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510(k) Data Aggregation

    Why did this record match?
    Device Name :

    with DentiTrac Micro-recorder, SomnoDent G2 (Classic or Flex Retention) with DentiTrac Micro-recorder, SomnoDent
    Fusion (Classic or Flex Retention) with DentiTrac Micro-recorder

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

    The SonmoDent® intraoral devices are intended for the treatment of night time snoring and mild to moderate obstructive sleep apnea in patients 18 years of age or older.

    Optionally, if the DentiTrac® micro-recorder is completely embedded into the SomnoDent® device, the microrecorder is intended to measure patient compliance to oral device/appliance therapy in combination with the DentiTrac® System.

    Device Description

    The SomnoDent family of intraoral devices consists of the following models: Classic, Flex, G2, Herbst Advance, and Fusion. The devices functions as a mandibular repositioner, which acts to increase the patient's pharyngeal space during sleep. The increase in the patient's pharyngeal space improves their ability to exchange air during sleep. The devices are patient specific (they are customized for each patient) and have an adjustable coupling mechanism enabling the amount of mandibular advancement to be seep dentist at the time of fitting the device. The devices can then be adjusted by the sleep dentist to control the treatment to find the best possible adjustment.

    This submission adds the option for any clinician to decide to incorporate a DentiTrac® microrecorder embedded into a SomnoDent® to record a patient's compliance to the prescribed oral appliance therapy in combination with the DentiTrac® System. This option can be incorporated into the family member models listed above. During scheduled visits, the data within the DentiTrac® can be uploaded to a web application for cloud-based reporting and tracking using a DentiTrac® Base Station at the clinician's office. The DentiTrac® micro-recorder monitors the wear time through the oral temperature, as well as tracks movements and head position. The inclusion of the embedded DentiTrac® micro-recorder provides additional information when used in combination with the DentiTrac® System, but does not impact the operating principles or safety of the SomnoDent®

    AI/ML Overview

    This document describes the SomnoDent® with Micro-Recorder, an oral appliance intended for the treatment of snoring and mild to moderate obstructive sleep apnea, with an optional embedded micro-recorder to measure patient compliance.

    Here's an analysis of the acceptance criteria and study information provided:

    1. Table of Acceptance Criteria and Reported Device Performance

    The submission does not provide specific, quantifiable acceptance criteria or reported device performance metrics in a readily extractable table for the SomnoDent® with Micro-Recorder itself.

    Instead, the submission for the SomnoDent® with Micro-Recorder relies on demonstrating substantial equivalence to a previously cleared predicate device (SomnoDent® Fusion Classic and SomnoDent® Fusion Flex, K140278). The key argument is that the addition of the DentiTrac® micro-recorder does not change the intended use or safety/effectiveness of the SomnoDent device for treating sleep apnea and snoring.

    The table in Section 7.0 ("Comparison to the Predicate") lists several "Technological Characteristics" and indicates whether both the predicate and proposed device possess these characteristics. This table serves as a comparison to show that the fundamental design and intended use of the SomnoDent device itself remain unchanged. The only difference highlighted is the presence of the DentiTrac® Micro-recorder in the proposed device.

    Technological CharacteristicsPredicate SomnoDent® Fusion K140278Proposed SomnoDent® Family with DentiTrac® Micro-Recorder
    Intended as an intraoral deviceYesYes
    Intended to reduce snoring or help alleviate snoringYesYes
    Treatment of mild to moderate obstructive sleep apneaYesYes
    Intended for nighttime useYesYes
    Indicated for single patient multiuseYesYes
    Indicated for use at home or sleep laboratoriesYesYes
    Target population: adultsYesYes
    Prescription deviceYesYes
    Customized fit for each patientYesYes
    Separate upper and lower tray piecesYesYes
    Works by mandibular advancementYesYes
    Can be adjusted or refitYesYes
    Lower jaw adjustment using supplied componentsYesYes
    Permits patient to breathe through mouthYesYes
    Upper and lower trays disengage for easy removalYesYes
    Cleaned and inspected daily by patientYesYes
    Trays constructed from a soft lining material adhered to a hard surface acrylicYes (Flex retention) / No (Classic retention)Yes (Flex retention) / No (Classic retention)
    Advancement mechanism constructed of surgical grade stainless steelYesYes
    DentiTrac® Micro-recorder embedded into SomnoDent®NoYes

    The section 8.0 Performance Testing states: "Since the characteristics of the SomnoDent® did not change, no new clinical performance data was necessary to substantiate this change." This indicates that no new clinical performance metrics or acceptance criteria for treatment effectiveness were established or evaluated for this 510(k) submission, as it is assumed to be equivalent to the predicate.

    The performance testing mentioned focuses on the new component (DentiTrac® micro-recorder) and its integration:

    • EMC and electrical safety
    • Biocompatibility
    • Software elements
    • Process validation to ensure reliable embedding and retention of Quality Control functionality.

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

    The document does not mention a traditional test set sample size in the context of clinical performance for the SomnoDent® with Micro-Recorder itself. The claim is substantial equivalence based on the predicate device's existing performance.

    For the embedded DentiTrac® micro-recorder, the document refers to "Risk assessments and non-clinical testing." It mentions data being reported in "master file, MAF2557" which would presumably contain details on the testing of the micro-recorder's functionality, but the specifics of sample sizes or data provenance (country, retrospective/prospective) are not detailed in this 510(k) summary. Given the nature of these tests (EMC, electrical safety, biocompatibility, software, process validation), they typically involve testing of components or prototypes rather than large human subject cohorts.

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

    This information is not provided as no new clinical study to establish ground truth for treatment effectiveness was necessary for this submission. For the non-clinical testing of the micro-recorder, expert involvement (e.g., in risk assessment or evaluation of test results) is implied for the master file, but not explicitly detailed regarding number or qualifications.

