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510(k) Data Aggregation

    K Number
    K043287
    Date Cleared
    2004-12-10

    (11 days)

    Product Code
    Regulation Number
    892.1560
    Reference & Predicate Devices
    Why did this record match?
    Applicant Name (Manufacturer) :

    MICRO MEDICAL DEVICES, INC.

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

    Collectively, the 3 PalmScan 2000 Devices [i.e., three (3) biometric devices listed below] are each designed as either: a) the PalmScan AP2000 A-Scan/Pachymeter Combination dual mode device [i.e., PalmScan AP2000]; or solely as: b) the PalmScan A2000 A-Scan mode only device [i.e., PalmScan A2000); or as: c) the PalmScan P2000 Pachymeter mode only [i.e., PalmScan P2000] medical device.

    The PalmScan AP2000 A-Scan/Pachymeter Combination [i.e., PalmScan AP2000] device is intended as a portable battery operated biometer, which incorporates A-mode pulsed-echo ultrasound technology, and thus is intended be used to accurately measure the axial length (AL), anterior chamber depth (ACD), lens thickness (LT), and corneal thickness (CT) of the human eye. This PalmScan AP2000 device is also intended for calculating the optical power of an intraocular lens (IOL) that is to be implanted during cataract surgery.

    The PalmScan A2000 A-Scan [i.e., PalmScan A2000] device is intended as a portable battery operated biometer, which incorporates A-mode pulsedecho ultrasound technology, and thus is intended be used to accurately measure the axial length (AL), anterior chamber depth (ACD), and lens thickness (LT) of the human eye. This PalmScan A2000 device is also intended for calculating the optical power of an intraocular lens (IOL) that is to be implanted during cataract surgery.

    The PalmScan P2000 Pachymeter [i.e., PalmScan P2000] device (as well as the combination PalmScan AP2000 device) is intended as a potable battery operated pachymeter, which incorporates A-mode pulsed-echo ultrasound technology, and thus is intended be used to accurately measure the corneal thickness (CT) of the human eye.

    Device Description

    The PalmScan AP2000 A-Scan/Pachymeter Combination [i.e., PalmScan AP2000] device is a portable, battery operated biometer, which uses A-Mode, pulsed-echo ultrasound technology to measure the axial length (AL), anterior chamber depth (ACD), lens thickness (LT), and corneal thickness (CT) of the human eye. This PalmScan AP2000 device utilizes a Palm Personal Digital Assistant (Palm PDA) for user interface, information display, as well as data processing. This PalmScan AP2000 device non-sterile professional use only device also utilizes a contact and/or immersion ultrasonic transducer to generate pulses and receive their echoes.

    The PalmScan A2000 A-Scan [i.e., PalmScan A2000] device is a portable, battery operated biometer, which uses A-Mode, pulsed-echo ultrasound battory operator the axial length (AL), anterior chamber depth (ACD), and lens thickness (LT) of the human eye. This PalmScan A2000 (100), altilizes a Palm Personal Digital Assistant (Palm PDA) for user interface, information display, as well as data processing. This PalmScan A2000 device non-sterile professional use only device also utilizes a contact and/or immersion ultrasonic transducer to generate pulses and receive their echoes.

    The PalmScan P2000 Pachymeter [i.e., PalmScan P2000] device is a portable, battery operated biometer, which uses A-Mode, pulsed-echo ultrasound technology to measure the corneal thickness (CT) of the human eye. The PalmScan P2000 device utilizes a Palm Personal Digital Assistant (Palm PDA) for user interface, information display, as well as data processing. This PalmScan P2000 device non-sterile professional use only device also utilizes a contact and/or immersion ultrasonic transducer to generate pulses and receive their echoes.

    AI/ML Overview

    Acceptance Criteria and Device Performance for PalmScan AP2000, A2000, and P2000 Devices

    The acceptance criteria for the PalmScan AP2000, A2000, and P2000 devices are primarily based on their accuracy in measuring various ophthalmic parameters (Axial Length, Anterior Chamber Depth, Lens Thickness, and Corneal Thickness) and ensuring their safety for use. The study demonstrates that the devices meet these criteria through both phantom testing and comparison with established methods.

    1. Table of Acceptance Criteria and Reported Device Performance

    The acceptance criteria are implicitly established by demonstrating performance comparable to the predicate device (DGH 4000) and within specified tolerances for clinical measurements.

