(283 days)
The Hearing Aid Feature is a software-only mobile medical application that is intended to be used with compatible wearable electronic products. The feature is intended to amplify sound for individuals 18 years of age or older with perceived mild to moderate hearing impairment. The Hearing Aid Feature utilizes a self-fitting strategy and is adjusted by the user to meet their hearing needs without the assistance of a hearing healthcare professional. The device is intended for Over-the-Counter use.
The Hearing Aid Feature (HAF) is a software-only device that is comprised of a pair of software modules which operate on two separate required products: (1) HAF iOS Application on a compatible iOS product, and (2) HAF software (i.e., firmware) on the Apple AirPods Pro 2. Refer to Figure I, middle and right, respectively, The AirPods Pro 2, formerly named AirPods Pro (2nd generation), supported this granting and are hereafter simply referred to as "AirPods Pro" in this document.
The HAF iOS Application guides users through the onboarding and setup process for the HAF. The process is self-guided by the user and includes step-by-step instructions and informational content (e.g. warnings, instructions for use). To initiate HAF setup, the user must select a saved audiogram from the iOS HealthKit.
Once the audiogram has been imported by the HAF, the feature will configure the amplification for the user's audiogram based upon Apple's proprietary fitting formula. Once the initial set-up is complete, users can listen with the HAF using the AirPods Pro and refine their settings. Fine tuning is facilitated by user controls on the iOS device that can adjust amplification, tone, and balance. A user can access the fine tuning settings at any time after setting up the HAF.
The HAF settings are transferred to the HAF Firmware Module on the AirPods Pro. The HAF Firmware Module utilizes the general purpose computing platform features of the AirPods Pro, including the microphone, speakers, amplifiers, and audio processing software, to process incoming sound and provide amplification at a specific frequency and gain based on the user's custom settings. The user's custom settings are stored on the HAF Firmware Module and will be available even when the AirPods Pro are not connected to the iOS device.
Acceptance Criteria and Device Performance for Apple's Hearing Aid Feature (HAF)
1. Table of Acceptance Criteria and Reported Device Performance
| Acceptance Criteria (Regulatory Standard) | Reported Device Performance |
|---|---|
| Output Limits (21 CFR 800.30(d)) | |
| 1. General output limit (111 dB SPL) | N/A (input-controlled compression device) |
| 2. Output limit for input-controlled compression (117 dB SPL) | Max OSPL90: 105.93 dB SPL |
| Electroacoustic performance limits (21 CFR 800.30(e)) | |
| 1. Output distortion control limits (Total harmonic distortion + noise ≤ 5%) | Harmonic distortion does not exceed 1% for any test frequency |
| 2. Self-generated noise level limits (Self-generated noise ≤ 32 dBA) | Max Self-Generated Noise: 28.20 dBA |
| 3. Latency (Latency ≤ 15 ms) | Median Latency: 3.15 ms |
| 4. Frequency response bandwidth (Lower cutoff ≤ 250 Hz, upper cutoff ≥ 5 kHz) | Frequency bandwidth: 100 - 10,000 Hz |
| 5. Frequency response smoothness (No single peak in one-third-octave response > 12 dB relative to average levels of adjacent bands) | All peaks < 12dB relative to adjacent bands, within frequency response bandwidth |
| 6. Acoustic coupler choice (2-cubic centimeter (cm³) acoustic coupler when compatible) | 2 cm³ acoustic coupler used |
| Design requirements (21 CFR 800.30(f)) | |
| 1. Insertion depth (> 10 mm from tympanic membrane) | >10mm gap from tympanic membrane. Verified via multiple ear tip sizes, instructions, and usability testing. |
| 2. Use of atraumatic materials | AirPods Pro platform verified to use atraumatic patient-contacting materials. |
| 3. Proper physical fit | Met for AirPods Pro platform, refer to insertion depth verification. |
| 4. Tools, tests, or software permit lay user control and customization | HAF fitting customized based on input audiogram; three fine-tuning sliders (amplification, tone, balance) for user customization. |
| 5. User-adjustable volume control | HAF has an amplification fine-tuning slider to adjust volume. |
| 6. Adequate reprocessing | Adequacy of reprocessing for AirPods Pro platform verified via instructions and design mitigations. |
| Clinical Performance - Non-inferiority | |
| IOI-HA score of Self-Fit group is no more than 3 points below that of Professionally-Fit group. | FAS/CCAS set: Mean Difference (Pro-Fit - Self-Fit) = 1.17 (SD 3.34), 95% CI (-0.05, 2.39). P-value = 0.0036. Pass. |
| PP set: Mean Difference (Pro-Fit - Self-Fit) = 1.23 (SD 3.34), 95% CI (0.01, 2.46). P-value = 0.0050. Pass. | |
| Supplemental Clinical Data: Apple Hearing Test Feature Validation | |
| HTF derived audiograms' pure-tone average similar to professionally derived audiograms. | Demonstrated similar pure-tone average for HTF derived audiograms as professionally derived audiograms for the same users (n=202). |
| Gain values generated by HAF for HTF vs. professionally-derived audiograms are within +/- 5 dB for >90% of differences. | Output gains across all test frequencies were within +/- 5 dB for >98% of gain differences (for subset of n=173 subjects with mild to moderate hearing loss). |
2. Sample Sizes Used for the Test Set and Data Provenance
Bench/Non-Clinical Tests:
- Performance Testing (21 CFR 800.30(d) & (e)): No specific sample size (n) is provided, but the tests refer to "all test frequencies" and compliance with ANSI/ASA S3.22 or ANSI/CTA 2051:2017 clauses. This implies comprehensive testing across the specified parameters, rather than a limited sample.
