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510(k) Data Aggregation

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

    BD Enteric Bacterial Panel for BD COR™ System

    BD Enteric Bacterial Panel for BD COR™ System is an automated in vitro diagnostic test for the direct qualitative detection and differentiation of enteric bacterial pathogens. BD Enteric Bacterial Panel for BD COR™ System detects nucleic acids from:

    • Salmonella spp.
    • Campylobacter spp. (C. jejuni and C. coli)
    • Shigella spp. / Enteroinvasive Escherichia coli (EIEC)
    • Shiga toxin 1 (stx1) / Shiga toxin 2 (stx2) genes (found in Shiga toxin-producing Escherichia coli [STEC]) as well as Shigella dysenteriae, which can possess a Shiga toxin gene (stx) that is identical to the stx1 gene of STEC.

    Testing is performed utilizing the BD Fecal Collection and Transport Kit. Unpreserved soft to diarrheal stool specimens from symptomatic patients with suspected acute gastroenteritis, enteritis or colitis are probed using the flocked swab and material is transferred to the BD Fecal Collection and Transport tube containing modified Cary-Blair medium. The test is performed utilizing real-time polymerase chain reaction (PCR) for the amplification of specific sequences of target DNA. The test utilizes fluorogenic sequence-specific hybridization probes for detection of the amplified DNA.

    This test is intended for use, in conjunction with clinical presentation, laboratory findings, and epidemiological information, as an aid in the differential diagnosis of Salmonella, Shigella/EIEC, Campylobacter, and Shiga toxin-producing E. coli (STEC). Results of this test should not be used as the sole basis for diagnosis, treatment, or other patient management decisions. Positive results do not rule out co-infection with other organisms that are not detected by this test and may not be the sole or definitive cause of patient illness. Negative results in the setting of clinical illness compatible with gastroenteritis may be due to infection by pathogens that are not detected by this test or non-infectious causes such as ulcerative colitis, irritable bowel syndrome, or Crohn's disease.


    BD Enteric Bacterial Panel plus for BD COR™ System

    BD Enteric Bacterial Panel plus for BD COR™ System is an automated in vitro diagnostic test for the direct qualitative detection and differentiation of enteric bacterial pathogens. BD Enteric Bacterial Panel plus for BD COR™ System detects nucleic acids from:

    • Salmonella spp.
    • Campylobacter spp. (C. jejuni and C. coli)
    • Shigella spp. / Enteroinvasive Escherichia coli (EIEC)
    • Shiga toxin 1 (stx1) / Shiga toxin 2 (stx2) genes (found in Shiga toxin-producing Escherichia coli [STEC]) as well as Shigella dysenteriae, which can possess a Shiga toxin gene (stx) that is identical to the stx1 gene of STEC.
    • Plesiomonas shigelloides
    • Vibrio spp. (V. vulnificus, V. parahaemolyticus, and V. cholerae)
    • Enterotoxigenic Escherichia coli (ETEC) heat-labile enterotoxin (LT) / heat-stable enterotoxin (ST) genes
    • Yersinia enterocolitica

    Testing is performed utilizing the BD Fecal Collection and Transport Kit. Unpreserved soft to diarrheal stool specimens from symptomatic patients with suspected acute gastroenteritis, enteritis or colitis are probed using the flocked swab and material is transferred to the BD Fecal Collection and Transport tube containing modified Cary-Blair medium. The test is performed utilizing real-time polymerase chain reaction (PCR) for the amplification of specific sequences of target DNA. The test utilizes fluorogenic sequence-specific hybridization probes for detection of the amplified DNA.

