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510(k) Data Aggregation

    K Number
    K251342
    Date Cleared
    2025-07-16

    (77 days)

    Product Code
    Regulation Number
    892.2050
    Reference & Predicate Devices
    Predicate For
    N/A
    Why did this record match?
    Reference Devices :

    EchoPAC Software Only / EchoPAC Plug-in (K200852), EchoPAC Software Only / EchoPAC Plug-in (K170847),

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

    EchoPAC Software Only / EchoPAC Plug-in is intended for diagnostic review and analysis of ultrasound images, patient record management and reporting, for use by, or on the order of a licensed physician. EchoPAC Software Only / EchoPAC Plug-in allows post-processing of raw data images from GE ultrasound scanners and DICOM ultrasound images.

    Ultrasound images are acquired via B (2D), M, Color M modes, Color, Power, Pulsed and CW Doppler modes, Coded Pulse, Harmonic, 3D, and Real time (RT) 3D Mode (4D).

    Clinical applications include: Fetal/Obstetrics; Abdominal (including renal and GYN); Urology (including prostate); Pediatric; Small organs (breast, testes, thyroid); Neonatal and Adult Cephalic; Cardiac (adult and pediatric); Peripheral Vascular; Transesophageal (TEE); Musculo-skeletal Conventional; Musculo-skeletal Superficial; Transrectal (TR); Transvaginal (TV); Intraoperative (vascular); Intra-Cardiac; Thoracic/Pleural and Intra-Luminal.

    Device Description

    EchoPAC Software Only / EchoPAC Plug-in provides image processing, annotation, analysis, measurement, report generation, communication, storage and retrieval functionality to ultrasound images that are acquired via the GE Healthcare Vivid family of ultrasound systems, as well as DICOM images from other ultrasound systems. EchoPAC Software Only will be offered as SW only to be installed directly on customer PC hardware and EchoPAC Plug-in is intended to be hosted by a generalized PACS host workstation. EchoPAC Software Only / EchoPAC Plug-in is DICOM compliant, transferring images and data via LAN between systems, hard copy devices, file servers and other workstations.

    AI/ML Overview

    The provided 510(k) clearance letter and summary discuss the EchoPAC Software Only / EchoPAC Plug-in, including a new "AI Cardiac Auto Doppler" feature. The acceptance criteria and the study proving the device meets these criteria are primarily detailed for this AI-driven feature.

    Here's an organized breakdown of the information:


    1. Acceptance Criteria and Reported Device Performance (AI Cardiac Auto Doppler)

    Acceptance CriteriaReported Device Performance
    Feasibility score of more than 95%The verification requirement included a step to check for a feasibility score of more than 95%. (Implies this was met for the AI Cardiac Auto Doppler).
    Expected accuracy threshold calculated as the mean absolute difference in percentage for each measured parameter.The verification requirement included a step to check mean percent absolute error across all cardiac cycles against a threshold. All clinical parameters, as performed by AI Cardiac Auto Doppler without user edits, passed this check. These results indicate that observed accuracy of each of the individual clinical parameters met the acceptance criteria.
    For Tissue Doppler performance metric: Threshold not explicitly stated, but comparative values for BMI groups are provided.BMI < 25: Mean performance metric = -0.002 (SD = 0.077)
    For Flow Doppler performance metric: Threshold not explicitly stated, but comparative values for BMI groups are provided.BMI $\ge$ 25: Mean performance metric = -0.006 (SD = 0.081)
    BMI < 25: Mean performance metric = 0.021 (SD = 0.073)
    BMI $\ge$ 25: Mean performance metric = 0.003 (SD = 0.057)

    2. Sample Size and Data Provenance for the Test Set

    • Sample Size:

      • Tissue Doppler: 4106 recordings from 805 individuals.
      • Doppler Trace: 3390 recordings from 1369 individuals.
      • BMI Sub-analysis: 41 patients, 433 Doppler measurements (subset of Vivid Pioneer dataset).
    • Data Provenance: Retrospective, collected from standard clinical practices.

      • Countries of Origin: USA (several locations), Australia, France, Spain, Norway, Italy, Germany, Thailand, Philippines.

    3. Number of Experts and Qualifications for Ground Truth

    • Number of Experts:

      • Annotators: Two cardiologists.
      • Review Panel: Five clinical experts.
    • Qualifications of Experts:

      • Annotators: Cardiologists, implying medical expertise in cardiac imaging and diagnosis. They followed US ASE (American Society of Echocardiography) based annotation guidelines.
      • Review Panel: Clinical experts, implying medical professionals with experience in the relevant clinical domain.

    4. Adjudication Method for the Test Set

    The ground truth establishment process involved:

    • Two cardiologists performed initial annotations.
    • A review panel of five clinical experts provided feedback on these annotations.
    • Annotations were corrected (as needed) until a consensus agreement was achieved between the annotators and reviewers. This suggests an iterative consensus-based adjudication method.

    5. Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study

    • No MRMC comparative effectiveness study was explicitly mentioned. The provided document focuses on the standalone performance of the AI algorithm against expert-derived ground truth, not human-in-the-loop performance.
    • Therefore, an effect size of how much human readers improve with AI vs. without AI assistance is not provided.

