL 60950, FCC Part 15 (Spread Spectrum)Pass
    Arrhythmia Analysis Option
    Number of Arrhythmia Channels1 to 16 (dual vector)Pass
    Types of Detected EventsAsystole, VFIB, VTACH, Couplet, High and Low Heart Rate, High Abnormal Count, Bigeminy, Trigeminy, V.RUN, V.Rhythm, Multi-Focal, R-ON-T, PausePass
    Type of AlgorithmHeuristic algorithm using template matching and feature extractionPass
    QRS Detection SensitivityAHA ≈99.88%, MIT ≈99.93%Pass
    QRS Detection Positive PredictivityAHA ≈99.89%, MIT ≈99.85%Pass
    PVC Detection SensitivityAHA ≈94.07%, MIT ≈95.44%Pass
    PVC Detection Positive PredictivityAHA ≈97.72%, MIT ≈96.60%Pass
    PVC Detection False Positive RateAHA ≈0.22%, MIT ≈0.23%Pass
    Alarm Displaysarrhythmia alarm must displayPass
    Alarm Tonesarrhythmia alarm must soundPass
    Alarm Recordingsarrhythmia alarm must generate an alarm recording if configuredPass
    Alarm Event Historyarrhythmia alarm must generate event history recordPass
    Maximum Patient Load16 patientPass
    StandardAAMI/ANSI EC 57: 1998Compliant
    ST Analysis Option
    Number of ST Channels1 to 16, but no more than arrhythmia channelsPass
    Alarmshigh and low for both vectors; can be recorded and/or stored as eventsPass
    StandardAAMI/ANSI EC 57: 1998Compliant

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

    The document states, "This device was validated using patient simulators under simulated use conditions." This indicates that the test set did not consist of real patient data. The provenance for this simulated data is not specified (e.g., country of origin). The testing would be prospective in the sense that the device was evaluated against controlled simulated conditions, but not retrospective using historical clinical patient data.

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

    Given that "patient simulators" were used, there were likely no human experts required to establish "ground truth" in the traditional sense of clinical diagnosis. The "ground truth" would have been the pre-programmed and known states of the patient simulator, which were then compared against the device's measurements and detections. The qualifications of the individuals who programmed and operated the simulators are not specified.

    4. Adjudication Method for the Test Set

    No adjudication method is mentioned for the test set, as the evaluation was against known simulator outputs rather than human interpretation that would require adjudication.

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

    No, an MRMC comparative effectiveness study was not done. The performance data focuses on the device's technical specifications and algorithm accuracy (for arrhythmia and ST analysis) against predefined standards and simulated conditions, not on comparing human reader performance with or without AI assistance.

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

    Yes, a standalone performance evaluation was done, particularly for the arrhythmia and ST analysis algorithms. The document explicitly lists performance metrics for QRS and PVC detection (Sensitivity, Positive Predictivity, False Positive Rate) based on the AHA and MIT databases. This demonstrates the algorithm's performance independent of human interaction.

    7. The Type of Ground Truth Used

    For the arrhythmia analysis, the ground truth was based on established benchmarks from the AHA (American Heart Association) and MIT (Massachusetts Institute of Technology) databases. These databases contain annotated ECG recordings where events (like QRS complexes and PVCs) have been meticulously identified and marked, often through expert review and consensus. For other general device functions (display, processing, etc.), the ground truth would be conformance to the stated technical specifications and environmental standards.

    8. The Sample Size for the Training Set

    The document does not explicitly state the sample size for the training set used for the arrhythmia and ST analysis algorithms. It mentions the "current arrhythmia detection and ST segment analysis algorithm library was replaced with the Mortara Instrument Incorporated product." It further states that "This same library is used in the Welch Allyn Acuity Central Station, which was cleared to market via 510(k) K022453." While the training set data is not provided, the implication is that the Mortara algorithm was trained on a significant dataset to achieve the reported performance on standard benchmarks.

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

    The document does not directly describe how the ground truth for the training set of the Mortara algorithms was established. However, given that these algorithms are evaluated against AHA and MIT databases for their "ground truth" performance metrics (as seen in the "Arrhythmia Analysis Option" table), it can be inferred that the training process would have also relied on highly curated and expert-annotated ECG datasets similar to, or including, segments of these recognized benchmark databases. The "heuristic algorithm using template matching and feature extraction" also points to an approach that would benefit from large, labeled datasets for developing and refining performance.

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