    This test is intended for use, in conjunction with clinical presentation, laboratory findings, and epidemiological information, as an aid in the differential diagnosis of Salmonella, Shigella/EIEC, Campylobacter, Shiga toxin-producing E. coli (STEC), Plesiomonas shigelloides, Vibrio spp. (V. vulnificus, V. parahaemolyticus, and V. cholerae), Enterotoxigenic Escherichia coli (ETEC) LT/ST, and Yersinia enterocolitica. Results of this test should not be used as the sole basis for diagnosis, treatment, or other patient management decisions. Positive results do not rule out co-infection with other organisms that are not detected by this test and may not be the sole or definitive cause of patient illness. Negative results in the setting of clinical illness compatible with gastroenteritis may be due to infection by pathogens that are not detected by this test or non-infectious causes such as ulcerative colitis, irritable bowel syndrome, or Crohn's disease.


    Enteric Bacterial Panel Diluent for BD COR™ System

    The Enteric Bacterial Panel Diluent for BD COR™ System is intended to be used in clinical settings according to instructions provided for aliquoting into Molecular Aliquot Tubes by the BD COR™ System. The Enteric Bacterial Panel Diluent for BD COR™ System is only for use with BD Fecal Collection and Transport Kit specimens tested on BD COR™ Systems.

    Device Description

    The BD Enteric Bacterial Panel for BD COR™ System (BD EBP for BD COR™ System) simultaneously detects pathogens responsible for gastroenteritis due to Salmonella spp., Campylobacter spp. (C. jejuni and C. coli), Shigella spp./EIEC, stx/stx1/stx2 found in Shiga toxin-producing E. coli and in Shigella dysenteriae, and an internal Sample Processing Control. The BD Enteric Bacterial Panel plus for BD COR™ Systems (BD EBP plus for BD COR™ System) additionally detects Plesiomonas shigelloides, Vibrio (V. vulnificus, V. parahaemolyticus, and V. cholerae), Enterotoxigenic E. coli (ETEC) LT/ST, Yersinia enterocolitica and an internal Sample Processing Control with a second master mix. The assays automate the testing process and minimize operator intervention from the time the sample is placed onto the BD COR™ System until results are available.

    The BD COR™ System is comprised of a single BD COR™ PX System attached to a BD COR™ MX Analyzer as described in K210585 and K224653. Once the specimens are loaded, the BD COR™ PX System performs the necessary pre-analytical steps such as vortexing, aliquoting into a diluent filled molecular aliquot tube, sorting/grouping of the secondary samples for testing by assay, pre-warming and cooling of the sample (where required), and transport of the sample into the BD COR™ MX Analyzer, where extraction, amplification and detection take place.

    Additionally, the steps of ordering tests on the instrument for specific samples will be managed directly by the user interaction with the Laboratory Information System (LIS), which communicates directly with the instrument.

    Once the clinical specimens are received in the laboratory and loaded into the transport racks, the user will not be required to directly handle the specimen again prior to result reporting and removal from the system.

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    K Number
    K253376
    Date Cleared
    2025-10-30

    (30 days)

    Product Code
    Regulation Number
    870.3300
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The OBSIDIO™ Conformable Embolic is indicated for use in the embolization of:

    • Hypervascular tumors
    • Blood vessels to occlude blood flow for controlling bleeding/hemostasis in the peripheral vasculature
    Device Description

    The OBSIDIO™ Conformable Embolic is a premixed embolic agent consisting of pre-hydrated gelatin and layered silicate, and tantalum powder (to provide for visualization under fluoroscopy). Obsidio Embolic is delivered directly through a microcatheter into the blood vessel to block blood flow to target tissue without relying on precipitation or polymerization. The material conforms to the shape of the vessel. Obsidio Embolic is packaged in a 1 mL (1 cc) syringe. The device is supplied as a sterile, single use product.

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

    The Moses fibers are intended for use with compatible laser systems in surgical procedures involving endoscopic ablation, vaporization, excision, incision, coagulation of soft tissue, and lithotripsy of calculi in the medical specialty of urology.

