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510(k) Data Aggregation

    K Number
    K093425
    Date Cleared
    2010-02-24

    (113 days)

    Product Code
    Regulation Number
    882.4560
    Why did this record match?
    Device Name :

    MAKO SURGICAL CORP ROBOTIC ARM INTERACTIVE ORTHOPEDIC SYSTEM-THA

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

    The Robotic Arm Interactive Orthopedic System (RIO) is intended to assist the surgeon in providing software defined spatial boundaries for orientation and reference information to anatomical structures during orthopedic procedures.

    The RIO is indicated for use in surgical knee and hip procedures, in which the use of stereotactic surgery may be appropriate, and where reference to rigid anatomical bony structures can be identified relative to a CT based model of the anatomy. These procedures include:

    • Unicondylar knee replacement and/or patellofemoral knee replacement
    • Total hip arthroplasty (THA)
    Device Description

    The main RIO platform includes an optical detector, computer, dedicated instrumentation, operating software, tools and accessories, drill system, and a robotic arm. The system's architecture is designed to support two main surgical applications: knee procedures (per the predicate device K081867) and THA procedures (per RIO-THA described in this 510(k) submission). With application specific hardware and software, it provides stereotactic guidance during minimally invasive orthopedic surgical procedures by using patient CT data to assist a surgeon with presurgical planning and interpretive/intraoperative navigation. RIO's robotic arm, once configured for a specific application (knee or hip), can serve as surgeon's "intelligent" tool holder or tool guide by passively constraining the preparation of an anatomical site for an orthopedic implant with software-defined spatial boundaries.

    AI/ML Overview

    The provided document describes the MAKO Surgical Corp.'s Robotic Arm Interactive Orthopedic System - THA (RIO - THA). While it confirms performance testing was done, it does not provide explicit acceptance criteria with specific numerical targets, nor does it detail a study that directly proves the device meets such criteria with quantitative results.

    However, based on the provided text, I can infer the general nature of the "acceptance criteria" and the type of study conducted.

    Here's an attempt to structure the information as requested, highlighting where specific details are missing:


    1. Table of Acceptance Criteria and Reported Device Performance

    Acceptance Criteria (Inferred)Reported Device Performance
    Setup of the system (functionality and ease of use)"Satisfied all required acceptance criteria."
    Registration process (accuracy and reliability)"Satisfied all required acceptance criteria."
    Overall accuracy and functionality of the system in THA"Satisfied all required acceptance criteria."
    Validation of intended use (e.g., proper implant placement)"Post-operative x-rays... evaluated in order to validate the system's intended use."
    "Found to support substantial equivalence."

    Note: The document states that the "results of these tests satisfied all required acceptance criteria." However, it does not provide the specific quantitative acceptance criteria themselves (e.g., "accuracy within X mm") or the numerical results achieved by the device.

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

    • Test Set Sample Size: Not explicitly stated. The document mentions "sawbone models" and "cadaveric material" without specifying the number of models or cadavers used.
    • Data Provenance: The tests were performed "in the laboratory" using "sawbone models" and "cadaveric material." This indicates a pre-clinical, prospective study design conducted in a simulated or ex-vivo environment. The country of origin for the data is not specified but is likely the USA given the submitter's address.

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

    • Number of Experts: Not specified.
    • Qualifications of Experts: Not specified. The document only mentions that "post-operative x-rays were obtained and evaluated." It does not clarify who performed this evaluation or their credentials.

    4. Adjudication Method for the Test Set

    • Adjudication Method: Not specified. It's unclear how agreement or disagreement on the "evaluation" of the post-operative x-rays was resolved or if multiple evaluators were involved.

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

    • Was an MRMC study done? No, an MRMC comparative effectiveness study is not mentioned. The study focused on the system's performance (accuracy, functionality, intended use validation) rather than comparing human reader performance with and without AI assistance.
    • Effect Size of Human Readers' Improvement with AI vs. Without AI Assistance: Not applicable, as no MRMC study was conducted.

    6. Standalone (i.e., algorithm only without human-in-the-loop performance) Study

    • Was a standalone study done? Yes, the performance data described appears to be a standalone evaluation of the RIO-THA system's capabilities in a laboratory setting. The "system level verification testing" on sawbones and cadavers directly assesses the device's accuracy and functionality in supporting THA. The "robotic arm... can serve as surgeon's 'intelligent' tool holder or tool guide by passively constraining the preparation of an anatomical site," implying its standalone functionality in guiding surgical actions.

    7. Type of Ground Truth Used

    • Ground Truth Type:
      • For the sawbone model testing: Likely defined by measurements against engineering specifications or pre-determined anatomical targets through the system's own output or independent measurement tools.
      • For the cadaveric material testing: "Post-operative x-rays were obtained and evaluated in order to validate the system's intended use." This suggests the ground truth was based on radiological assessment after the procedure to confirm the accuracy of implant placement or anatomical preparation according to surgical plans. This is a form of expert consensus (radiological evaluation) of the post-operative outcome.

    8. Sample Size for the Training Set

    • Training Set Sample Size: Not mentioned. The document describes verification testing but does not detail any machine learning component requiring a distinct training set. The RIO system uses "patient CT data to assist a surgeon with presurgical planning and interpretive/intraoperative navigation," suggesting it processes CT data, but it doesn't indicate a machine learning model that would require a "training set" in the conventional sense of AI development. It might use statistical models or pre-programmed algorithms based on anatomical datasets, but these are not explicitly described as having a "training set."

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

    • How Ground Truth for Training Set Was Established: Not applicable, as no explicit training set for a machine learning model is mentioned or implied. If the system uses pre-programmed anatomical models or statistical data, the ground truth for those would typically be established through extensive anatomical studies, medical imaging databases, and expert anatomical landmarking, but these specifics are not provided.
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