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510(k) Data Aggregation
(57 days)
The DePuy Synthes Locking Condylar Plate (LCP) System is intended for buttressing multifragmentary distal femur fractures including: supracondylar, intra-articular and extraarticular condylar fractures, fractures in normal or osteopenic bone, and non-unions and malunions.
The DePuy Synthes Sacral Bar System is intended for fixation of fractures of the posterior pelvis, in areas of the posterior superior iliac spine and posterior iliac spine, for sacral fractures and fracture-dislocations of the sacro-iliac joint.
The DePuy Synthes Spiked Washer is intended for use in ligament reattachment or fixation, specifically re-adaptation of torn or avulsed ligaments.
The DePuy Synthes 4.0 mm Titanium Locking Screws are intended to be used with existing DePuy Synthes LCP® plating systems for the fixation of various long bones, such as the humerus, femur and tibia.
The DePuy Synthes 5.0/7.3 mm Cannulated Locking Screws are intended to be used with existing DePuy Synthes LCP® plating systems for the fixation of various long bones, such as the femur.
The DePuy Synthes Peri-Prosthetic Screws are intended for fixation of various long bones, such as the humerus, femur and tibia, in conjunction with DePuy Synthes Locking Plates that accept 4.0/5.0 mm locking screws. They are also for use in fixation of periprosthetic fractures, osteopenic bone, and fixation of nonunions or malunions.
The DePuy Synthes 3.5 mm Conical Screws are intended to be used with existing DePuy Synthes LCP plating systems for fixation and interfragmentary compression of various bones, such as the clavicle, scapula, olecranon, humerus, radius, ulna, pelvis, tibia and fibula, particularly in osteopenic bone.
The DePuy Synthes Spherical Washers are intended to prevent a screw head from breaking through the cortex of the bone by distributing the forces/load over a large area when used for fracture fixation of large (long) bone and bone fragments. In addition, the DePuy Synthes Spherical Washers are intended to prevent the projection of the screw head, when the screw must be inserted at an acute angle (e.g., in ankle arthrodesis).
DePuy Synthes 6.5 mm Cancellous Screws are intended for use in hindfoot and midfoot fusions, subtalar fusions, calcaneal osteotomies, midfoot reconstruction, and ankle arthrodeses.
DePuy Synthes 6.5 mm Midfoot Fusion Bolt is indicated for fracture fixation, osteotomies, nonunions, and fusions of large bones in the foot and ankle.
The DePuy Synthes 1.0mm, 1.5mm, 2.0mm, and 2.4mm Cortex Screws are intended for use in trauma procedures, reconstructive procedures, and general surgery of the hand, wrist, and other small bones and bone fragments in adults and in both children (2-12 years) and adolescents (12-21 years) in which growth plates have fused or in which growth plates will not be crossed by screw fixation. The DePuy Synthes 2. 7mm Cortex Screw is intended for fractures and osteotomies of small bones and bone fragments, including the foot, ankle, and hand in adults and in both children (2-12 years) and adolescents (12-21 years) in which growth plates have fused or in which growth plates will not be crossed by screw fixation. The DePuy Synthes 2. 7mm Cortex Screw may also be used in fusion applications in adults and adolescents (12-21 years) when used with the DePuy Synthes 2.4mm/2.7mm Variable Angle LCP Forefoot/Midfoot System (K100776) and in adults and pediatric patients (2-12 years) when used with the DePuy Synthes Ti Wrist Fusion Plate (K023879). The DePuy Synthes 3.5mm and 4.0mm Cortex Screws are intended for fixation of fractures, osteotomies and non-unions of the clavicle, scapula, olecranon, humerus, radius, ulna, pelvis, tibia, calcaneous, femur and fibula in adults and in both children (2-12 years) and adolescents (12-21 years) in which growth plates have fused or in which growth plates will not be crossed by screw fixation. The DePuy Synthes 4.5mm Cortex Screw is intended for fixation of various long bones, such as the humerus, femur and tibia. It is also for use in fixation of non-unions or mal unions in adults and in both children (2-12 years) and adolescents (12-21 years) in which growth plates have fused or in which growth plates will not be crossed by screw fixation.
