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510(k) Data Aggregation

    K Number
    K130002
    Date Cleared
    2013-06-28

    (177 days)

    Product Code
    Regulation Number
    884.2720
    Reference & Predicate Devices
    Why did this record match?
    Device Name :

    SURECALL LABOR MONITOR

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

    The SureCALL® Labor Monitor® is a transabdominal electromyography (EMG) monitor intended to measure uterine activity. It is intended for use on pregnant women who are at term (>36 completed weeks), with singleton pregnancies, using surface electrodes on the maternal abdomen. The device is intended for use by healthcare professionals in a clinical setting.

    Device Description

    The SureCALL® Labor Monitor® is a transabdominal electromyography monitor. The device consists of a Signal Conditioning Module specifically designed to collect, filter, and amplify the electromyographic (EMG) signal and a separate Control System to analyze, record, and display the EMG signal. In addition, the device has the option to record and display the input from standard FDA-cleared fetal heart rate sensor, intrauterine pressure catheter, and maternal heart rate sensor or tocodynamometers transducer device, alongside the EMG signal traces. The Signal Conditioning Module contains electronic components designed to receive a physiological signal from a set of Ag/AgCI surface electrodes placed on the subject's abdomen and amplify and filter the signal. The optional fetal heart rate, intrauterine pressure catheter, and maternal heart rate or tocodynamometer's signals originating and collected from FDA-cleared devices pass through the Signal Conditioning Module without modification. The Control System consists of an off-the-shelf laptop computer with a LabVIEW based program designed to collect, record and display electrical signals in a meaningful and easily quantifiable format.

    AI/ML Overview

    Here is the information describing the acceptance criteria and the study that proves the device meets the acceptance criteria, based on the provided text:

    Acceptance Criteria and Device Performance

    Acceptance CriteriaReported Device Performance
    Clinical Study (Uterine Contraction Detection):
    - High agreement between SureCALL® RMS and TOCO devices for uterine contraction detection.- Bootstrap agreement estimates for TOCO vs. SureCALL® RMS show above 95% agreement.
    - Minimal and non-significant peak difference between SureCALL® RMS and TOCO.- Overall mean peak difference between RMS and TOCO is 0.99 seconds (SE = 1.41), which is not significantly different from 0 at a = 0.05 level (P = 0.4901).
    - High within-patient correlation for uterine contraction detection.- Between-patient variance is 5.65 and within-patient variance is 72.89 with ICC of 0.96, suggesting that 96% of the variance is due to within-patient correlation and 4% variance is due to device to device variation.
    Multi-Reader Study (Preterm Patients):
    Due to the device's intended use for "term (>36 completed weeks)" pregnancies, the reported performance for "preterm patients" in the multi-reader study is noted, but it's important to recognize that the device is not indicated for this group.- The sensitivity ranged from 75.6% to 90.1%.
    - The extra SureCALL® event rate ranged from 3.30 to 6.12 per hour among the readers.
    - The estimated individual agreement was 0.964 (>0.8).

    Study Information:

    1. Sample size used for the test set and the data provenance:

      • The document does not specify the exact sample size for the "comprehensive clinical study" or the "multi-reader study."
      • The document does not specify the country of origin of the data or whether the study was retrospective or prospective. It only mentions the "new indications for use were substantiated by a comprehensive clinical study and a follow-up multi-reader study."
    2. Number of experts used to establish the ground truth for the test set and the qualifications of those experts:

      • The document mentions a "multi-reader study" but does not specify the number of readers (experts) or their qualifications.
    3. Adjudication method for the test set:

      • The document does not specify any adjudication method (e.g., 2+1, 3+1, none) for establishing ground truth in the "multi-reader study."
    4. 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:

      • A "multi-reader study" was conducted.
      • However, the document does not describe a comparative effectiveness study comparing human readers with AI assistance versus without AI assistance. The multi-reader study results report sensitivity, extra event rate, and individual agreement among readers in "preterm patients" – implying evaluation of the device output itself by readers, not the device's assistance to readers in interpretation of other data. It does not provide an effect size for human reader improvement with AI assistance.
    5. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done:

      • The "comprehensive clinical study" compares the SureCALL® Labor Monitor® (implicitly, its algorithm's output) against a tocodynamometer (TOCO), suggesting a standalone evaluation of the device's ability to detect uterine contractions. The results (e.g., 95% agreement with TOCO, peak difference) reflect the device's performance directly.
    6. The type of ground truth used:

      • For the "comprehensive clinical study," the ground truth for uterine contraction detection appears to be established via comparison with the tocodynamometer (TOCO). The study directly compares the SureCALL® measurements (RMS) to those from a TOCO device.
      • For the "multi-reader study," the ground truth against which reader performance (sensitivity, extra event rate, agreement) was judged is not explicitly stated but is implicitly the interpretation of the SureCALL® event detections, possibly against some established clinical standard or another reference. The document refers to "SureCALL® event rate" and "individual agreement" which suggests readers are evaluating events identified by the device.
    7. The sample size for the training set:

      • The document does not provide any information on the sample size used for a training set. The context suggests that the SureCALL® Labor Monitor® [K090145] was an existing device, and K130002 is for new indications, rather than a completely new algorithm requiring new training.
    8. How the ground truth for the training set was established:

      • The document does not provide any information on how ground truth for a training set was established.
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