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510(k) Data Aggregation

    Why did this record match?
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    Hardware: The BLUEPRINT™ Glenoid Guides are patient-specific drill guides. They have been specially designed to assist in the intraoperative positioning of glenoid components used with total anatomic or reversed shoulder arthroplasty procedures using anatomic landmarks that are identifiable on patient-specific preoperative CT scans.

    Software: Blueprint® is a medical device for surgeons. Blueprint® is intended to be used as a pre-surgical planner for shoulder replacement surgery. Blueprint® requires CT scan images showing the anatomical shoulder structure in a DICOM format. Blueprint® allows surgeons to visualize, measure, reconstruct, and annotate anatomic data. Blueprint® allows surgeons to design patient specific instruments and Tornier Perform patient-matched primary reversed glenoid*) based on the pre-surgical plan. Blueprint® leads to the generation of a planning report. Blueprint® is to be used for adult men and women patients only whose bone maturity is reached and should not be used for diagnostic purpose.

    Device Description

    BLUEPRINT™ Patient Specific Instrumentation is composed of two components: BLUEPRINT™ Glenoid Guides (hardware) and Blueprint® (software).

    Hardware: The BLUEPRINT ™ Glenoid Guides are patient-specific instruments specially designed to facilitate the implantation of glenoid prostheses. The BLUEPRINT™ Glenoid Guides are designed and manufactured based on a pre-operative plan generated only by the software Blueprint®.

    Software: Blueprint® is a software connected to an Online Management System (OMS). The user interface software is installed on a computer is intended to be used by orthopedic surgeons, as a preoperative planning software for shoulder arthroplasty surgery (anatomic and reversed). It is intended to help to plan an operation by allowing surgeons to: Plan for shoulder arthroplasty cases, Position and select glenoid and humeral implants, Simulate the prosthetic range of motion, Interact with implants and different computed measurements, Generate information required to design a patient-specific glenoid components when appropriate.

    AI/ML Overview

    The provided text is a 510(k) premarket notification for the BLUEPRINT™ Patient Specific Instrumentation, which includes both hardware (Glenoid Guides) and software (Blueprint®). While it describes the device, its intended use, and comparison to predicate devices, it does not contain the detailed performance data or acceptance criteria typically found in a study report.

    Therefore, I cannot provide the requested information regarding specific acceptance criteria, reported device performance, sample sizes for test and training sets, expert qualifications, adjudication methods, or MRMC study details. The document states that "Technological differences between the subject and predicate software devices are supported by software verification and validation activities. These activities include functional tests, validation and compatibility for new implant integration, as well as the validation and reproducibility of anatomical measures, planning measures, planning features, and segmentation." However, it does not present the results or specific criteria of these activities.

    In the absence of a detailed study report within the provided text, I can only state that the document asserts that:

    • Differences in design specifications do not raise different questions of safety and effectiveness over the predicate device as demonstrated in validation testing.
    • The subject device, the BLUEPRINT™ Patient Specific Instrumentation, does not raise new questions of safety or effectiveness.
    • Differences in technological characteristics have been addressed by software verification and validation activities.

    To answer your request, a more detailed study report or validation protocol would be necessary.

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    K Number
    K221758
    Date Cleared
    2023-03-17

    (274 days)

    Product Code
    Regulation Number
    888.3660
    Why did this record match?
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The SMR Stemless Anatomic is indicated for total primary or revision shoulder joint replacement in patients suffering from disability due to:

    · non-inflammatory degenerative joint disease including osteoarthritis;

    • revision of previous surgeries of the shoulder that do not compromise the fixation (such as a failed SMR resurfacing implant);

    · glenoid arthrosis without excessive glenoid bone loss: A1, A2 and B1 according to Walch classification (SMR TT Hybrid Glenoid only).

    The SMR Stemless Anatomic is intended for uncemented use.

    Device Description

    The SMR Stemless Anatomic is a modular system comprised of a stemless core and humeral head adaptor taper. The modular components are available in various sizes and are interchangeable allowing for independent sizing and positioning. The SMR humeral heads were previously cleared (K161476, K100858), and the SMR Stemless Anatomic is compatible with the previously cleared Cemented SMR metal back Glenoid Components (K113254, K133349, K143256), Cemented SMR all polyethylene glenoid components (K100858, K130642, K153722), and SMR TT Hybrid Glenoid System (K163397).

    AI/ML Overview

    This document is a 510(k) clearance letter from the FDA for a medical device called the "SMR Stemless Anatomic." It's not a study report of an AI/ML powered medical device, and therefore does not contain the information requested in the prompt regarding acceptance criteria, study methodologies for AI performance, sample sizes, expert qualifications, or ground truth establishment relevant to an AI/ML product.

    The document discusses performance testing for a mechanical orthopedic implant, specifically a shoulder joint prosthesis, covering aspects like fatigue, micromotion, and pull-out strength. It also mentions "Clinical Data" related to the device's success in patients, comparing it to a predicate device. This is a traditional medical device clearance, not an AI/ML software as a medical device (SaMD) or AI-powered medical device.