The DePuy Synthes 4.0 mm Cortex Screws are intended for fixation of fractures, fusions, osteotomies, non-unions, and malunions of the clavicle, scapula, olecranon, humerus, radius, ulna, pelvis, tibia, calcaneus, femur, fibula and the bones of the foot and hand in adults and in both children (2-12 years) and adolescents (12-21 years) in which growth plates have fused or in which growth plates will not be crossed by screw fixation. The DePuy Synthes 4.5 mm Cortex Screws are intended for fixation of fractures, fusion, osteotomies, non-unions, and malunions of various long bones, such as the humerus, femur and tibia; the pelvis of the foot and hand in adults and in both children (2-12 years) and adolescents (12-21 years) in which growth plates have fused or in which growth plates will not be crossed by screw fixation. The DePuy Synthes 2.4 mm Cannulated Screws are intended for fixation of fractures, fusions, osteotomies, non-unions, and malunions of small bones in adults and in both children (2-12 years) and adolescents (12-21 years) in which growth plates have fused or in which growth plates will not be crossed by screw fixation. The DePuy Synthes 3.5 mm and 4.0 mm Cannulated Screws are intended for fixation of fractures, fusions, osteotomies, non-unions, and malunions of small bone fragments in adults and in both children (2-12 years) and adolescents (12-21 years) in which growth plates have fused or in which growth plates will not be crossed by screw fixation. The DePuy Synthes 4.5 mm Cannulated Screws are intended for fixation of fractures, fusions, osteotomies, non-unions, and malunions of long bone fragments; and the bones of the hand and foot, in adults and in both children (2-12 years) and adolescents (12-21 years) in which growth plates have fused or in which growth plates will not be crossed by screw fixation. The DePuy Synthes 6.5 mm Cannulated Screws are intended for fixation of fractures, fusions, osteotomies, non-unions, and malunions of long bones and long bone fragments, pelvis, sacrum, and the bones of the foot in adults and in both children (2-12 years) and adolescents (12-21 years) in which growth plates have fused or in which growth plates will not be crossed by screw fixation. These screws are also indicated for femoral neck fractures; slipped capital femoral epiphysis; an adjunct to DHS in basilar neck fractures; tibial plateau fractures; ankle arthrodesis; pediatric femoral neck fractures; intercondylar femur fractures; SI joint disruptions; and subtalar arthrodesis. The DePuy Synthes 7.0 mm and 7.3 mm Cannulated Screws are intended for fixation of fractures, osteotomies, non-unions, and malunions of long bone fragments, pelvis, sacrum, and the bones of the foot in adults and in both children (2-12 years) and adolescents (12-21 years) in which growth plates have fused or in which growth plates will not be crossed by screw fixation. These screws are also indicated for slipped capital femoral epiphysis; ankle arthrodesis; and subtalar arthrodesis. The DePuy Synthes 1.5 mm Headless Compression Screws are intended for fixation of intraarticular and extra-articular fractures, avulsions, malunions, and osteotomies of small bones and small bone fragments, as well as arthrodesis of small joints in adults and in both children (2-12 years) and adolescents (12-21 years) in which growth plates have fused or in which growth plates will not be crossed by screw fixation. The DePuy Synthes 2.4 mm Headless Compression Screws are intended for fixation of fractures, osteotomies, non-unions, and malunions of small bone arthrodesis in adults and in both children (2-12 years) and adolescents (12-21 years) in which growth plates have fused or in which growth plates will not be crossed by screw fixation. The DePuy Synthes 3.0 mm Headless Compression Screws are intended for fixation of intraarticular and extra-articular fractures, non-unions, and osteotomies of small bones and small bone fragments, as well as arthrodesis of small joints in adults and in both children (2-12 years) and adolescents (12-21 years) in which growth plates have fused or in which growth plates will not be crossed by screw fixation. The DePuy Synthes 4.5 mm and 6.5 mm Headless Compression Screws are indicated for fixation of fractures, fusions, osteotomies, non-unions, and malunions of various bones and bone fragments including bones of the foot, humerus, femur and tibia in adults and in both children (2-12 years) and adolescents (12-21 years) in which growth plates have fused or in which growth plates will not be crossed by screw fixation.