    Device Description

    The Moses D/F/L Laser Fibers are single-use, straight-firing delivery devices that transfer laser energy from the laser console to the treatment site. The laser energy travels within the fiber's silica glass core and exits through the distal end of the fiber. The Moses 200 D/F/L Fiber consists of a Ball Tip which aids in the passability of the small core fiber through a deflected flexible endoscope. Moses 365 D/F/L and Moses 550 D/F/L Fibers have a flat distal tip. The Moses Fibers also include an embedded RFID Chip, allowing the Laser Console to recognize fibers and limits the fibers to a single use. The Moses fibers are available in a single, box-one configurations. The Moses fibers are compatible with the (Lumenis) Pulse 120 Laser System, used for the energy delivery of the Holmium Laser Energy (Ho:YAG) from the Console. All Moses fibers have a 3-year shelf life and are provided EtO Sterilized.

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    K Number
    K250275
    Date Cleared
    2025-10-28

    (270 days)

    Product Code
    Regulation Number
    878.4400
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The PrecisePath Radiofrequency Puncture Generator and Footswitch (optional accessory) is indicated for use in general surgical procedures to cut and coagulate soft tissues.

    Device Description

    The PrecisePath Radiofrequency (RF) Puncture Generator is indicated for use in general surgical procedures to cut and coagulate soft tissue. It is designed to be used by trained medical professionals, to provide radiofrequency (RF) current for creating controlled punctures with compatible Baylis RF devices in a monopolar mode. This continuous or pulsed RF current is output at a fixed frequency within 450 kHz to 480 kHz.

    The PrecisePath Footswitch (optional accessory) may be used as an alternative to the on/off button on the generator user interface by which the user can start and stop the delivery of RF energy.

    The PrecisePath RF Puncture Generator is compatible with separately cleared Baylis radiofrequency devices and connector cables, off-the-shelf return (dispersive) electrodes that meet or exceed IEC 60601-2-2:2017, and the PrecisePath footswitch (optional accessory).

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    K Number
    K252547
    Date Cleared
    2025-10-28

    (77 days)

    Product Code
    Regulation Number
    892.2050
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The TheraSphere 360™ Y-90 Management Platform includes Treatment Planning and Activity Calculation functionalities as optional interactive tools intended for calculating the activity of TheraSphere Microspheres required at treatment time based upon the desired dose, lung shunt fraction, anticipated residual waste, and liver mass.

    The Treatment Planning and Activity Calculation functionalities include features to aid in TheraSphere Microspheres dose vial selection.

    Additionally, the TheraSphere 360 Platform includes optional post-treatment analysis functionalities to be used following treatment with TheraSphere Microspheres. For post-TheraSphere Microspheres treatment, the TheraSphere 360 Platform should only be used for the retrospective determination of dose and should not be used to prospectively calculate dose or for pre-treatment planning when there is a need for retreatment using TheraSphere Microspheres.

    Device Description

    The TheraSphere 360 Y-90 Management Platform is an end-to-end, browser-based platform that will host a wide range of resources (e.g. radioembolization activity calculations, ordering, tracking, and education) that support Authorized Users of TheraSphere Microspheres.

    The TheraSphere 360 Platform includes treatment planning functionality, activity calculation functionality, vial selection and ordering, and post-treatment analysis functionality. The treatment planning functionality and the activity calculation functionality include an interactive tool intended for calculating the activity of TheraSphere Microspheres required at the treatment time based upon the desired dose, lung shunt fraction, anticipated residual waste, and liver mass.

    The Vial Selector function allows users to select and order TheraSphere Microspheres dose vials from inventory that match desired results.

    The post-treatment analysis functionality is intended as an optional tool for post-treatment evaluation following TheraSphere Microspheres treatment.

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    K Number
    K253300
    Device Name
    Fine Osteotomy™
    Date Cleared
    2025-10-28

    (29 days)

    Product Code
    Regulation Number
    888.3030
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    Fine Osteotomy™ is a system intended for open- and closed-wedge osteotomies, treatment of bone and joint deformities, fixation of fractures and malalignment caused by injury or disease, such as osteoarthritis, of the distal femur and proximal tibia.

