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510(k) Data Aggregation

    K Number
    K190491
    Manufacturer
    Date Cleared
    2019-08-12

    (165 days)

    Product Code
    Regulation Number
    872.3630
    Reference & Predicate Devices
    Why did this record match?
    Reference Devices :

    K153064, K060957, K102034, K073713

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

    Blue Sky Bio Zygomatic Implant System is indicated for surgical installation in the zygoma region, in cases of severe jaw resorption, in order to restore patient esthetics and chewing function. Blue Sky Bio zygomatic implants are recommended for the posterior (pre-molar) region, one implant on each side, with at least two standard dental implants in the anterior region to support a fixed restoration. Blue Sky Bio zygomatic implants may be loaded immediately when good primary stability is achieved and with appropriate occlusal loading.

    Device Description

    The purpose of this submission is to expand the Blue Sky Bio Zygomatic Implant System cleared in K153064. This submission includes abutments with two interface connection designs for attachment to the previously cleared zygomatic implants: an internal hexagon connection (with a 45° bevel) and a tapered internal hexagon connection (with a 12° taper). The internal hexagon connection abutments are provided in platforms of 3.5 mm and 4.5 mm. The tapered internal hexagon connection abutments are provided in platforms of 3.5 mm (NP) and 4.3 mm (RP). All subject abutments have an angulation of 45° and are for support of screw-retained overdenture prosthetic restorations. Except for the angulation, the subject device abutments have the same designs as corresponding abutments cleared in K153064. The abutment screws compatible with the subject device abutments were cleared in K060957 and K102034. The subject device abutments are made of titanium alloy conforming to ASTM F136. The previously cleared abutment screws also are made of material conforming to ASTM F136.

    AI/ML Overview

    Here's an analysis of the provided text regarding the acceptance criteria and the study that proves the device meets those criteria:

    The document is a 510(k) Premarket Notification from the FDA for the Blue Sky Bio Zygomatic Implant System. This type of submission relies on demonstrating substantial equivalence to a legally marketed predicate device rather than proving safety and effectiveness through extensive clinical trials. Therefore, the "acceptance criteria" and "study" described are primarily related to non-clinical performance testing to support this equivalence, particularly for an expanded indication (new abutment angulation).

    1. Table of Acceptance Criteria and Reported Device Performance

    The acceptance criteria are implied by the performance testing performed to demonstrate equivalence to the predicate device. For devices like this, the "acceptance criteria" generally align with established standards for dental implants and their components.

    Acceptance Criteria (Implied Standard)Reported Device Performance (as stated in the document)
    Biocompatibility (conformance to relevant standards for implantable materials)Biocompatibility (referenced from K153064)
    Sterilization Validation (effective sterilization method)Sterilization validation according to ISO 17665-1 and ISO 17665-2 (referenced from K153064 and K073713)
    Mechanical Strength/Fatigue Life (sufficient strength for intended use, especially under dynamic loading)Dynamic compression-bending testing of the 45° NP (3.5 mm platform) abutment on a compatible tapered internal hexagon connection 4.3 mm body diameter implant according to ISO 14801.
    Result: The fatigue limit data demonstrated that constructs of the subject device abutments in combination with the previously-cleared compatible zygomatic implants, and used according to the proposed labeling, have sufficient strength for their intended use.
    Engineering Analysis (structural integrity and design suitability)Engineering analysis
    Material Conformance (materials meet specified standards)Abutments made of titanium alloy conforming to ASTM F136; abutment screws also conform to ASTM F136.

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

    • Sample Size for Test Set: The document does not specify a precise sample size in terms of number of abutments or implants tested for the mechanical performance data. It mentions "constructs" for dynamic compression-bending testing. For ISO 14801, a typical number of samples for fatigue testing is outlined in the standard, usually involving multiple samples at different load levels to determine a fatigue limit. However, the exact number is not explicitly stated in this summary.
    • Data Provenance: The data is non-clinical performance testing performed by the manufacturer (Blue Sky Bio, LLC) or a contracted lab. It is inherently prospective in the sense that the tests were conducted specifically for this submission. There is no mention of country of origin for the data, but it can be assumed to be from a lab adhering to the relevant ISO standards typically accepted in the US for regulatory submissions.

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

    This section is not applicable as the described studies are non-clinical (mechanical and material testing), not clinical studies involving patient data or expert interpretation of medical images/outcomes. Ground truth in this context is established by adherence to specified engineering standards (e.g., ISO 14801, ASTM F136).

    4. Adjudication Method for the Test Set

    This section is not applicable for the same reasons as point 3. Adjudication methods like 2+1 or 3+1 are used for clinical studies involving human interpretation or outcome assessment.

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

    No, an MRMC comparative effectiveness study was not done. This submission explicitly states: "No clinical data were included in this submission." MRMC studies typically assess the diagnostic performance of a device or algorithm in a clinical context, often with human readers.

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

    No, a standalone performance study in the context of an algorithm or AI is not applicable here. This device is a physical dental implant system, not a software algorithm. The "standalone" performance relates to the mechanical integrity of the physical components.