The DePuy Synthes 2.0 mm Quick Insertion Screws are intended for fixation of fractures, fusions, osteotomies, nonunions, and malunions of the forefoot, midfoot, and hand in patients 2 years of age and older in which growth plates have fused or in which growth plates will not be crossed by screw fixation.
The DePuy Synthes ALPS is a plate and screw system intended to treat fractures of various long bones, including the radius, ulna, humerus, tibia, fibula, and femur.
The DePuy Synthes Sterile 3.0 mm Cannulated Screw, used with the Threaded Washer, is generally intended for intra-articular fixation of small bones, such as the hand, wrist and forefoot. Specifically, it is intended for fractures of carpals and metacarpals, carpal and metacarpal arthrodesis; small fragments of the hand and wrist, and certain metatarsal phalangeal applications (in foot). The 3.0 mm Cannulated Screw, by itself is intended for fixation of small bones, such as the hand, wrist and forefoot.
The DePuy Synthes CABP System is a plate and screw system intended to treat fractures of the proximal humerus and distal tibia. Proximal humerus fractures include two-part greater tubercle fractures and fracture dislocations, two-part surgical neck fractures and fracture dislocations, three-part fractures or fracture dislocations, fractures in osteopenic bone, and nonunions and malunions. Distal tibia fractures include acute fractures in osteopenic bone, and nonunions and malunions.
The 4.0 mm locking screws feature a self-tapping tip, are solid, and have a flat head profile with rounded edges. They are available in lengths ranging from 14 mm to 62 mm. The threads just below the head of each locking screw engage with the threaded holes of the plate. The engagement of the screw to the plate shaft creates a locked fixed angle construct.
The DePuy Synthes Sacral Bar System consists of a threaded bar, washers, and nuts. The bars are fully threaded. One end of the bar has a trocar point to guide the bar through pre-drilled holes. The bars are available in lengths ranging from 120 to 260 mm, in 10 min increments. The washers that are used with this system are oval shaped and are designed to slide freely along the bars. Both rounded and straight nuts are provided with this system; the rounded nuts mate with the washers to create compression, while the straight nuts are then added to wedge against the rounded nuts to maintain compression.
The DePuy Synthes Spiked Washers are made of PEEK Optima™ LT plymer + 6% barium sulfate. There are either six or eight spikes arrayed around a center hole that will accommodate either 2.7, 3.5, 4.0, 4.5 or 6.6 mm screws.
The DePuy Synthes 4.0 mm Titanium (TI) Locking Screws feature a self-tapping tip, stardrive mechanishm, and have a flat head profile with rounded edges. They are available in lengths ranging from 14 mm to 90 mm. The threads below the head of each locking screw are designed to engage with the threaded holes of currently marketed DePuy Synthes LCP plating systems.
The DePuy Synthes 5.0/7.3 mm Cannulated Locking Screws feature self-drilling and self-tapping tips, have a flat head profile with rounded edges with a hex drive recess. They are available in additional lengths ranging from 100 – 145 mm. The threads below the head of each locking screw are designed to engage with the threaded holes of currently marketed DePuy Synthes LCP® plating systems
The DePuy Synthes Peri-Prosthetic Screws feature a self-tapping blunt tip, stardrive mechanism, and have a flat head profile with rounded edges. They are available in lengths ranging from 8 mm to 12 mm. The threads on the head of each locking screw are designed to engage with the threaded holes of currently marketed DePuy Synthes LCP® plating systems.
The DePuy Synthes 3.5 mm Conical Screws are self-tapping, have a stardrive or hex drive recess, and are manufactured from stainless steel and titanium. The 3.5 mm conical screws are available in various lengths ranging from 40-95 mm.
The DePuy Synthes Spherical Washers are round or oval in design with a slotted center hole which allows for screw angulation up to 70 degrees. They are used with 4.5 - 7.3 mm diameter screws and manufactured from Stainless Steel and Titanium.
The DePuy Synthes 6.5 mm Cancellous Screws incorporate a fully threaded shaft, 4.0 mm core diameter, and have a flat head profile with rounded edges. They are available in lengths ranging from 60 mm to 130 mm in both Stainless Steel and Titanium Alloy. The screws are provided STERILE and NON STERILE.