    Fine Osteotomy disposable instrumentation is intended to assist in pre-operative planning and/or in guiding the marking of bone and/or guiding of surgical instruments in non-acute, non-joint replacing osteotomies around the knee.

    Fine Osteotomy is a patient-specific device.

    Device Description

    The Fine Osteotomy™ System is an orthopedic fixation system used to stabilize bone fragments during corrective osteotomies of the distal femur or proximal tibia. The system supports proper alignment and promotes bone healing through rigid internal fixation.The system includes:Metallic bone plates (femoral and tibial) in open- and closed-wedge configurations.Bone screws compatible with the plates.Reusable surgical instruments for positioning and fixation.The plates and screws are made of titanium alloy Ti-6Al-4V ELI, a biocompatible material widely used in orthopedic implants.

    The closed-wedge plates now include an oblong hole to enable controlled axial compression at the osteotomy site. An additional glass-bead-blasted surface finish for the plates has been validated to meet the same smoothness requirement as the existing polished finish.The plates are low-profile, anatomically contoured, and fixed with compatible self-tapping screws. The device functions as a load-sharing internal fixation system to maintain alignment during healing.

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    K Number
    K252730
    Date Cleared
    2025-10-24

    (57 days)

    Product Code
    Regulation Number
    888.3070
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Fule Spinal Fixation System is a thoracolumbosacral pedicle screw system intended to provide immobilization and stabilization of thoracic, lumbar, and sacral spinal segments (T1 to S2) as an adjunct to fusion in skeletally mature patients for the following acute and chronic instabilities or deformities: degenerative disc disease (as confirmed by patient history and radiographic studies), spondylolisthesis, fracture, dislocation, spinal stenosis, scoliosis, kyphosis, lordosis, spinal tumor, pseudarthrosis and failed previous fusion.

    Device Description

    The Fule Spinal Fixation System consists of rods, polyaxial pedicle screws, set screws, and connectors, available in a range of sizes to accommodate different patient anatomies. Components are manufactured from titanium alloy (Ti6Al4V, ASTM F136) in accordance with ISO 5832-3.

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    K Number
    K252569
    Manufacturer
    Date Cleared
    2025-10-22

    (69 days)

    Product Code
    Regulation Number
    870.1250
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Carrier XL Delivery Catheter is intended for general intravascular use, including the peripheral, coronary and neuro vasculature for the infusion of diagnostic agents, such as contrast media, and to assist in the delivery of interventional devices, such as distal access catheters, in the neurovasculature.

    Device Description

    The Carrier XL Delivery Catheter is a single lumen, variable stiffness, composite catheter. The design facilitates the advancement of the catheter and is intended to assist the delivery of interventional devices in the peripheral and neurovasculature. The outer surface of the Carrier XL Delivery Catheter is coated with a hydrophilic coating to increase lubricity. The proximal end of the Carrier XL Delivery Catheter incorporates a luer fitting for the attachment of accessories. Two radiopaque markers at the distal end help to facilitate fluoroscopic visualization. A Steam Shaping Mandrel and Peel-away Introducer Tube are included within the tray. The Carrier XL Delivery Catheter is provided sterile, non-pyrogenic, and is intended for single use only.

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    K Number
    K250394
    Device Name
    Fine TTO™
    Date Cleared
    2025-10-21

    (251 days)

    Product Code
    Regulation Number
    888.3030
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    Fine TTO™ is a patient-specific system intended for tibial tuberosity osteotomies (TTO) in skeletally mature patients.

    The device is intended to assist in pre-operative planning and in guiding surgical instruments during the procedure, and should be used only when the anatomical landmarks required for planning can be clearly identified on the patient's radiographic images.

    Device Description

    The Fine TTO™ system is designed specifically for tibial tuberosity osteotomies to adjust the alignment and positioning of the tibia for improved knee mechanics in skeletally mature patients. This system uses advanced imaging techniques, such as X-rays and CT scans, to create precise, patient-specific surgical guides. These guides assist surgeons in accurately cutting and repositioning the tibial tuberosity, ensuring the adjustments closely match the pre-surgical planning.

