K Number
K192162
Manufacturer
Date Cleared
2020-03-13

(217 days)

Product Code
Regulation Number
882.5250
Panel
NE
Reference & Predicate Devices
AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
Intended Use

The NeuroVention Cranial Fixation System is intended for use as a burr hole cover and/or skull bone fixation following craniotomy, cranioplasty, or craniectomy surgery.

Device Description

The NeuroVention Cranial Fixation System is a series of burr hole covers and plates with various configurations to facilitate surgeon selection of the implant he/she determines to be most appropriate for the patient and the surgical circumstances. Each is provided non-sterile single use and is made of titanium as per ASTM F67, titanium alloy (Ti-6AI4V ELI) implantable components that comply with ASTM F136 or PEEK per ASTM F2026. Class I exempt instrumentation is available for delivery and removal: Screwdriver Adapter (handle), Torx Drivers, Forceps. Additionally, a Class II Drill bit is included to create pilot holes for the screws.

AI/ML Overview

This document, K192162, describes a 510(k) premarket notification for the "NeuroVention Cranial Fixation System." This type of submission focuses on demonstrating substantial equivalence to a legally marketed predicate device, rather than proving safety and effectiveness through extensive clinical trials. Therefore, the information provided primarily relates to mechanical performance and material biocompatibility.

Here's an analysis of the provided text in relation to your request about acceptance criteria and study proving device meets them:

Key Takeaway: This document does not describe a clinical study or an AI/algorithm-driven device. It is for a physical medical device (cranial fixation system) and relies on mechanical testing and material equivalence to demonstrate substantial equivalence to a predicate device.

Therefore, many of your requested points regarding AI/algorithm performance, human readers, ground truth establishment for training/test sets, and expert consensus are not applicable to this specific submission.

However, I can extract the relevant information from the document that addresses mechanical performance, which serves as the "study" for this type of device.


Acceptance Criteria and Reported Device Performance (Mechanical Testing)

The document primarily relies on mechanical testing to demonstrate substantial equivalence. The acceptance criteria for these tests are implicitly that the "Subject device [is] equivalent or better than the predicate devices" and that "All testing met or exceeded the requirements as established by the test protocols and applicable standards."

Here's a table summarizing the "acceptance criteria" (implied through performance comparison to predicates and standards) and the reported performance for the mechanical tests:

Acceptance Criterion (Implicit)Reported Device Performance
Withstand expected loads without failure (General)"A review of the mechanical data indicates that the components of the Subject device are capable of withstanding expected loads without failure."
Meeting established test protocols and applicable standards"All testing met or exceeded the requirements as established by the test protocols and applicable standards."
Equivalent or better mechanical strength compared to predicates"Mechanical testing shows the mechanical strength of the Subject device to be equivalent or better than the predicate devices."
"All results passed acceptance criteria and were equivalent or better when compared to the predicates."
Static CompressionPassed acceptance criteria, equivalent or better than predicates.
Skull ConformityPassed acceptance criteria, equivalent or better than predicates.
Screw Axial PushoutPassed acceptance criteria, equivalent or better than predicates.
Screw Torque to Failure per ASTM F543-13Passed acceptance criteria, equivalent or better than predicates.
Usability testing of Drill BitPassed acceptance criteria, equivalent or better than predicates.

Addressing Other Requested Information (and why some are not applicable):

  1. Sample sized used for the test set and the data provenance (e.g. country of origin of the data, retrospective or prospective):

    • Sample Size: Not specified in terms of number of physical test articles for each mechanical test. This is common for 510(k) mechanical testing summaries, where the focus is on meeting standards rather than statistical clinical significance as in a clinical trial.
    • Data Provenance: Not applicable as this is mechanical/biocompatibility testing, not clinical data from patients. The testing would have been conducted by the manufacturer or a contracted testing lab.
  2. Number of experts used to establish the ground truth for the test set and the qualifications of those experts (e.g. radiologist with 10 years of experience):

    • Not Applicable. The "ground truth" for this device is established by engineering principles, mechanical test standards (e.g., ASTM F543-13), and material specifications (e.g., ASTM F67, F136, F2026). No clinical experts (like radiologists) are involved in establishing ground truth for mechanical performance.
  3. Adjudication method (e.g. 2+1, 3+1, none) for the test set:

    • Not Applicable. Adjudication methods are relevant for subjective assessments, primarily in clinical data interpretation (e.g., reading medical images). Mechanical testing results are objective measurements against defined standards.
  4. 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 cranial fixation system, not an AI or imaging system. No human reader studies (MRMC) would be relevant here.
  5. If a standalone (i.e. algorithm only without human-in-the loop performance) was done:

    • Not Applicable. This is a physical medical device, not an algorithm.
  6. The type of ground truth used (expert concensus, pathology, outcomes data, etc):

    • Ground Truth: For mechanical testing, the "ground truth" is defined by widely accepted engineering test standards (e.g., ASTM standards) and the specifications of the predicate device. For biocompatibility, it's defined by the material's conformity to established standards (e.g., ASTM F67-13, ASTM F136, ASTM F2026) and its history of safe use as an implantable material.
  7. The sample size for the training set:

    • Not Applicable. There is no "training set" as this is not an AI/machine learning device.
  8. How the ground truth for the training set was established:

    • Not Applicable. There is no "training set" as this is not an AI/machine learning device.

In summary, the provided document is a 510(k) clearance for a traditional physical medical device. The "study" proving it meets "acceptance criteria" consists of mechanical performance testing (as outlined in the table above) and biocompatibility assessments, which demonstrated substantial equivalence to a legally marketed predicate device (Stryker Universal Neuro 3 System). The concept of AI performance metrics, expert reviews, and large human data sets is outside the scope of this type of device and submission.

§ 882.5250 Burr hole cover.

(a)
Identification. A burr hole cover is a plastic or metal device used to cover or plug holes drilled into the skull during surgery and to reattach cranial bone removed during surgery.(b)
Classification. Class II (performance standards).