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510(k) Data Aggregation

    K Number
    K222484
    Device Name
    Retitrack
    Date Cleared
    2023-05-09

    (265 days)

    Product Code
    Regulation Number
    886.1510
    Reference & Predicate Devices
    Predicate For
    N/A
    Why did this record match?
    510k Summary Text (Full-text Search) :

    Cary, North Carolina 27513

    Re: K222484

    Trade/Device Name: Retitrack Regulation Number: 21 CFR 886.1510
    |
    | Device Classification: | Class II (21 CFR 886.1510
    |
    | Predicate Device: | Saccadometer Plus (K152890)Class II (21 CFR 886.1510
    Device andProduct CodeClassification | Eye Movement Monitor (HLL)21 CFR 886.1510
    | Eye Movement Monitor (HLL)21 CFR 886.1510

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

    The Retitrack™ is intended for recording, viewing, and analyzing temporal characteristics of fixation and saccadic responses when viewing a visual stimulus. The Retitrack™ is intended for use by healthcare practitioners in healthcare settings (e.g., physician's office, clinic, laboratory).

    Device Description

    The Retitrack™ is a monocular, bench-top saccadometer that incorporates scanning laser ophthalmoscope (SLO) technology and eye tracking software to record, view, measure, and analyze eye motion. The Retitrack™ is comprised of an optical head containing an illumination system and an optical system; a base unit with a computer, electronics, and a power distribution system; connections for external input/output devices (e.g., monitor, keyboard, mouse, and storage media); a patient forehead and chin rest; and operational software.

    The Retitrack™ interacts with the patient by directing light from an infrared (840 nm) superluminescent diode (SLD) into the patient's eye. The only parts of the device that contact the patient are the forehead and chin rest with adjustable temple pads and an optional attachable head strap to stabilize the patient's head.

    The Retitrack™ uses the SLD light to scan the patient's retina in two dimensions while the patient is viewing a visual stimulus. The optical imaging system detects the reflected (or returned) light from the retina and creates high-resolution, digital retinal video sequences over time. The eye tracking software uses eye motion corrected frames to measure the translational retinal movement over time. The device displays the analysis of the eye motion results and saves the retinal video and a report. The Retitrack™ does not provide a diagnosis or treatment recommendation.

    The Retitrack™ has separate tests that measure fixation stability (including microsaccades and drift) and visually guided horizontal saccade tracking. The Retitrack™ can be programmed by the user with specific visual stimuli presentations, including a single fixed stimulus to measure fixation stability or two alternating stimuli in different orientations to measure horizontal saccades. For the fixation stability test, the Retitrack™ analyzes the fixation responses, including microsaccade amplitude, microsaccade frequency, microsaccade velocity, drift velocity, and drift ratio over time. For the saccade tracking tests, the Retitrack™ analyzes the saccadic responses, including duration, amplitude, target accuracy, latency, and velocity.

    AI/ML Overview

    The provided text describes the Retitrack™ device and its performance testing to demonstrate substantial equivalence to a predicate device. However, it does not explicitly state "acceptance criteria" in the format of a table or provide specific values for the device to meet. Instead, it describes various performance tests and their outcomes, implying that successful completion of these tests serves as the criteria for acceptance.

    Therefore, the following information is extracted and presented based on what is available in the text, and where specific acceptance criteria are not provided, the reported performance is described as the outcome of the validation.

    Acceptance Criteria and Device Performance

    Since explicit quantitative acceptance criteria for all aspects are not provided, the "Acceptance Criteria" column will describe the objective of the test, and the "Reported Device Performance" will detail the findings.

