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510(k) Data Aggregation

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

    This computed tomography system is intended to generate and process cross-sectional images of patients by computer reconstruction of x-ray transmission data.

    The images delivered by the system can be used by a trained physician as an aid in diagnosis. The images delivered by the system can be used by trained staff as an aid in diagnosis, treatment preparation and radiation therapy planning.

    This CT system can be used for low dose lung cancer screening in high risk populations *

    • As defined by professional medical societies. Please refer to clinical literature, including the results of the National Lung Screening Trial (N Engl J Med 2011: 365:395-409) and subsequent literature, for further information.

    Scan&GO:
    The in-room scan application is a planning and information system designed to perform the necessary functions required for planning and controlling scans of supported Siemens CT scanners. It allows users to work in close proximity to the scanner.

    The in-room scan application runs on standard information technology hardware and software, utilizing the standard information technology operating systems and user interface. Communication and data exchange are done using special protocols.

    Device Description

    Siemens intends to update software version, SOMARIS/10 syngo CT VA30 (Update) for Siemens SOMATOM Computed Tomography (CT) Scanner Systems with mobile workflow and 3D Camera options.

    This update includes support of additional hardware for the go. platform and includes reuse of optional postprocessing applications for Recon&GO for all scanners subject of this submission.

    The SOMATOM CT Scanner Systems that support the same software platform update include:

    • . SOMATOM go.Up
    • . SOMATOM go.Now
    • SOMATOM go.Top .
    • SOMATOM go.All .
    • . SOMATOM ao.Sim
    • . SOMATOM go.Open Pro
    • SOMATOM X.cite
    • Scan&GO Mobile Medical Application (optional mobile workflow component) .

    The subject device SOMATOM go. platform and SOMATOM X.cite with SOMARIS/10 syngo CT VA30 (update) are Computed Tomography X-ray Systems which feature one continuously rotating tubedetector system and function according to the fan beam principle. The SOMATOM go. platform and SOMATOM X.cite with software SOMARIS/10 syngo CT VA30 (update) produces CT images in DICOM format. These images can be used by trained staff for post-processing applications commercially distributed by Siemens Healthcare and other vendors. These images aid in diagnosis, treatment preparation and therapy planning support (including, but not limited to, Brachytherapy, Particle including Proton Therapy, External Beam Radiation Therapy, Surgery), The computer system delivered with the CT scanner is able to run optional post processing applications.

    The Scan&GO mobile workflow is an optional planning and information software designed to perform the necessary functions required for planning and controlling of the SOMATOM X.cite and SOMATOM go. platform CT scanners. Scan&GO can be operated on a Siemens provided tablet or personal computer that meets certain minimum technical requirements. It allows users to work in close proximity to the scanner and the patient.

    The software version for the SQMATOM go, platform and SOMATOM X.cite, syngo CT VA30 (update) (SOMARIS/10 syngo CT VA30 (update)), is a command-based program used for patient management, data management, X-ray scan control, image reconstruction, and image archive/evaluation. The software platform SOMARIS/10 syngo CT VA30 (update) is designed to support a software plugin interface to reuse a subset of stand-alone, cleared processing software applications.

    AI/ML Overview

    The Siemens Medical Solutions USA, Inc. K200524 submission describes an update to the SOMATOM X.cite and SOMATOM Go Platform CT Scanners (software version SOMARIS/10 syngo CT VA30). The submission focuses on demonstrating substantial equivalence to previously cleared devices through non-clinical testing.

    Here's an analysis of the acceptance criteria and the study that proves the device meets them, based on the provided text:

    1. Table of Acceptance Criteria and the Reported Device Performance:

    The document primarily discusses verification and validation testing, with acceptance criteria tied to the fulfillment of requirements and comparable performance to predicate devices. Specific quantitative acceptance criteria are not explicitly detailed in a separate table format within the provided text, but rather described in the "Testing Performed" column of Table S5-06.

    Feature/TestAcceptance Criteria (Implicit)Reported Device Performance
    FAST Integrated Workflow (3D Camera)FAST Isocentering: Lower isocenter deviation compared to the predicate device.
    FAST Range: Lower deviation for landmark boundaries compared to the predicate device.FAST Isocentering: "Conducted tests for the subject device FAST Isocentering demonstrated that there was a lower isocenter deviation for the subject device in comparison to the predicate device."
    FAST Range: "Conducted test demonstrated a lower deviation for landmark boundaries for the subject device in comparison to the predicate device."
    Contrast media protocolAll factory contrast protocols within limits prescribed by approved Ultravist® or Visipaque® labeling (including coronary CTA)."All factory contrast protocols are within the limits as prescribed by the approved labeling of Ultravist® or Visipaque®. (including coronary CTA contrast protocol)"
    Scan&GO Supported Hardware (optional PC and Monitor hardware)The information shown on the in-room monitor is the same as shown on tablets."With software version VA30 the additional hardware support the information shown on the in-room monitor in the same way as it is shown on the tablets."
    Electrical Safety and Electromagnetic Compatibility (EMC)Compliance with standards IEC 60601-2-44 and 60601-1-2."Electrical Safety and Electromagnetic Compatibility (EMC) testing were conducted on the subject device SOMATOM CT Scanner Systems in accordance with the following standards: 60601-2-44, and 60601-1-2." (Implies successful compliance)
    Software SpecificationsAll software specifications meet acceptance criteria."The test results show that all of the software specifications have met the acceptance criteria."
    Wireless CoexistenceSafe operation of wireless components in a shared environment without undue interference."Testing for co-existence considered for following scenarios: Co-Channel Testing, Adjacent Channel Testing, RF Interference Testing, Separation Distance/Location Testing. Scan&GO is designed to allow dynamic frequency selection and transmission power control by default in accordance with IEEE 802.11h. Adjacent channel testing is addressed by the fact that Scan&GO does not support shared medium access to Siemens Wi-Fi network. RF interference was tested by successfully ensuring that wireless communications were actively transmitting in situations where possible interference may exist."
    Customer Use Testing (Internal Clinical Use Test, External Clinical Use Test)Safe and effective performance of Scan&GO for its intended use."All tests performed meet the pre-determined acceptance criteria and demonstrate that Scan&O is safe and effective for the intended use."