    7. The Type of Ground Truth Used

    The "ground truth" for the non-clinical performance data primarily consists of established engineering standards and material specifications.

    • For mechanical testing, the ground truth is the pass/fail criteria defined by ISO 14801 (e.g., meeting a certain fatigue limit without failure).
    • For material composition, the ground truth is conformity to ASTM F136 specifications for titanium alloy.
    • For sterilization, the ground truth is validation against ISO 17665-1 and ISO 17665-2.

    8. The Sample Size for the Training Set

    This section is not applicable. The device is a physical medical device, not an AI/ML algorithm that requires a "training set."

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

    This section is not applicable for the same reasons as point 8.

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    K Number
    K151984
    Manufacturer
    Date Cleared
    2016-03-10

    (237 days)

    Product Code
    Regulation Number
    872.3630
    Reference & Predicate Devices
    Why did this record match?
    Reference Devices :

    K073713, K031747, K090154

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

    Thommen Milling abutments for CAD/CAM are intended to be used in conjunction with Thommen System dental implants in the maxillary and /or mandibular arch to provide support for crowns, bridges and overdentures.

    All digitally designed abutments for use with Thommen Milling abutments for CAD/CAM are intended to be sent to a Thommen validated milling center for manufacture.

    Device Description

    The Milling Abutment for CAD/CAM is an abutment used by a dental laboratory equipped with the 3Shape CAD/CAM System to fabricate a customized abutment made of titanium. Each patient-specific abutment is individually prescribed by the clinician. Minimum wall thickness allowed for the final abutment is 0.4 mm, maximum angulation is 20°, maximum gingival height is 7.0 mm, and total height of the abutment is no greater than 15 mm and no shorter than 4.5 mm. All digitally designed abutments for use with Thommen Milling abutments for CAD/CAM are intended to be sent to a Thommen validated milling center for manufacture. Final abutments are to be sterilized prior to intraoral placement.

    Milling Abutment for CAD/CAM is available in five diameters (3,5 mm, 4,0 mm, 5,0 mm, 6,0 mm) and two heights (12 mm and 15 mm). The Ø3.5 mm abutment is provided in the 12 mm height. All other diameters are provided in the 15 mm height. Each abutment is supplied with a corresponding screw. Milling Abutment for CAD/CAM is compatible with the Thommen Implant System ELEMENT and CONTACT implants.

    AI/ML Overview

    This document is a 510(k) Summary for a medical device called "Milling Abutment for CAD/CAM". It primarily focuses on demonstrating substantial equivalence to predicate devices, rather than establishing specific acceptance criteria and detailed performance studies with statistical analysis as typically seen for AI/ML devices or novel technologies.

    Therefore, much of the requested information cannot be directly extracted from this document, as it pertains to a different type of regulatory submission and device.

    However, I can provide the information available that is relevant to "acceptance criteria" in the context of this 510(k) submission, and the "study" (non-clinical testing) used to support its substantial equivalence.

    1. Table of Acceptance Criteria and Reported Device Performance

    The document does not present a formal table of "acceptance criteria" in the way one might expect for a diagnostic AI device (e.g., sensitivity, specificity thresholds). Instead, the "acceptance criteria" are implied by the performance standards and regulations the device must meet for substantial equivalence, and the "reported device performance" is the confirmation that these standards were met.

    Acceptance Criteria (Implied)Reported Device Performance
    Sterilization: Conformity to ISO 17665-1 and ISO 17665-2Sterilization performed according to ISO 17665-1 and ISO 17665-2.
    Biocompatibility: Conformity to ISO 10993-1Biocompatibility evaluation according to ISO 10993-1. No further testing required as materials and processing are identical to abutments cleared in K031747.
    Input/Output Validation (Accuracy): Accuracy and conformance to parameters for Thommen Milling Abutment for CAD/CAMValidation confirmed that accuracy was consistent and parameter limits were maintained in final device manufacturing for the Thommen Medical library (used with the 3Shape CAD/CAM System).
    Mechanical Strength: Conformity to ISO 14801 (Static and Dynamic Compression-Bending)Static and dynamic compression-bending testing were performed according to ISO 14801. (The document states this was done, implying the results met the standard, but specific numerical outcomes or pre-defined acceptance limits for the testing are not provided in this summary).
    Design Specifications: Minimum wall thickness, maximum angulation, gingival height, total height.Document states that for digitally designed abutments: minimum wall thickness is 0.4 mm, maximum angulation is 20°, maximum gingival height is 7.0 mm, and total height is no greater than 15 mm and no shorter than 4.5 mm. (The implication is that the design and manufacturing process adhere to these specifications, as confirmed by input/output validation).
    Substantial Equivalence: Similar intended use, technological characteristics, materials, physical dimensions to predicate devices.The document concludes: "The subject device and the predicate devices have intended use, have similar technological characteristics, and are made of similar materials. The subject device and predicate devices encompass the same range of physical dimensions... The subject and predicate devices are packaged in similar materials and to be sterilized using similar methods." This forms the primary "acceptance criterion" for this 510(k) submission.