    Acceptance Criteria (Objective of Test)Reported Device Performance
    Verify compliance with safety standards (e.g., IEC 60601-1, IEC 60601-1-2, IEC 60825-1, ANSI Z80.36)Device demonstrated compliance with all listed standards, including IEC 60601-1:2005 + AMD2:2012 + AMD2:2020, IEC 60601-1-2:2014, IEC 60825-1:2014, and ANSI Z80.36-2021. It is classified as Group 1 scanning instrument (light hazard $\leq$ 1.32 mW at the eye) and Class 1 laser product.
    Software verification and validation (function, GUI, analysis algorithm, usability)Software functions, graphical user interface (GUI), analysis algorithm, and usability were verified and validated with representative intended users in a simulated use environment. (No specific metrics provided, but implied successful).
    Eye movement measurement accuracy and tracking performance (bench testing)Demonstrated accuracy and tracking performance. (No specific metrics provided, but implied successful). Spatial resolution reported as < 1.2 arc min.
    Optical subsystem and visual stimulus/fixation display performance (bench testing)Verified performance. (No specific metrics provided, but implied successful).
    Mechanical and electrical hardware safety and reliability (bench testing)Demonstrated safety and reliability. (No specific metrics provided, but implied successful).
    Performance under environmental operating, storage, and transport conditions (bench testing)Verified performance. (No specific metrics provided, but implied successful).
    Validate intended use for recording, viewing, measuring, and analyzing temporal characteristics of fixation and saccadic responsesFixation and saccade measurements were successfully measured for all 21 human subjects. A linear relationship with excellent correlation was found between the expected and measured retinal response for saccade amplitude and velocity measurements.
    Compare retinal and pupil tracking methods for saccade measurementLinear regression and agreement analyses demonstrated good agreement between pupil and retinal tracking methods for saccade amplitude, latency, and velocity measurements. Retitrack™ (480 Hz) velocity measurement was, on average, 1.5 times (95% CI of 1.2 to 1.8 times) faster than a conventional pupil-based system (60 Hz).

    Study Details:

    1. Sample Size Used for the Test Set and Data Provenance:

      • Test Set Sample Size: 21 human subjects (ages 21-55 for the intended use validation, ages 19-53 for retinal vs. pupil comparison).
        • For the intended use validation: The study used 10-second human eye movement videos, with >200 videos for fixation stability and >300 videos for horizontal saccade tracking.
      • Data Provenance: The document does not specify the country of origin for the human subject data. It also does not explicitly state whether the study was retrospective or prospective, but the description of "human subjects" and "recorded... while pupil videos were recorded simultaneously" implies a prospective data collection.
    2. Number of Experts Used to Establish Ground Truth for the Test Set and Qualifications:

      • The document does not provide information on the number of experts used or their qualifications for establishing ground truth for the test set. The ground truth appears to be based on the device's ability to accurately measure expected responses or on comparative analysis with another tracking method, rather than expert consensus on a diagnosis or interpretation.
    3. Adjudication Method for the Test Set:

      • The document does not specify any adjudication method for the test set. The validation seems to rely on quantitative measurement comparisons and correlations rather than subjective interpretations requiring adjudication.
    4. Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study:

      • No, an MRMC comparative effectiveness study was not done in the context of human readers improving with AI vs. without AI assistance. The device is an "Eye Movement Monitor" and the studies reported focus on its measurement accuracy and equivalence to other tracking methods, not on assisting human interpretation of images or data.
    5. Standalone Performance (Algorithm Only without Human-in-the-Loop Performance):

      • Yes, standalone performance was assessed. The device itself is an automated measurement tool. The performance tests described (e.g., "Fixation and saccade measurements were successfully measured for all subjects," "linear relationship... found between the expected response and the measured retinal response," "good agreement between the pupil and retinal tracking methods") refer to the algorithm's direct measurement capabilities without human interpretation as part of the primary output.
    6. Type of Ground Truth Used:

      • The ground truth appears to be based on:
        • Expected responses: For saccade amplitude and velocity, the device's measurements were compared against "expected response" (likely defined by the stimulus presented).
        • Comparative method: For retinal vs. pupil tracking, the ground truth for comparison was the "pupil videos... processed with a standalone pupil tracking algorithm."
      • This is not typical "expert consensus" or "pathology" ground truth as might be seen for diagnostic imaging devices. It's an engineering and physiological measurement validation.
    7. Sample Size for the Training Set:

      • The document does not provide information on the sample size used for the training set.
    8. How the Ground Truth for the Training Set Was Established:

      • The document does not provide information on how the ground truth for an implied training set (if any for the analysis algorithm's development) was established.
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    K Number
    K152890
    Date Cleared
    2016-08-11