The DePuy Synthes 6.5 mm Midfoot Fusion Bolt is a solid metallic fixation bolt which is intended to be used in procedures involving the foot and ankle. The DePuy Synthes 6.5 mm Midfoot Fusion Bolt is partially threaded on both ends and will be available in versions composed of implant quality stainless steel and titanium alloy.
The DePuy Synthes Cortical Screws have self-tapping features, stardrive, or cruciform head recesses, and are manufactured from stainless steel, commercially pure titanium, and/or titanium alloy. Cortex screws are offered both sterile and non sterile and are available in various lengths. Screws may be used independently or with any DePuy Synthes plate which accepts 1.0 mm, 1.3 mm, 2.0 mm, 2.4 mm, 2.7 mm, 4.0 mm, and 4.5 mm cortex screws. The screws, when used in pediatric applications, may be used independently or with compatible Synthes plates which are also indicated for pediatric populations.
The DePuy Synthes Cortex, Cannulated, and Headless Compression Screws are metallic bone screws manufactured from Stainless Steel (ASTM F138), Commercially Pure Titanium (ASTM F67), and/or Titanium Alloy (ASTM F1295). The screws are available in multiple lengths and diameters, and are intended to be used as stand-alone bone screws for internal bone fixation of fractures, fusions, osteotomies, non-unions, and malunions in adults and in both children (2-12 years) and adolescents (12-21 years) in which growth plates have fused or in which growth plates will not be crossed by the screw fixation. The DePuy Synthes Cannulated and Headless Compression screws are cannulated for use with guidewires for precise placement in bone with the exception of the 1.5 mm Headless Compression Screw, which is a solid screw and therefore does not allow for instrumentation with a guide wire. The Headless Compression Screws feature threaded heads that allow for purchase in the near cortex of bone during and after implantation, potentially reducing complications associated with countersinking of traditional cortex or cannulated screws.
The DePuy Synthes 2.0 mm Quick Insertion Screws (QI Screws) are twist-off style screws comprised of a screw and post which are intended to separate at a predefined location (the breakpoint) as the screw is implanted into bone. The screws are offered with an external thread diameter of 2.0 mm and in lengths ranging from 11 mm to 18 mm to accommodate varying patient anatomy and fracture patterns in the foot and hand. The screws are made of a titanium alloy (Ti-6Al-7Nb) in accordance with ASTM F1295.
The DePuy Synthes ALPS is a plate and screw system intended to treat fractures of various long bones, including (but not limited to) the radius, ulna, humerus, tibia, fibula and femur. The ALPS utilizes a locking feature that secures the screw to the plate, enabling stable fixation to be achieved via unicortical or bicortical fixation. The locking feature consists of conical shaped, threaded screw holes in the plate that correspond wi th the conical-shaped, threaded head of the screw.
The 3.0 mm Cannulated Screw has a 3.0 mm thread diameter and a 4.0 mm head diameter. It is available in short and long thread lengths ranging from 10 mm to 40 mm. It features selfdrillinglself-tapping flutes and cancellous threads for use in cancellous bone. The screw is used in conjunction with a guide wire for precise placement in bone. The Threaded Washer has a 5.5 mm thread diameter and is 3.0 mm in length. It features exterior threads for bone purcbase in the near cortex and is cylindrically shaped to allow passage of the 3.0 mm Cannulated Screw. The washer serves to provide a buttress in the near cortex for which the screw head can compress against.
The DePuy Synthes Cannulated Angle Blade Plate is a straight plate with a blade at the head to allow for better fixation in the head of the humerus or in the distal tibia. The blade of the plate is cannulated to fit over a guide wire, allowing for the adjustment of the wire placement several times without adversely affecting the final result. There are cuts in the undersurface of the plate to reduce the surface area of the plate in contact with bone. The plate accepts 4.5 mm and 6.5 mm screws. he Cannulated Angle Blade Plate System is manufactured from stainless steel or commercially pure titanium.
This document describes the FDA's clearance of several DePuy Synthes trauma screws and plates as "MR Conditional" devices. The clearance is based on non-clinical testing demonstrating their safety in an MR environment, not on clinical performance or diagnostic accuracy. Therefore, the questions related to clinical study design (sample size, ground truth, expert adjudication, MRMC studies, standalone performance) are not applicable in this context.