    The primary function of Fine TTO™ is to facilitate precise bone cuts and ensure optimal placement according to the surgical plan, which is tailored to the patient's unique anatomy. The scientific concept behind Fine TTO™ relies on biomechanical principles of bone alignment and load distribution in the knee joint, aiming to restore the natural mechanics.

    Device design and materials:

    • Cutting Guides: Made from medical-grade polymers that are biocompatible and capable of providing the necessary rigidity and precision for bone cutting operations. These guides are designed for single use to ensure sterility and accuracy.
    • Implants (Screws): Made from titanium alloy (Ti-6Al-4V ELI), known for its strength, biocompatibility. This material is standard in orthopedic applications and helps in the fixation process post-osteotomy.

    Physical and performance characteristics:

    • The system's design ensures that the cutting guides fit precisely to the patient's bone structure, reducing the risk of intraoperative errors and improving the predictability of the surgical outcome.
    • The titanium screws used in the system provide strong, durable fixation that can withstand the mechanical forces exerted by the body weight and movement, supporting proper bone healing.
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    K Number
    K252476
    Manufacturer
    Date Cleared
    2025-10-16

    (70 days)

    Product Code
    Regulation Number
    892.2050
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The software displays medical images and data. It also includes functions for image review, image manipulation, basic measurements and 3D visualization.

    Device Description

    Viewer is a software for viewing DICOM data, such as native slices generated with medical imaging devices, axial, coronal and sagittal reconstructions, and data specific volume rendered views (e.g., skin, vessels, bone). Viewer supports basic manipulation such as windowing, reconstructions or alignment and it provides basic measurement functionality for distances and angles. Viewer is not intended for diagnosis nor for treatment planning.

    The Subject Device (Viewer) for which we are seeking clearance consists of the following software modules.

    • Viewer 5.4.2 (General Viewing)
    • Universal Atlas Performer 6.0
    • Universal Atlas Transfer Performer 6.0

    Universal Atlas Performer

    Software for analyzing and processing medical image data with Universal Atlas to create different output results for further use by Brainlab applications

    Universal Atlas Transfer Performer

    Software that provides medical image data auto-segmentation information to Brainlab applications

    When installed on a server, Viewer can be used on mobile devices like tablets. No specific application or user interface is provided for mobile devices. In mixed reality, the data and the views are selected and opened via desktop PC. The views are then "cloned" into the virtual image space of connected mixed reality glasses. Multiple users in the same room can connect to the Viewer session and view/review the data (such as already saved surgical plans) on their mixed reality glasses.

    AI/ML Overview

    The provided document describes the FDA 510(k) clearance for Brainlab AG's Viewer device. However, it explicitly states, "Viewer is not intended for diagnosis nor for treatment planning." This means the device primarily focuses on image display, manipulation, and basic measurements rather than making diagnostic or clinical decisions.

    As such, the performance data presented is related to technical functionality and accuracy of measurements rather than diagnostic accuracy against a ground truth for a medical condition. Therefore, many of the requested sections regarding diagnostic performance, ground truth, experts, and comparative effectiveness studies are not applicable in the context of this specific regulatory submission.

    Here's a breakdown of the requested information based on the provided document:


    Acceptance Criteria and Reported Device Performance

    Given the nature of the device (medical image management and processing system, not for diagnosis), the acceptance criteria and performance reported are largely functional and technical.