    (316 days)

    Product Code
    Regulation Number
    886.1510
    Reference & Predicate Devices
    Predicate For
    Why did this record match?
    510k Summary Text (Full-text Search) :

    Re: K152890 Trade/Device Name: Saccadometer Plus and Saccadometer Advanced Regulation Number: 21 CFR 886.1510
    Saccadometer Advanced

    Common or usual name: Saccadometer

    Classification name: EYE MOVEMENT MONITOR (21 CFR 886.1510

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

    Measuring temporal characteristics of saccadic refixation responses when viewing lateral visual stimulus and identifying the individual time delays of moving the eyes toward the stimuli.

    Device Description

    The Saccadometer system measures eye movements in horizontal axis with temporal 1kHz and spatial resolution < 5 arc min. The system incorporates a built in visual target presentation using miniature laser projectors mounted on the sensor forehead plate. Saccadometer Plus is equipped with three red laser projectors with 10° separation. Saccadometer Advanced has additional extra green laser and it allows to perform more complex saccadic task. Information about eye movement is acquired by analyzing the infrared light reflected from eye orbit. The left and right eve orbit are illuminated by two infrared LEDs, providing eve surface irradiance below 1mW/cm-(operating condition). Due to the conjugacy and synchronicity of the saccadic eye movements, the rotation of left and right eyes, can be added and averaged. The inner canthi of the left and right eyes are illuminated with the low intensity IR. The difference between the amounts of IR reflected back from the eye surfaces toward the photodetecting circuitry, carries the information about the eye position changes. The eye landmarks are taking part in generation of the eye movement signal. The corneal bulge and the limbus (the border between darker iris and white sclera). Main contributor to the eye movement signal is the corneal bulge. Being the relative eye position measurement system, it requires to define the initial eye position. It means that at the beginning of every measurement, a steady eye fixation point needs to be provided. In Saccadometer the central fixation target serves this purpose. The Saccadometer Plus and Saccadometer Advanced systems are composed of: - proprietary hardware and firmware, enclosed in - examination control unit with 2 x 1.5V AA batteries, and the - eye movement sensor with integrated miniature laser spot projectors - proprietary software application LatencyMeter. - optical fiber to USB data transmitter

    AI/ML Overview

    The provided FDA 510(k) summary for the Saccadometer Plus and Saccadometer Advanced devices describes performance data, but does not explicitly state "acceptance criteria" in a quantitative, pass/fail manner typical for clinical trials or formal validation studies. Instead, it presents results of various tests demonstrating the device's characteristics and performance.

    Therefore, the table below will list the reported device performance characteristics based on the provided text, rather than explicitly stated acceptance criteria. For questions where the information is not provided in the document, it will be stated as "Not provided."


    Acceptance Criteria and Reported Device Performance

    Characteristic / Acceptance Criteria TypeReported Device Performance
    Saccade Detection Algorithm AccuracyMean absolute error of saccadic latency measurement is below 2 ms. The influence of parameters of pseudosaccade course (amplitude, rising edge, trigger to slope delay-simulated latency) changes on the latency of measurement error is also below the value 1ms.
    Measurement LinearityMean averaged maximal linearity error for range ±15 degrees was observed. Linearity error increased with the increase of measurement ranges, but it is noted that human fixation has an error of ±0.3 degrees. The device is primarily used for ±10 degree measurement range.
    Spatial ResolutionAll gathered results were within the declared measurement resolution (5 arcmin or better). The device's eye movement sensor has a spatial resolution < 5 arc min.
    Temporal Resolution and BandwidthEye movement measurement bandwidth (defined as -3dB amplitude loss) is 0 - 200 Hz. Measurement temporal resolution - digitized signal output rate- is 1000 Hz. The device has a temporal resolution of 1kHz.
    Reliability (Test-Retest)Analysis did not reveal any significant difference between the saccadic parameters measured in the test experiment and retest. Results showed high test-retest reliability and did not differ significantly within the session.
    Electrical Safety and EMCComplies with standard IEC 60601-1 and 60601-1-2:2014 (emission and immunity).
    BiocompatibilityPrimary component (polyamide/synthetic rubber elastic tape) has OEKO-TEX 100 certificate. Other materials (silicone nose pads, PVC cable insulation) were used in the predicate device (Ober2). No new issues of safety or effectiveness are introduced.
    IR Photoemission SafetyBoth corneal and retinal exposure are at a safe level, based on IEC 62471 standard.
    Laser SafetyPower of the lasers doesn't exceed Class II.
    Dimension StabilitySaccadometer housing exposed to 70°C for 7 hours did not significantly change dimensions.
    Predicated EquivalenceThe Saccadometer Plus and Saccadometer Advanced are substantially equivalent to the predicate device (Permobil Meditech Ober2) given the similar infrared technology, high 1kHz sampling rate, and demonstrated safety and effectiveness profiles. Differences relate to integrated stimuli presentation and improved electrical safety (low voltage batteries, optical fiber isolation), not core functionality. Conducted studies revealed that Saccadometer allows the safe and effective measurement of temporal characteristics of saccadic refixation responses.