Here's a breakdown of the requested information based on the provided text:
1. Table of acceptance criteria and the reported device performance
Acceptance Criteria (from ASTM standards) | Reported Device Performance (Summary) |
---|---|
Magnetically Induced Displacement Force (ASTM F2052-14): | Testing demonstrated conditional safety with respect to magnetically induced displacement force. |
Magnetically Induced Torque (ASTM F2213-06): | Testing demonstrated conditional safety with respect to magnetically induced torque. |
Radiofrequency (RF) Heating (ASTM F2182-11a): | Testing demonstrated conditional safety with respect to RF heating. |
Image Artifacts (ASTM F2119-07): | Testing demonstrated conditional safety with respect to image artifacts. |
Overall MR Safety (MR Conditional Labeling): | All listed devices (DePuy Synthes Locking Condylar Plate (LCP) System, Sacral Bar System, Spiked Washer, 4.0 mm Titanium (TI) Locking Screws, 5.0/7.3 mm Cannulated Locking Screws, Peri-prosthetic Screws, 3.5 mm Conical Screws, Spherical Washers, 6.5 mm Cancellous Screws, 6.5 mm Midfoot Fusion Bolt, Cortical Screws, Cortex Screws, Cannulated Screws, Headless Compression Screws, 2.0 mm Quick Insertion Screws, Anatomical Locking Plate System (ALPS), Sterile 3.0 mm Cannulated Screw and Threaded Washer, Cannulated Angle Blade Plate (CAEP) System) meet the criteria for MR Conditional labeling. |
2. Sample size used for the test set and the data provenance
Not applicable. The study was non-clinical (in-vitro) testing of the devices' physical properties in an MR environment, not a test set using human data.
3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts
Not applicable. The "ground truth" here is adherence to specific ASTM standards for MR safety, which are technical measurements rather than expert human interpretation.
4. Adjudication method (e.g. 2+1, 3+1, none) for the test set
Not applicable. This was non-clinical testing against engineering standards.
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 submission is for the MR Conditional status of medical implants, not for an AI diagnostic device.
6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done
Not applicable. This submission is for the MR Conditional status of medical implants, not for an AI diagnostic device.
7. The type of ground truth used (expert consensus, pathology, outcomes data, etc.)
The ground truth used was compliance with established ASTM (American Society for Testing and Materials) standards for evaluating the MR safety of medical implants. These standards involve specific experimental setups and measurement methodologies to assess:
- Magnetically induced displacement force (ASTM F2052-14)
- Magnetically induced torque (ASTM F2213-06)
- Radiofrequency (RF) heating (ASTM F2182-11a)
- Image artifacts (ASTM F2119-07)
8. The sample size for the training set
Not applicable. This was non-clinical testing of physical devices. No training set for an algorithm was involved.
9. How the ground truth for the training set was established
Not applicable. No training set for an algorithm was involved.
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(90 days)
The Synthes 1.0mm, 1.5mm, 2.0mm, and 2.4mm Cortex Screws are intended for use in trauma procedures, reconstructive procedures, and general surgery of the hand, wrist, and other small bone fragments in adults and in both children (2-12 years) and adolescents (12-21 years) in which growth plates have fused or in which growth plates will not be crossed by screw fixation.
The Synthes 2.7mm Cortex Screw is intended for fractures and osteotomies of small bones and bone fragments, including the foot, ankle, and hand in adults and in both children (2-12 years) and adolescents (12-21 years) in which growth plates have fused or in which growth plates will not be crossed by screw fixation. The Synthes 2.7mm Cortex Screw may also be used in fusion applications in adults and adolescents (12-21years) when used with the Synthes 2.4mm/2.7mm Variable Angle LCP Forefoot/Midfoot System (K100776) and in adults and pediatric patients (2-12 years) when used with the Synthes Ti Wrist Fusion Plate (K023879).
The Synthes 3.5mm and 4.0mm Cortex Screws are intended for fixation of fractures. osteotomies and non-unions of the clavicle, scapula, olecranon, humerus, radius, ulna, pelvis, tibia, calcaneous, femur and fibula in adults and in both children (2-12 years) and adolescents (12-21 years) in which growth plates have fused or in which growth plates will not be crossed by screw fixation.