    ParameterAcceptance Criteria (based on DGH 4000)PalmScan AP2000/A2000 Reported Performance (A-Scan Mode)PalmScan AP2000/P2000 Reported Performance (Pachymeter Mode)
    A-Scan Mode
    Axial Length (Range)15.0 - 34.0 mm15.0 - 35.0 mmN/A
    Axial Length (Accuracy)± 0.1 mm± 0.038 mm (spatial) / ± 0.007 mm (temporal)N/A
    Anterior Chamber Depth (Range)2.0 - 6.0 mm1.8 - 6.0 mmN/A
    Anterior Chamber Depth (Acc.)± 0.1 mm± 0.038 mm (spatial) / ± 0.007 mm (temporal)N/A
    Lens Thickness (Range)2.0 - 7.5 mm2.0 - 7.5 mmN/A
    Lens Thickness (Accuracy)± 0.1 mm± 0.038 mm (spatial) / ± 0.007 mm (temporal)N/A
    Pachymeter Mode
    Corneal Thickness (Range)200 - 1300 μmN/A105 - 1590 μm
    Corneal Thickness (Accuracy)± 5.0 μmN/A± 20.5 μm (spatial) / ± 3.1 μm (temporal)

    Safety Acceptance Criteria:

    • Acoustic Power Output: Must be below limits set by FDA guidance ("Information for Manufacturers Seeking Marketing Clearance of Diagnostic Ultrasound Systems and Transducers", FOD #560, Sept. 30, 1997) and meet IEC 60601-1-1 standard.
      • PalmScan AP & A2000 (A-Scan): ISPTA.3 = 0.419 mW/cm², ISPPA.3 = 0.795 W/cm² (Below DGH A-Scan: ISPTA.3 = 1.66, ISPPA.3 = 2.76)
      • PalmScan AP & P2000 (Pachymeter): ISPTA.3 = 0.088 mW/cm², ISPPA.3 = 0.29 W/cm² (Below DGH Pachymeter: ISPTA.3 = 7.47, ISPPA.3 = 12.0)
    • Biocompatibility: Ocular contact tips must be non-irritating and safe for human ocular tissues (ISO 10993-10:1995).
      • Performance: The contact tips (Polystyrene for Pachymeter, Epoxy for A-Scan) were shown to be non-irritating and completely safe.
    • Measurement Hazards (e.g., Digital Clock Error, Hardware Failure): Minor level of concern due to implemented controls and corrective measures.
      • Performance: High precision oscillators used to minimize drift and aging errors. Self-test sequence, pattern recognition algorithms, and user review of waveforms/statistical analysis of data are in place to mitigate hardware-related measurement errors.

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

    • A-Scan Mode:
      • Phantom Test: "multiple measurements were taken from the DGH phantom" (exact number not specified).
      • Human Eye Comparison: Four human eyes were used for comparison against a laser interferometer method (Zeiss IOL Master device).
      • Data Provenance: The phantom was purchased from DGH Corporation (presumably US-based). The human eye data provenance (country, retrospective/prospective) is not explicitly stated, but the comparison implies prospective data collection for the purpose of this study.
    • Pachymeter Mode:
      • Phantom Test: "tested extensively with a pachymeter eye phantom" (exact number of measurements not specified).
      • Human Eye Comparison: "confirmed by comparison studies in human eyes against a high precision Pachymeter" (exact number of human eyes not specified).
      • Data Provenance: The pachymeter eye phantom was created in-house. The human eye data provenance (country, retrospective/prospective) is not explicitly stated.

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

    The document does not explicitly state the number of experts used to establish the ground truth or their specific qualifications for the human eye comparison studies.

    • For the A-Scan human eye comparison, the "laser interferometer method (using the Zeiss IOL Master device)" is described as "considered a gold standard in axial length measurement by ophthalmologists." This implies that the ground truth was established by a widely accepted and validated clinical method, likely operated by qualified ophthalmologists or technicians.
    • For the Pachymeter human eye comparison, it was "confirmed by comparison studies in human eyes against a high precision Pachymeter."

    4. Adjudication Method for the Test Set

    The document does not describe a formal adjudication method (e.g., 2+1, 3+1 consensus) for the test set. For the human eye studies, the comparison was made against established "gold standard" devices/methods, implying these methods provided the reference values for accuracy assessment.

    5. Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study

    No Multi-Reader Multi-Case (MRMC) comparative effectiveness study was mentioned in the provided text. The studies described focus on the standalone performance of the device and its comparison to other devices/phantoms, not on human readers' performance with and without AI assistance.

    6. Standalone (Algorithm Only Without Human-in-the-Loop Performance) Study

    Yes, a standalone performance study was done for the device itself.

    • A-Scan Mode: The devices were "tested extensively with eye phantoms." The DGH eye phantom was "calibrated to measure an aphakic eye of 24.1 ± 0.25 mm." Multiple measurements were taken from this phantom in aphakic data capture mode.
    • Pachymeter Mode: The devices were "tested extensively with a pachymeter eye phantom." This phantom, created in-house, had its delay circuit measured using a calibrated Oscilloscope. The PalmScan devices were then tested in Pachymeter mode against this phantom.
    • Human Eye Comparisons: The devices also performed measurements on human eyes which were then compared to reference measurements obtained from "gold standard" devices, indicating standalone performance validation.
    • Accuracy calculations: Table G provides accuracy calculations based on physical parameters of the device (speed of sound, sampling rate), implying an inherent, standalone performance metric.

