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510(k) Data Aggregation

    K Number
    K030106
    Date Cleared
    2003-02-12

    (30 days)

    Product Code
    Regulation Number
    882.4560
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Device Name :

    STEALTHSTATION SYSTEM ADVANCED CONTOUR REGISTRATION SOFTWARE MODULE

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

    The StealthStation® System is intended as an aid for precisely locating anatomical structures in either open or percutaneous procedures. The StealthStation® System is indicated for any medical condition in which the use of stereotactic surgery may be appropriate, and where reference to a rigid anatomical structure, such as the skull, a long bone, or vertebra, can be identified relative to a CT or MR based model or fluoroscopy images of the anatomy.

    Example procedures include, but are not limited to:

    Cranial Procedures:
    Cranial Biopsies
    Tumor Resections
    Craniotomies/ Craniectomies
    Skull Base procedures
    Thalamotomies/Pallidotomies
    Pituitary Tumor Removal
    CSF Leak Repair
    Pediatric Catheter Shunt Placement
    General Catheter Shunt Placement

    ENT Procedures:
    Transphenoidal Procedures
    Intranasal Procedures
    Orbital Nerve Decompression Procedures
    Optic Nerve Decompression Procedures
    Polyposis Procedures
    Endoscopic Dacryocystorhinostomy
    Encephalocele Procedures
    Sinus procedures, such as Maxillary Antrostomies, Ethmoidectomies, Sphenoidotomies/Sphenoid Explorations, Turbinate Resections, and Frontal Sinusotomies

    Spinal Procedures:
    Spinal Implant Procedures, such as Pedicle Screw Placement

    Orthopedic Procedures:
    Total Knee Arthroplasty (Primary and Revision)
    Unicompartmental Knee Arthroplasty
    Minimally Invasive Orthopedic Procedures
    Total Hip Replacement (Primary and Revision)
    Tumor Resection and Bone/Joint Reconstruction
    Femoral Revision
    Placement of Iliosacral Screws
    Stabilization and Repair of Pelvic Fractures (Including but not Limited to Acetabular Fractures)

    Device Description

    This submission describes updates made to the StealthStation® System to include software algorithms that facilitates a different registration method.

    AI/ML Overview

    Acceptance Criteria and Study for StealthStation® System Advanced Contour Registration Software Module

    Unfortunately, the provided document {0} - {4} does not contain information related to specific acceptance criteria or an explicit study proving the device meets particular performance metrics. The document is a 510(k) summary for the StealthStation® System Advanced Contour Registration Software Module, focusing on its substantial equivalence to a predicate device and its indications for use.

    It primarily states: "As required by risk analysis, all verification and validation activities were performed by designated individual(s) and the results demonstrated substantial equivalence." While this confirms that some form of testing was done, the specifics of those tests, including quantitative acceptance criteria, reported performance, sample sizes, ground truth establishment, or expert involvement, are not detailed in this summary.

    Therefore, I cannot populate the requested table and answer many of the questions directly. The information below reflects what can be inferred or is explicitly stated within the provided text, along with the acknowledgement of missing crucial details.


    1. Table of Acceptance Criteria and Reported Device Performance

    No specific acceptance criteria or quantitative performance metrics are provided in the document. The document only states that "verification and validation activities were performed... and the results demonstrated substantial equivalence."

    Acceptance Criteria CategorySpecific Acceptance CriteriaReported Device Performance
    Device PerformanceNot specified (e.g., accuracy, precision, registration error)"Demonstrated substantial equivalence" to predicate device
    SafetyNot specifiedConforms to general controls provisions of the Act
    EffectivenessNot specifiedIntended as "an aid for precisely locating anatomical structures" as per indications for use

    2. Sample size used for the test set and the data provenance

    Not specified in the provided document. The document mentions "verification and validation activities" but does not detail the sample sizes for any test sets used, nor the provenance (country of origin, retrospective/prospective) of any data used for testing.


    3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts

    Not specified in the provided document. The document does not mention the use of experts for establishing ground truth or their qualifications.


    4. Adjudication method for the test set

    Not specified in the provided document. No details are provided regarding any adjudication methods used for a test set.


    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 specified and highly unlikely for this type of device and submission. The provided document is a 510(k) summary for a software module facilitating a different registration method for a stereotactic navigation system. It does not describe an AI system, nor does it mention any MRMC study comparing human performance with and without the device. The focus is on the device's ability to aid in precise anatomical localization during surgery.


    6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done

    Not explicitly described. The device is a "software module" for a "StealthStation® System," described as "an aid for precisely locating anatomical structures in either open or percutaneous procedures." This implies human-in-the-loop use. While the algorithm itself would have been tested in a standalone fashion for its function, the document does not distinguish between standalone algorithm testing and system-level performance. The testing for "substantial equivalence" would have focused on the full system's performance, which is inherently with a human operator.


    7. The type of ground truth used

    Not specified in the provided document. The document does not provide details on how ground truth was established for any verification or validation activities. For a stereotactic system, common ground truths might involve physical measurements against known phantoms, cadaver studies with implanted markers, or intraoperative imaging correlations, but none are mentioned here.


    8. The sample size for the training set

    Not applicable/Not specified. The document describes a "software module that facilitates a different registration method" and focuses on "substantial equivalence." There is no indication that this device uses machine learning or requires a "training set" in the modern sense of AI/ML. The "verification and validation activities" would likely involve testing the software's functionality and accuracy, not training an algorithm.


    9. How the ground truth for the training set was established

    Not applicable/Not specified, as no training set is indicated.

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