    Therefore, I cannot extract the requested information (table of acceptance criteria with AI performance, sample sizes for AI test sets, expert details for AI ground truth, MRMC studies, etc.) from this document. The concepts and methodologies described in the prompt are specific to the evaluation and clearance of AI/ML-driven medical devices, which this document does not concern.

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    K Number
    K201391
    Date Cleared
    2021-02-16

    (265 days)

    Product Code
    Regulation Number
    888.3660
    Reference & Predicate Devices
    Why did this record match?
    Reference Devices :

    K143552, K163669

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

    The Easytech® Anatomical Shoulder System is in total shoulder repacement to treat a severely painf il and/or disabled joint resulting from osteoarthritis.

    The humeral stemless of the Easytech® Anatomical Shoulder is intended for cementless use only. The glencid components of the Easytech® Anatomical Shoulder System are intended for cemented use only.

    The patient's joint must be anatomically suited to receive the selected implants and a functional rotator cuff is necessary to use the device.

    Device Description

    The Easytech® Anatomical Shoulder is an anatomical shoulder prothesis designed for use in patients with a functional rotator cuff. The Easytech® humeral stemless (Anchor base) is used with a connector, a centered or offset humeral head, and a glenoid for use in an anatomical shoulder configuration.

    This system is designed to articulate with a glenoid component for total shoulder arthroplasty. Subject of this submission is the cementless, stemless Humeral Anchor base that is part of the Easytech® Anatomical Shoulder System. The compatible components to complete the system have been cleared previously in K111097, K123814, and K163669.

    The Easytech® Anchor base is a stemless prosthesis. The cementless Anchor base is available in diameters of 30 to 38 mm. The Anchor base has a main central post with striaes. In the periphery of the Anchor base, five retentives striaes are positioned to help with the primary fixation. The undersurface of the Anchor base, including the central post and retentive striaes, has a plasma sprayed CPTitanium and Hydroxyapatite coating without the superior surface and the female taper. The Anchor base incorporates a female taper for attachment of compatible components. This component is manufactured in Ti-6AI-4V ELI allov conforming to ISO 5832-3.

    The Anchor base can be used with a straight taper connector or a centered spacer manufactured from Ti-6Al-4V ELI alloy conforming to ISO 5832-3, a centered or offset humeral head manufactured from wrought Co-Cr-Mo alloy conforming to ISO 5832-12 and a 2 pegs or 3 or 4 pegs cemented glenoid manufactured from ultra high molecular weight polyethylene (UHMWPE) conforming to ISO 5834-2 for use in an anatomical shoulder configuration.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and the study proving the device meets them, based on the provided text:

    Acceptance Criteria and Device Performance

    Acceptance CriteriaReported Device Performance
    Primary Endpoint (Clinical Success at 24+ Months): Percentage of subjects where:
    • Adjusted Constant Score >54 AND improved from baseline >10
    • No migration or subsidence
    • No radiolucencies of the humeral or glenoid components
    • Implant integrity maintained
    • No revision surgery
    • No serious adverse device event | 91.7% (with a lower two-sided 90% confidence bound of 87.3%).
      This is compared to a performance goal for the predicate device of 92.3% and a reference margin of 10%. The lower bound (87.3%) being greater than (92.3% - 10% = 82.3%) indicated success. |
      | Adjusted Constant Score Improvement: Clinically significant improvement in Adjusted Constant Score from preoperative baseline. | Average Month 24+ Adjusted Constant Score: 99.14 (SD 18.73).
      Clinically significant improvement (p
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    K Number
    K192097
    Manufacturer
    Date Cleared
    2020-04-29

    (268 days)

    Product Code
    Regulation Number
    888.3660
    Reference & Predicate Devices
    Why did this record match?
    Reference Devices :

    K143552, K042021, K140063

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

    The Equinoxe Stemless Shoulder System is indicated for use in skeletally mature individuals with degenerative diseases of the glenohumeral joint where anatomic shoulder arthroplasty is determined by the surgeon to be the preferred method of treatment.

    Clinical indications for anatomic total shoulder arthroplasty are as follows:

    • · Osteoarthritis, osteonecrosis or post-traumatic degenerative problems
    • · Congenital abnormalities in the skeletally mature
    • · Primary and secondary necrosis of the humeral head
    • · Pathologies where arthrodesis or re sectional arthroplasty of the humeral head are not acceptable
    • · Revisions of humeral prostheses when other treatments or devices have failed (where adequate fixation can be achieved)
    • · To restore mobility from previous procedures (e.g. previous fusion)

    In the USA, the Equinoxe Stemless Shoulder is only indicated for total shoulder arthroplasty.

    The Equinoxe Stemless Shoulder humeral components are indicated for press-fit, uncemented use.