    7. The Type of Ground Truth Used

    • Phantom Testing: The ground truth for phantom testing was established by the known, calibrated values of the eye phantoms.
      • For A-Scan, it was a "DGH phantom... calibrated to measure an aphakic eye of 24.1 ± 0.25 mm".
      • For Pachymeter, it was an "eye phantom... created in house using a fixed delay circuit" whose delay was "first measured using a calibrated Oscilloscope".
    • Human Eye Comparison: The ground truth for human eye measurements was established by "laser interferometry" (specifically the Zeiss IOL Master device, which is considered a "gold standard in axial length measurement by ophthalmologists") for A-Scan, and by a "high precision Pachymeter" for the Pachymeter mode.

    8. Sample Size for the Training Set

    The document does not specify a training set or its sample size. The description of the device's "Pattern recognition program" for A-Scan implies some form of algorithm or model development, but details regarding a separate training set, if any, are not provided. The term "training set" is typically associated with machine learning models; this document describes a traditional ultrasonic device.

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

    As no explicit training set is identified, the method for establishing its ground truth is not provided. The device's "A-Scan Pattern recognition program" likely relies on pre-defined ultrasonic principles and signal processing, rather than being "trained" on a dataset in the modern machine learning sense.

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    K Number
    K003695
    Date Cleared
    2001-02-14

    (76 days)

    Product Code
    Regulation Number
    888.1100
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Applicant Name (Manufacturer) :

    MICRO-MEDICAL DEVICES, INC.

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use
    Device Description
    AI/ML Overview
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    K Number
    K983882
    Date Cleared
    1999-03-15

    (133 days)

    Product Code
    Regulation Number
    878.4800
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Applicant Name (Manufacturer) :

    MICRO-MEDICAL DEVICES, INC.

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

    Micro Arthroscope is intended for insertion into a small incision or puncture (through a cannula) to view the surgical site of small and large joints in conjunction with cameras.

    Micro Endoscope is intended for insertion into a small incision or puncture (through a cannula) to view the surgical site of small and large joints of the wrists, ankles, elbows, knees, or shoulders in conjunction with cameras.

    Device Description

    Not Found

    AI/ML Overview

    The provided document is a Summary of Safety and Effectiveness for the Micro Medical Devices, Inc. Micro Endoscope. It focuses on demonstrating substantial equivalence to a predicate device rather than presenting a study with specific performance metrics and acceptance criteria. Therefore, the information required to populate the acceptance criteria table and answer most of the questions is not available in the given text.

    Here's a breakdown of what can and cannot be extracted:

    Acceptance Criteria and Reported Device Performance

    Not provided in the document. The document establishes substantial equivalence based on intended use and technological characteristics (materials, sterilization method) compared to a predicate device, not on specific performance metrics with acceptance criteria.

    Study Details

    The document does not describe a clinical study or a standalone performance study with quantifiable results against acceptance criteria. Instead, it relies on demonstrating substantial equivalence to a legally marketed predicate device.

    Here's how each point aligns with the provided text:

    1. A table of acceptance criteria and the reported device performance

      • Not provided. There are no explicit acceptance criteria or reported performance metrics in the document.
    2. Sample size used for the test set and the data provenance (e.g. country of origin of the data, retrospective or prospective)

      • Not applicable. No test set or study data is presented. The submission relies on a comparison to a predicate device.
    3. 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. No test set requiring expert ground truth is described.
    4. Adjudication method (e.g. 2+1, 3+1, none) for the test set

      • Not applicable. No test set is described.
    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 device is an endoscope, not an AI-assisted diagnostic tool.
    6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done

      • Not applicable. This device is an endoscope, not an algorithm.
    7. The type of ground truth used (expert consensus, pathology, outcomes data, etc.)

      • Not applicable. No study requiring ground truth is described.
    8. The sample size for the training set

      • Not applicable. This document is not about a machine learning device, so there is no training set.
    9. How the ground truth for the training set was established

      • Not applicable. This document is not about a machine learning device, so there is no training set or ground truth for it.

    In summary, the provided text is a 510(k) premarket notification primarily focused on demonstrating substantial equivalence to a predicate device, rather than detailing a clinical trial with specific performance metrics and acceptance criteria.

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    K Number
    K963675
    Date Cleared
    1997-01-27

    (136 days)

    Product Code
    Regulation Number
    878.4370
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Applicant Name (Manufacturer) :

    MICRO-MEDICAL DEVICES, INC.

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use
    Device Description
    AI/ML Overview
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