    4. Adjudication Method for the Test Set

    This information is not provided as no clinical adjudication for a human subject test set is mentioned.

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

    No, a MRMC comparative effectiveness study was not done. The device is a physical intraoral appliance with an optional compliance recorder, not an imaging or diagnostic AI requiring human reader interaction.

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

    For the SomnoDent® device itself (for treatment of sleep apnea/snoring), it's a physical device that a clinician fits and adjusts. There is no algorithm-only performance in the typical sense.

    For the DentiTrac® micro-recorder, its function is to objectively measure wear time, movements, and head position. This is an objective data collection function. While it uses internal algorithms to process raw sensor data into meaningful metrics (like wear time based on oral temperature), the document does not describe a standalone performance study of these algorithms in terms of accuracy against a ground truth for wear time. It refers to "software elements were assessed and tested" and "Process validation was generated from SomnoMed to ensure that the SomnoDent® devices can be repeatedly and reliably embedded and retain the Quality Control functionality of SomnoDent® and the DentiTrac®." This implies internal validation, but no external standalone study is detailed in this document.

    7. Type of Ground Truth Used

    For the SomnoDent® device's substantial equivalence, the "ground truth" for its effectiveness is implicitly the established effectiveness of the predicate device (K140278) which would have undergone its own clinical validation.

    For the DentiTrac® micro-recorder, the "ground truth" for its compliance measurement function (wear time based on oral temperature, movement, head position) is not explicitly detailed in this document. It's likely that internal validation studies would have demonstrated the accuracy of its sensors and algorithms against known physical conditions or reference measurements, but these specifics are absent from the 510(k) summary.

    8. Sample Size for the Training Set

    This information is not applicable in the context of this 510(k) submission. The device is not an AI/ML algorithm that requires a separate training set. The DentiTrac® micro-recorder contains software, but it operates based on defined sensor input and algorithms, not machine learning models trained on large datasets in the way typical AI devices are.

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

    This information is not applicable for the reasons stated in point 8.

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    K Number
    K140278
    Manufacturer
    Date Cleared
    2014-06-20

    (137 days)

    Product Code
    Regulation Number
    872.5570
    Panel
    Dental
    Reference & Predicate Devices
    Why did this record match?
    Device Name :

    SOMNODENT FUSION, CLASSIC; SOMNODENT FUSION, FLEX

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

    The SomnoDent Fusion is intended for the treatment of nighttime snoring and mild to moderate obstructive sleep apnea in patients 18 years of age or older.

    Device Description

    The SomnoDent Fusion is an intraoral device intended for the treatment of nighttime snoring and mild to moderate obstructive sleep apnea in patients 18 years of age or older. The device functions as a mandibular repositioner, which acts to increase the patient's pharyngeal space during sleep. The increase in the patient's pharyngeal space improves their ability to exchange air during sleep. The device is patient specific (it is customized for each patient) and has an adjustable coupling mechanism enabling the amount of mandibular advancement to be set by the dentist or physician at the time of fitting the device. The SomnoDent Fusion is a modification to the SomnoDent Classic (K050592), SomnoDent Flex (K073004), SomnoDent G2 (K121340) and SomnoDent Herbst (K130558). The SomnoDent Fusion is identical to SomnoDent Classic, SomnoDent Flex, SomnoDent G2, and SomnoDent Herbst except for differences in the adjustment mechanism. Any differences introduced by these modifications, when compared to the predicate product, do not introduce new safety issues.

    AI/ML Overview

    Here's the analysis of the acceptance criteria and the study that proves the device meets them, based on the provided text:

    Device: SomnoDent Fusion (an intraoral device for snoring and mild to moderate obstructive sleep apnea)

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

    Based on the provided document, the "acceptance criteria" are implied by demonstrating substantial equivalence to predicate devices through mechanical testing. The performance is reported as meeting this equivalence.

    Acceptance Criterion (Implied)Reported Device Performance
    Withstand applicable pressures (mechanical performance)Testing results indicate that the mechanism withstands applicable pressures, ensuring the device is safe and effective.
    Substantial equivalence to predicate device in mechanical performanceThe testing concluded that the advancement of the subject device is substantially equivalent to the predicate device with regards to mechanical performance.

    2. Sample size used for the test set and the data provenance

    The document states: "Mechanical testing was conducted on the calibration mechanism of the subject device." However, it does not specify the sample size for this mechanical testing. It also does not specify the data provenance (e.g., country of origin, retrospective or prospective) of this testing data.

    3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts

    This information is not provided in the document as the study described is mechanical testing, not a clinical study involving human assessment or ground truth established by experts.

    4. Adjudication method (e.g., 2+1, 3+1, none) for the test set

    This information is not applicable as the described study is mechanical testing, not a clinical study involving human judgment or adjudication.

    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

    A multi-reader multi-case (MRMC) comparative effectiveness study was not performed, nor is it applicable to this device. The SomnoDent Fusion is a physical intraoral device, not an AI or imaging diagnostic tool that would be evaluated with human readers.

    6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done

    A standalone performance test in the context of an algorithm or AI was not performed, nor is it applicable to this device. The device is a physical intraoral appliance. The "standalone" performance described is the mechanical testing of the device itself.

    7. The type of ground truth used (expert consensus, pathology, outcomes data, etc.)

    For the mechanical testing, the "ground truth" would be the engineering specifications and performance benchmarks established based on the predicate devices. The document implies that the "truth" is the "applicable pressures" and successful functioning compared to the predicate.

    8. The sample size for the training set

    This information is not applicable as the described study is mechanical testing for substantial equivalence, not a machine learning model requiring a training set.

    9. How the ground truth for the training set was established

    This information is not applicable as there is no training set for a machine learning model.

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