    Study Details

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

      • Saccade Detection Algorithm Accuracy: Test environment allowing simulation of saccade response with given parameters on a photoelectric converter. This implies a simulated, rather than human, test set. No human subject sample size is provided for this specific test.
      • Measurement Linearity Testing: "12 subjects aged 22-69."
      • Spatial Resolution of eye movement measurement: "12 subjects (aged 22-69)."
      • Reliability study: "17 subjects aged 22-69."
      • Data Provenance: For human subject studies (linearity, spatial resolution, reliability), it's explicitly stated: "Studies were performed only outside United States." This indicates the data is retrospective or prospective, but no further detail is given. For the algorithm accuracy, it was a simulated environment.
    2. Number of experts used to establish the ground truth for the test set and the qualifications of those experts:

      • Saccade Detection Algorithm Accuracy: The ground truth was established by the simulated "pseudosaccade" parameters in a controlled test environment. No human experts were involved in establishing ground truth for this test.
      • Measurement Linearity, Spatial Resolution, Reliability: The document does not describe the establishment of ground truth by human experts for these performance tests. The tests appear to measure the device's agreement with expected physical properties or its own consistency, rather than comparing it against a human interpretation of data.
    3. Adjudication method (e.g. 2+1, 3+1, none) for the test set:

      • No adjudication method is described for any of the performance tests. The tests focus on device-centric performance metrics rather than interpretative output requiring human adjudication.
    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. The device (Saccadometer) is an "Eye Movement Monitor" that objectively measures characteristics; it is not described as an AI-assisted diagnostic tool that human readers would use to improve their performance in interpreting images or data.
    5. If a standalone (i.e. algorithm only without human-in-the loop performance) was done:

      • Yes, the "Experimental verification of the saccade detection algorithm" was a standalone test of the device's algorithm performance using a simulated environment. Other tests like measurement linearity, spatial resolution, and temporal resolution also assess the device's standalone performance, though they involved human subjects whose eye movements were measured by the algorithm.
    6. The type of ground truth used (expert consensus, pathology, outcomes data, etc.):

      • Saccade Detection Algorithm Accuracy: Simulated "pseudosaccade" parameters provided as input to the photoelectric converter.
      • Measurement Linearity, Spatial Resolution, Reliability: Ground truth for these characteristics appears to be implicitly defined by the physical or physiological processes being measured (e.g., actual target displacement for linearity, intrinsic eye movement characteristics for resolution and reliability), which the device then attempts to quantify. It's not based on expert consensus, pathology, or outcomes data.
    7. The sample size for the training set:

      • The document does not mention machine learning or AI models with distinct "training sets." The device's "saccade detection algorithm" seems to be based on established algorithms for eye movement analysis rather than requiring a specifically labeled training dataset in the modern sense of deep learning.
    8. How the ground truth for the training set was established:

      • As no training set is described for a machine learning model, this information is not applicable.
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    K Number
    K033949
    Manufacturer
    Date Cleared
    2004-07-02

    (196 days)

    Product Code
    Regulation Number
    886.1510
    Reference & Predicate Devices
    Predicate For
    N/A
    Why did this record match?
    510k Summary Text (Full-text Search) :

    . § 886.1510)
    2601

    Re: K033949

    K059947
    Trade/Device Name: Varilux® VisionPrint™ System Regulation Number: 21 CFR 886.1510

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

    The VPS is a non-invasive ultrasonic device intended to measure the pattern of eye and head movement when viewing lateral visual stimulus, to use as a guide for prescribing progressive power eyeglass lenses.