    6. Standalone (Algorithm Only) Performance

    • Yes, a standalone performance evaluation was done. The "AI Auto Doppler Summary of Testing" section describes the performance of the AI Cardiac Auto Doppler algorithm itself, without human intervention for the critical performance metrics (e.g., "All clinical parameters, as performed by AI Cardiac Auto Doppler without user edits passed this check").

    7. Type of Ground Truth Used

    • The ground truth was established by expert consensus (two cardiologists performing annotations, reviewed and corrected by a panel of five clinical experts until consensus).
    • It was based on manual measurements and assessments of Doppler signal quality and ECG signal quality on curated images, following US ASE based annotation guidelines.

    8. Sample Size for the Training Set

    • Tissue Doppler: 1482 recordings from 4 unique clinical sites.
    • Doppler Trace: 2070 recordings from 4 unique clinical sites.

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

    • The ground truth for both development (training) and verification (testing) datasets was established using the same "truthing" process:
      • Annotators (two cardiologists) performed manual measurements after assessing Doppler signal quality and ECG signal quality of curated images.
      • These annotations followed US ASE based annotation guidelines.
      • A review panel of five clinical experts provided feedback, and corrections were made until a consensus agreement was achieved between the annotators and reviewers.
    • It is explicitly stated that the development dataset was selected from clinical sites not used for the testing dataset, ensuring independence between training and test data.
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    K Number
    K203677
    Device Name
    ViewPoint 6
    Date Cleared
    2021-01-15

    (29 days)

    Product Code
    Regulation Number
    892.2050
    Reference & Predicate Devices
    Predicate For
    Why did this record match?
    Reference Devices :

    K200852

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

    ViewPoint 6 is intended to be used in medical practices and in clinical departments and serves the purposes of diagnostic interpretation of images, electronic documentation of examinations in the form of text and images, and generation of medical reports primarily for diagnostic ultrasound.

    ViewPoint 6 provides the user the ability to include images, drawings, and charts into medical reports. ViewPoint 6 is designed to accept, transfer, display, calculate, store, and process medical images and data, and enables the user to measure and annotate the images. The medical images, which ViewPoint 6 displays to the user, can be used for diagnostic purposes.

    ViewPoint 6 is intended for professional use only. ViewPoint 6 is not intended to be used as an automated diagnosis system. ViewPoint 6 is not intended to operate medical devices in surgery related procedures.

    Device Description

    ViewPoint 6 is an image archiving and reporting software for medical practices and clinical radiological departments. It is used for diagnostic interpretation of images and other data. It provides different calculations and tools to allow for the assessment of the images and data.

    ViewPoint 6 is for professional use only and enables quick diagnostic reporting with standardized terminology. It has an intuitive graphical user interface (GUI) and is based on Microsoft Windows® with defined hardware requirements for the user to install on their computer.

    ViewPoint 6 provides exam type specific reporting forms for various medical care areas. Forms are composed of different sections with data entry fields. The documentation can include measurements, exam findings, images, and graphs. All data is saved in the ViewPoint 6 database and can be compiled to a professional report. Images and image sequences can be reviewed in the ViewPoint 6 display area based on user preference. ViewPoint 6 supports both a single workstation and a client - server setup. The number of user licenses determines how many workstations in the network have concurrent access to the database. Access can be limited to read - only functionality

    AI/ML Overview

    The document provided is a 510(k) Premarket Notification Submission for the GE Medical Systems Ultrasound & Primary Care Diagnostics, LLC's ViewPoint 6 device (K203677). This submission primarily focuses on establishing substantial equivalence to a predicate device (ViewPoint 6, K192917) and a reference device (EchoPAC Software Only, K200852).

    Based on the provided information, the 510(k) submission states that clinical studies were not required or performed to support the substantial equivalence of ViewPoint 6. Therefore, there is no detailed study data, acceptance criteria, or performance metrics within this document that would typically be associated with a clinical trial or performance evaluation study specifically proving the device meets certain acceptance criteria through direct testing.

    The conclusion explicitly states:
    "The subject of this premarket submission, ViewPoint 6, did not require clinical studies to support substantial equivalence."

    "GE Healthcare considers the ViewPoint 6 to be as safe, as effective, and performance is substantially equivalent to the predicate device."

    This means that the manufacturer is asserting the new ViewPoint 6 is functionally equivalent to the previously cleared ViewPoint 6 (K192917) and EchoPAC Software Only (K200852) based on its intended use, technological characteristics, and non-clinical performance (e.g., meeting voluntary standards, software development quality assurance measures).

    Therefore, it is not possible to provide the requested information regarding acceptance criteria, reported device performance, sample sizes, data provenance, expert qualifications, adjudication methods, MRMC studies, standalone performance, or ground truth details from the provided text, as such a study was not conducted or reported in this submission.

    The document highlights the device's adherence to voluntary standards and internal quality assurance measures in lieu of clinical performance testing for this specific 510(k) submission.

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