    2. Sample Sizes Used for the Test Set and the Data Provenance:

    • FAST Integrated Workflow (3D Camera): "Clinical data based software validation" was conducted. The specific number of cases or patients is not quantified in the provided text. Data provenance is not explicitly stated beyond "clinical data based software validation," implying it's likely from a clinical setting, but country of origin or retrospective/prospective nature is not specified.
    • Contrast Media Protocol: The evaluation was based on factory protocols and comparison to approved drug labeling. This does not involve a "test set" in the traditional sense of patient data.
    • Scan&GO Supported Hardware: "Bench test." The sample size for this is not specified. Data provenance is a bench test, presumably conducted by the manufacturer.
    • Wireless Coexistence Testing: No specific sample size (number of wireless devices or test scenarios) is mentioned.
    • Customer Use Testing:
      • Internal Clinical Use Test: "The CT scanner customer environment is simulated in Siemens Test Cabins. For such a test, customers with clinical expertise are typically invited to perform tests." The number of "customers with clinical expertise" or individual test cases is not quantified.
      • External Clinical Use Test: "The CT scanner is tested in the environment of the clinic/hospital. Typically we perform these tests with selected customer before rollout of the CT scanner." The number of "selected customer" sites or test cases is not quantified. Data provenance is clinical environments.

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

    • For the FAST Integrated Workflow, the ground truth for "isocenter deviation" and "landmark boundaries" was established presumably by comparison to a reference or manual measurements, but the document does not specify the number or qualifications of experts involved in establishing this ground truth.
    • For the Contrast Media Protocol, the ground truth is established by the "approved labeling of Ultravist® or Visipaque®." No external experts were involved in establishing new ground truth for this test.
    • For Customer Use Testing, "customers with clinical expertise" were invited for internal tests, and "selected customer" (presumably clinical staff) performed external tests. The exact number and specific qualifications (e.g., "radiologist with 10 years of experience") are not provided.

    4. Adjudication Method for the Test Set:

    The document does not describe any explicit adjudication method (like 2+1 or 3+1) for any of the described tests. Performance for FAST Integrated Workflow appears to be based on direct measurement comparison. For customer use tests, it's implied that feedback from "customers with clinical expertise" determined meeting acceptance criteria, but no formal adjudication process is detailed.

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

    No, the document does not describe a Multi-Reader Multi-Case (MRMC) comparative effectiveness study to measure the effect size of how much human readers improve with AI vs. without AI assistance. The study focuses on the technical performance of the device's features.

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

    Yes, the testing described appears to be primarily focused on standalone algorithm/device performance for the modifications. For example:

    • FAST Isocentering and FAST Range: The measurement of deviation is a direct assessment of the algorithm's accuracy in proposing an isocenter or landmark, independent of a human reader's interpretation improvement.
    • Recon&GO features are noted as "post-processing algorithms" or "inline results methods" that appear to be integrated for improved workflow, implying their standalone function in generating these results.
    • Software Specifications and Wireless Coexistence testing inherently evaluate the algorithm and system performance without explicit human-in-the-loop assessment as the primary outcome.

    7. The Type of Ground Truth Used:

    • FAST Integrated Workflow: The ground truth for isocenter deviation and landmark boundaries seems to be based on a reference standard or manual measurements to which the device's output is compared. This is an implicit form of expert consensus or highly accurate measurement.
    • Contrast Media Protocol: The ground truth is the approved labeling of Ultravist® or Visipaque®, which serves as a regulatory and clinical standard.
    • Scan&GO Supported Hardware: The ground truth is the information shown on tablets, serving as a reference for comparison of the in-room monitor's display.
    • Software Specifications: Ground truth is defined by the software requirements/specifications themselves.
    • Wireless Coexistence Testing: Ground truth is adherence to technical standards and successful communication parameters.
    • Customer Use Testing: Ground truth seems to be based on expert opinion/feedback from "customers with clinical expertise" or "selected customer" in clinical environments, confirming the safety and effectiveness of the intended use.
    • National Lung Screening Trial (NLST): This is referenced as supportive data for lung cancer screening indications. The ground truth for this external study (NLST) would have been clinical outcomes data (e.g., biopsy-confirmed cancer, mortality). However, it's important to note this is not the ground truth created for the current device's primary testing but rather cited clinical evidence supporting an indication for use.

    8. The Sample Size for the Training Set:

    The document does not specify any sample sizes for training sets. The submission describes updates to existing CT scanner systems and software, and the testing focuses on the verification and validation of these updates against predicate devices and defined requirements. This implies the core algorithms were likely developed and trained prior to this specific update.

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

    Since no training set is mentioned, the method for establishing its ground truth is not described in this document.

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