    Device Description

    The VPS is a non-invasive ultrasonic device intended to measure the pattern of eye and head movement when viewing lateral LED fixation lamps. It consists of a headset and a main body with an ultrasonic transmitter. Two ultrasonic receivers are imbedded in the center nosepiece of the headset. The patient wears the headset and looks at three orange LED fixation lamps in the main body as they light up in succession. As the patient follows the lights from side to side, the device measures the degree of head movement from the center light against a target angle of 40° and a standard deviation. Eye movement is extrapolated to fill the remaining vision angle. The calculated ratio of head/eye movement is used to determine the shape of the peripheral and central fields of the progressive spectacle lenses.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and study information for the Varilux® VisionPrint™ System (VPS) based on the provided text:

    1. Table of Acceptance Criteria and Reported Device Performance

    The provided text does not explicitly state pre-defined "acceptance criteria" against which the device performance was measured. Instead, it describes characteristics of the device's performance in a clinical study. The performance described focuses on the reproducibility and correlation of the VPS measurements.

    Performance MetricReported Device Performance and Interpretation
    Reproducibility of Measurements (Day-to-day)For 90% of subjects, the differences between measurements taken on two separate days were lower than 0.20 (units not specified, but likely relates to head/eye movement pattern). This indicates a high level of consistency in the individual subject's measurements over time.
    Reproducibility of Measurements (Within-session Standard Deviation)For 98% of subjects, the differences in the standard deviation (dispersion among 20 measurements taken in one session) were lower than 0.11 (units not specified). This suggests that the device provides consistent measurements within a single testing session, with low variability in how a subject's eye/head movements are reported.
    Correlation with Predicate DeviceThe measurements taken by the ultrasound device (VPS) showed a close correlation with those taken by the electromagnetic Polhemus Fastrak. This indicates that the VPS produces results that are comparable and consistent with a recognized, established method for measuring eye and head movement.

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

    • Sample Size: 175 presbyopic patients.
    • Data Provenance: The document does not explicitly state the country of origin. It is a "clinical study," implying prospective data collection for the purpose of the submission. The date of the 510(k) summary (December 19, 2003) and the FDA approval date (July 2, 2004) suggest recent data for that period.

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

    The provided summary does not mention the use of experts to establish ground truth for the test set. Instead, it uses a comparator device (Polhemus Fastrak) as a reference for comparison.

    4. Adjudication Method for the Test Set

    Not applicable. There's no mention of an adjudication process as external experts were not used to establish ground truth.

    5. If a Multi Reader Multi Case (MRMC) Comparative Effectiveness Study Was Done, and Effect Size

    No, an MRMC comparative effectiveness study was not done. The study focused on the device's internal consistency and its correlation with another measurement device, not on how human readers' performance with or without AI assistance.

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

    Yes, the performance data presented is for the standalone device. The VPS is an "Eye Movement Monitor" that measures eye and head movement; the study describes its measurements directly, not its impact on human performance. It is a measurement device, not an interpretative AI.

    7. The Type of Ground Truth Used

    The "ground truth" for the comparative analysis was the measurements obtained from an "electromagnetic sensor -- the Polhemus Fastrak." This serves as a reference standard to demonstrate the accuracy or agreement of the VPS's measurements.

    8. The Sample Size for the Training Set

    The document does not mention a "training set" or "training data." The VPS is described as an ultrasonic measurement device, not an AI/machine learning algorithm requiring a distinct training phase. The clinical study described appears to be a validation or performance evaluation study of the device itself.

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

    Not applicable, as no training set or AI algorithm requiring ground truth for training is explicitly described.

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