    Acceptance Criteria CategorySpecific Criteria/Test DescriptionReported Device Performance/Outcome
    Software FunctionalitySuccessful implementation of product specifications, incremental testing for different release candidates, testing of risk control measures, compatibility testing, cybersecurity tests. (General V&V)Passed: Documentation indicating successful completion of these tests was provided, as recommended by FDA guidance. (Enhanced level)
    Ambient Light TestDetermine Magic Leap 2 display quality for sufficient visualization in a variety of ambient lighting conditions.Passed: The display quality was determined to be sufficient. (Specific results not detailed beyond "sufficient visualization")
    Hospital Environment TestsTest compatibility of the Subject Device with various hardware platforms and compatible software.Passed: Compatibility was confirmed. (Specific platforms/software not detailed)
    Display Quality TestsMeasure and compare optical transmittance, luminance non-uniformity, and Michelson contrast of the head-mounted display (Magic Leap 2) to ensure seamless integration of real and virtual content, and maintenance of high visibility and image quality. Tests were conducted with and without segmented dimming.Passed: The tests ensured seamless integration, high visibility, and image quality. (Specific numerical results not detailed, but the outcome implies they met internal quality standards).
    Measurement Accuracy TestInexperienced test persons (3) able to place distance measurements using a Mixed Reality user interface (Magic Leap controller) with a maximal deviation of less than one millimeter in each axis compared to mouse and touch on desktop as input methods.Passed: The test concluded that the specified accuracy was achieved, meaning the maximal deviation was less than one millimeter.

    Study Details

    1. Sample size used for the test set and the data provenance:

      • Measurement Accuracy Test: 3 inexperienced test persons. No information on the number of measurements or specific datasets used.
      • Other Tests (Ambient Light, Hospital Environment, Display Quality): The sample sizes for these bench tests are not explicitly stated in terms of patient data or specific items tested, but represent functional validation of the system and its components.
      • Data Provenance: Not applicable for the described functional and accuracy tests. The device deals with DICOM data, but the specific source of that data for these tests is not mentioned as the tests focus on the device's capabilities rather than clinical diagnostic performance on a dataset.
    2. Number of experts used to establish the ground truth for the test set and the qualifications of those experts:

      • Measurement Accuracy Test: No experts were explicitly mentioned for establishing "ground truth" for the measurement accuracy test. The comparison was between different input methods (Magic Leap controller vs. mouse/touch). The "ground truth" for these measurements would likely be the known distances within the virtual environment or the established accuracy of the mouse/touch methods themselves, assumed to be accurate. The "inexperienced test persons (3)" were the subjects performing the measurements, not experts establishing ground truth.
      • Other Tests: Not applicable, as these were functional and technical performance tests not involving clinical ground truth.
    3. Adjudication method (e.g., 2+1, 3+1, none) for the test set:

      • Not applicable. The tests described are bench tests and functional validations, not clinical studies requiring adjudication of findings.
    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:

      • No MRMC comparative effectiveness study was done or is applicable. This device is cleared as a "Medical Image Management And Processing System" and explicitly states it is "not intended for diagnosis nor for treatment planning." Therefore, there is no AI assistance for human readers in a diagnostic context described, and no effect size would be reported.
    5. If a standalone (i.e. algorithm only without human-in-the loop performance) was done:

      • Not applicable in the conventional sense of a diagnostic algorithm. The device's core function is to display and manipulate images with some basic automated measurements. The measurement accuracy test (3D measurement placement) involves human interaction with the device.
    6. The type of ground truth used (expert consensus, pathology, outcomes data, etc):

      • For the Measurement Accuracy Test, the ground truth appears to be based on the established accuracy of desktop input methods (mouse and touch) for placing measurements, and the expectation of how accurately the mixed reality controller should perform relative to those. It is not an expert consensus on a clinical condition, pathology, or outcomes data.
      • For other tests (Ambient Light, Hospital Environment, Display Quality), the "ground truth" refers to engineering specifications and visual quality standards.
    7. The sample size for the training set:

      • Not applicable. This document describes a software update and clearance for an image viewing and manipulation device, not an AI/ML algorithm that requires a "training set" for diagnostic or predictive tasks.
    8. How the ground truth for the training set was established:

      • Not applicable, as there was no training set mentioned.
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