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

    • Sample Size: The document does not specify a "test set" sample size in the context of an AI/ML algorithm evaluation. The non-clinical testing mentioned (sterilization, biocompatibility, input/output validation, mechanical testing) would have involved a sample of the manufactured devices or components, but the specific numbers are not provided in this summary.
    • Data Provenance: Not applicable in the context of clinical data for an AI/ML device. The "data" here refers to non-clinical test results from the manufacturer (Thommen Medical AG, Switzerland).

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

    • This is not applicable as the device is not an AI/ML diagnostic algorithm that requires expert-established ground truth from a test set of images or medical records. The "ground truth" for this device's performance is established by adherence to engineering standards, material properties, and manufacturing specifications.

    4. Adjudication Method for the Test Set

    • Not applicable for this type of device and submission.

    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 device is a dental abutment, a physical component, not an AI/ML software for assisting human readers.

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

    • Not applicable, as this is a physical medical device, not an algorithm.

    7. The type of ground truth used

    • The "ground truth" for validating this device's performance relies on:
      • Engineering Standards: ISO 17665-1, ISO 17665-2 (for sterilization); ISO 10993-1 (for biocompatibility); ISO 14801 (for mechanical testing).
      • Manufacturing Specifications: Established design parameters for wall thickness, angulation, height, etc., and the accuracy of the CAD/CAM library output.
      • Predicate Device Characteristics: The established safety and effectiveness of the legally marketed predicate devices to which this device is claiming "substantial equivalence."

    8. The sample size for the training set

    • Not applicable. This device does not use an AI/ML algorithm that requires a "training set."

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

    • Not applicable.
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    K Number
    K150203
    Manufacturer
    Date Cleared
    2015-10-23

    (267 days)

    Product Code
    Regulation Number
    872.3630
    Why did this record match?
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    Medentika TiBase CAD/CAM Abutments are intended for use with dental implants as a support for single or multiple tooth prostheses in the maxilla or mandible of a partially or fully edentulous patient.

    Medentika PreFace CAD/CAM Abutments are intended for use with dental implants as a support for single or multiple tooth prostheses in the maxilla or mandible of a partially or fully edentulous patient.

    Device Description

    The subject device includes two CAD/CAM abutment designs, the Medentika TiBase and the Medentika PreFace. The TiBase is a two-piece abutment used as a base when fabricating a zirconia superstructure and the PreFace is an abutment used in fabricating a full patient-specific abutment in titanium alloy. Both abutment designs are provided non-sterile and are intended to be sterilized by the clinician. Medentika Preface Abutment is available in diameters 3.0 mm to 7.0 mm. Medentika TiBase Abutment is available in diameters 3.25 mm to 7.0 mm. The specific diameters for each Series coordinate with the compatible implant systems and sizes listed below.

    TiBase is available in two post designs. TiBase Generation 1 has a conically shaped post that is 4.0 mm high and TiBase Generation 2 has a parallel walled post shape that is 5.5 mm high. PreFace is available in one cylinder height of 20 mm. The maximum angle for abutments fabricated using TiBase or PreFace is 30°, the maximum gingival height is 6 mm and the minimum post height is 4 mm.

    Medentika CAD/CAM Abutments are compatible with eleven dental implant systems. Each Medentika abutment series has a precision implant/abutment interface corresponding to the implant system predicate for that series.

    AI/ML Overview

    The provided document is a 510(k) premarket notification for Medentika CAD/CAM Abutments, asserting substantial equivalence to legally marketed predicate devices. It does not describe a study involving an AI/ML powered device, nor does it detail acceptance criteria related to such a device's performance. Instead, it focuses on non-clinical testing to demonstrate safety and effectiveness for a dental abutment. Therefore, I cannot extract the requested information regarding acceptance criteria, study design for AI/ML performance, ground truth establishment, or human-in-the-loop studies from this document.

    The "Performance Data" section (Page 6/7) explicitly states the types of non-clinical testing conducted:

    • Engineering analysis and dimensional analysis: To determine compatibility with original manufacturers' components.
    • Static and dynamic compression-bending testing: According to ISO 14801 (Dentistry – Implants – Dynamic fatigue test for endosseous dental implants).
    • Sterilization testing: According to ISO 17665-1 and ISO 17665-2 to demonstrate an SAL of 10^-6.
    • Biocompatibility testing: For cytotoxicity according to ISO 10993-5.

    The acceptance criteria would be the successful completion of these tests in accordance with the specified ISO standards and demonstrating compatibility and performance comparable to the predicate devices. However, the document does not list the quantitative acceptance criteria or the specific numerical results obtained for each test (e.g., specific fatigue life, or precise dimensional tolerances met).

    In summary, the document does not contain the information required to answer the prompt as it pertains to AI/ML device performance. The device is a physical medical device (dental abutments), and the review is for substantial equivalence based on physical and mechanical properties, not an AI/ML algorithm.

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