The Synthes 4.5mm Cortex Screw is intended for fixation of various long bones, such as the humerus, femur and tibia. It is also for use in fixation of non-unions or malunions in adults and in both children (2-12 years) and adolescents (12-21 years) in which growth plates have fused or in which growth plates will not be crossed by screw fixation.
Screws have self-tapping features, stardrive, hexdrive, or cruciform head recesses, and are manufactured from stainless steel, commercially pure titanium, and/or titanium alloy. Cortex screws are offered both sterile and non sterile and are available in various lengths. Screws may be used independently or with any Synthes plate which accepts 1.0mm, 1.3mm, 2.0mm, 2.4mm, 2.7mm, 3.5mm, 4.0mm, and 4.5mm cortex screws. The subject screws, when used in pediatric applications, may be used independently or with compatible Synthes plates which are also indicated for pediatric populations.
The provided text describes Synthes Cortical Screws and their intended uses, focusing on expanding indications for pediatric populations. The study primarily relies on demonstrating substantial equivalence to predicate devices and does NOT involve an AI device. Therefore, many of the questions related to AI-specific studies, such as sample sizes for test/training sets, expert adjudication, MRMC studies, or standalone algorithm performance, are not applicable.
Here's an analysis of the available information:
1. Table of Acceptance Criteria and Reported Device Performance:
The document doesn't explicitly state "acceptance criteria" in a quantitative, pass/fail table format for the device as a whole. Instead, it details the basis for substantial equivalence to existing predicate devices.
Acceptance Criterion (Basis for Substantial Equivalence to Predicate Devices) | Reported Device Performance/Comparison (Synthes Cortical Screws vs. Predicates) |
---|---|
Indications for Use (Adults) | Similar indications for use in trauma, reconstructive procedures, and general surgery of various bones. |
Indications for Use (Pediatric Expansion) | Supported by published clinical literature concerning the use of existing Synthes Cortex Screws in pediatric populations (ages 2-12 years and 12-21 years), specifically where growth plates have fused or will not be crossed by screw fixation. |
Design | Similar design. |
Fundamental Product Technology | Incorporate the same fundamental product technology. |
Materials | Composed of the same materials (stainless steel, commercially pure titanium, and/or titanium alloy). |
Mechanical Properties (In Vitro Testing) | Calculations performed comparing: |
- Torsional strength
- Insertion torque
- Axial pullout
- Bending strength
(The document states these calculations "additionally support substantial equivalence" and that screw length has "no bearing on the cortical screws' performance or technical function," implying comparable performance to predicates) |
2. Sample size used for the test set and the data provenance:
- Not applicable (N/A) for an AI device. This submission concerns physical medical devices (screws). The "test set" in this context refers to the in-vitro mechanical testing conducted, not a dataset for an algorithm.
- Data Provenance: The document mentions "Published, clinical literature" to support pediatric use and "calculations comparing torsional strength, insertion torque, axial pullout, and bending strength" for mechanical properties. The specific details of these studies (e.g., number of screws tested, exact literature cited, countries of origin) are not provided in this summary. These would typically be detailed in a more comprehensive 510(k) submission.
3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts:
- N/A for an AI device. Ground truth for an AI algorithm is typically established by human experts reviewing data. For this device, "ground truth" relates to the performance characteristics of the screws, established through engineering tests and scientific literature.
4. Adjudication method for the test set:
- N/A for an AI device. Adjudication methods like "2+1" or "3+1" are used to establish consensus among multiple human reviewers for AI algorithm ground truth. This is not relevant for a physical device 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:
- No. This is not an AI device. Therefore, no MRMC comparative effectiveness study was conducted with human readers assisted by AI.
6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done:
- No. This is not an AI device.
7. The type of ground truth used:
- For the expanded pediatric indications: Published clinical literature on the use of similar Synthes Cortex Screws.
- For mechanical properties: Engineering calculations and in-vitro mechanical testing data (torsional strength, insertion torque, axial pullout, bending strength). Comparison against predicate device specifications or established industry standards would serve as the "ground truth" for demonstrating equivalence.
8. The sample size for the training set:
- N/A. This is not an AI device, so there is no "training set."
9. How the ground truth for the training set was established:
- N/A. As there is no training set for an AI algorithm, no ground truth was established for it.
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