    When used in total shoulder arthroplasty, the Equinoxe Stemless Shoulder System is intended to be used with the cemented Equinoxe glenoid components.

    Device Description

    The Equinoxe Stemless Humeral Components are intended to be used with Exactech Equinoxe Stemless Humeral Heads and the Equinoxe glenoid components for use in Total Shoulder Arthroplasty. The Exactech glenoid components are indicated for cemented use. The proposed Equinoxe Stemless Humeral Components are additively manufactured from Ti-6Al-4V and have porous regions. The Equinoxe Stemless Humeral Components are available in in three sizes, with lengths between 17mm and 24mm.

    AI/ML Overview

    This FDA 510(k) K192097 premarket notification is for a medical device called the Exactech® Equinoxe® Stemless Humeral Components. It is an orthopedic implant for shoulder arthroplasty.

    It's important to note that this document describes a traditional 510(k) submission, which primarily focuses on demonstrating substantial equivalence to a legally marketed predicate device through engineering analyses and non-clinical testing. It does not involve studies with human subjects, AI algorithms, or deep learning models. Therefore, many of the requested fields (e.g., sample size for test set, number of experts for ground truth, MRMC studies, standalone AI performance, training set sample size) are not applicable to this type of device submission.

    Here's a breakdown of the available information:

    1. Table of Acceptance Criteria and Reported Device Performance

    The document does not explicitly state "acceptance criteria" in a quantitative, pass/fail numerical sense for each test. Instead, it states that the devices "perform as intended and are substantially equivalent to the identified predicate devices" based on the non-clinical testing. The "reported device performance" is the conclusion that the device passes these tests, thereby demonstrating substantial equivalence.

    Acceptance Criteria (Implicit)Reported Device Performance
    Demonstrate acceptable fatigue resistance.Passed Fatigue Testing (details not provided in summary).
    Demonstrate acceptable resistance to axial pull-out.Passed Axial Pull Out Testing (details not provided).
    Demonstrate acceptable resistance to torque-out.Passed Torque out Testing (details not provided).
    Demonstrate acceptable resistance to taper disengagement.Passed Taper Disengagement Testing (details not provided).
    Characterize porous structure to ensure appropriate properties.Passed Porous Structure Characterization (details not provided).
    Meet pyrogen limits (sterility requirements).Passed Pyrogen testing in accordance with USP , USP , and ANSI/AAMI ST72.
    Comparable indications for use to predicate."The proposed Exactech Equinoxe Stemless Shoulder components and the predicate devices have similar indications for use."
    Comparable materials/surface finish/coatings to predicate."The proposed Exactech Equinoxe Stemless Humeral Components and the predicate devices are composed of the similar biocompatible substrate materials, and the same or similar surface finish for permanent implants."
    Comparable design features to predicate."The proposed Exactech Equinoxe Stemless Shoulder components and the predicate devices have similar design features."
    Dimensionally comparable to predicate."The proposed Exactech Equinoxe Stemless Shoulder components and the predicate devices are dimensionally comparable."
    Provided sterile for single use, comparable to predicate."The proposed Exactech Equinoxe Stemless Shoulder components and the predicate devices are provided sterile for single use only."
    Conform to recognized performance standards for total shoulder replacement."The proposed Exactech Equinoxe Stemless Shoulder components and the predicate devices conform to recognized performance standards for total shoulder replacement devices."

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

    • Sample Size: The document does not specify exact sample sizes for each non-clinical test (e.g., number of units tested for fatigue). These would typically be determined by relevant ASTM or ISO standards for testing orthopedic implants, but are not detailed in this summary.
    • Data Provenance: Not applicable in the context of this device. The "data" comes from engineering and laboratory testing of the physical device components, not from patient data or clinical images. It's not retrospective or prospective in the clinical sense.

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

    Not applicable. "Ground truth" in this context is established by physical measurement against engineering specifications and industry standards for material properties, mechanical performance, and sterilization. It doesn't involve clinical experts establishing diagnoses or observations.

    4. Adjudication Method for the Test Set

    Not applicable. There's no "test set" in the sense of clinical cases requiring adjudication. The tests are physical and chemical evaluations.

    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 applicable. This is a physical orthopedic implant, not an AI-powered diagnostic or assistive device for human readers.

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

    Not applicable. This is a physical orthopedic implant, not an algorithm.

    7. The Type of Ground Truth Used

    The "ground truth" for the non-clinical tests is based on:

    • Established mechanical engineering principles.
    • Relevant ASTM/ISO International Standards for orthopedic implants.
    • FDA Guidance Documents (e.g., for sterility).
    • Material specifications (e.g., for Ti-6Al-4V).
    • Functional requirements for shoulder replacement devices.

    8. The Sample Size for the Training Set

    Not applicable. This device does not involve a "training set" as it is a physical implant, not a machine learning model.

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

    Not applicable, as there is no training set.

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