- Human Factors Formative Testing: 39 subjects.
- Audiogram Input Risk and Mitigation Study: No specific sample size (n) for the study itself, but refers to the Hearing Test Feature (HTF) validation study dataset.
Clinical Study:
- Overall Clinical Study (HAF Self-Fit vs. Professionally-Fit): 118 total participants (59 in Self-Fit group, 59 in Professionally-Fit group for FAS/CCAS; 59 in Self-Fit, 58 in Professionally-Fit for PP analysis).
- Data Provenance: Prospective, non-significant risk study from three sites across the United States.
Supplemental Clinical Data (Apple Hearing Test Feature Validation):
- Comparison of HTF outputs to professionally derived audiograms: n = 202.
- Gain analysis for HAF with HTF vs. professionally-derived audiograms: n = 173 (subset with mild to moderate hearing loss from the n=202 dataset).
3. Number of Experts Used to Establish the Ground Truth for the Test Set and Their Qualifications
Bench/Non-Clinical Tests:
- Performance Testing: Ground truth is established by well-defined regulatory standards (21 CFR 800.30) and industry standards (ANSI/ASA S3.22, ANSI/CTA 2051:2017). Expertise is inherent in the test methodologies themselves.
- Human Factors Formative Testing: No explicitly stated "experts" establishing ground truth in the context of diagnostic accuracy. The testing assessed use-related risks, and findings led to software design modifications.
- Audiogram Input Risk and Mitigation Study: No explicitly stated "experts" for ground truth on this specific study, but the study for the Hearing Test Feature Validation (see below) involved professional audiograms which would have been established by qualified audiologists.
Clinical Study (HAF Self-Fit vs. Professionally-Fit):
- Ground Truth for Professional-Fit (PF) Group: The "Professionally-Fit" group had their hearing aids fitted by an audiologist and underwent an optional audiologist fine-tuning session. This implies a number of audiologists (not specified but plural) provided this professional fit, thus establishing a "ground truth" reference for professional care. The study design intrinsically compares the self-fit approach to professional audiologist care, using the latter as the benchmark for a successful fit in terms of patient-perceived benefit.
Supplemental Clinical Data (Apple Hearing Test Feature Validation):
- Comparison to Professionally Derived Audiograms: These would have been established by qualified hearing healthcare professionals, such as audiologists. The exact number of such professionals establishing these audiograms for the 202 subjects is not specified but the term "professionally derived" implies expertise.
4. Adjudication Method for the Test Set
Bench/Non-Clinical Tests:
- Performance Testing: Not applicable; compliance is determined by direct measurement against pre-defined numerical thresholds in regulatory and industry standards.
- Human Factors Formative Testing: Not applicable; the output is identification of use-related risks and subsequent design modifications.
- Audiogram Input Risk and Mitigation Study: Not applicable.
Clinical Study (HAF Self-Fit vs. Professionally-Fit):
- Primary Endpoint (IOI-HA score): Not applicable in the sense of expert adjudication of a diagnostic finding. The primary outcome was a patient-reported outcome measure (IOI-HA score), a subjective assessment collected directly from participants. The comparison was statistical (non-inferiority margin) between the two groups.
- Objective Measures (QuickSIN, REM): These are objective measurements and do not require adjudication.
Supplemental Clinical Data (Apple Hearing Test Feature Validation):
- Audiogram Comparison & Gain Analysis: Not applicable. The comparison was quantitative (pure-tone average, gain differences) between HTF-derived and professionally-derived audiograms.
5. Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study
- No, a traditional MRMC comparative effectiveness study, as typically seen in diagnostic imaging where multiple readers interpret cases with and without AI assistance, was not performed for the core Hearing Aid Feature.
- Instead, a clinical study compared two groups:
- Self-Fit (SF): Users applying the HAF's self-fitting algorithm.
- Professionally-Fit (PF): Users whose devices were fitted by an audiologist using the NAL-NL2 formula.
- This study evaluated the effectiveness of the HAF's self-fitting approach directly against professional care by assessing patient-reported outcomes (IOI-HA) and objective measures (QuickSIN, REM).
- Effect Size of Human Readers Improve with AI vs without AI assistance: This metric is not applicable as the study design was a comparison of a self-fitting AI system against professional human fitting, not a study of human readers improving with AI assistance. The study concluded that the HAF Self-Fit group achieved non-inferior perceived benefit (IOI-HA scores) compared to the Professionally-Fit group, indicating equivalent patient outcomes without the direct involvement of a hearing healthcare professional in the fitting process.
6. Standalone (Algorithm Only Without Human-in-the-Loop Performance) Study
- Yes, a standalone study was inherently performed to assess the performance of the HAF's self-fitting algorithm.
- The "Self-Fit (SF)" group in the clinical study directly represents the standalone performance of the algorithm. These users utilized the HAF's automatic fitting algorithm and then could adjust amplification, tone, and balance themselves. The device's performance, as measured by IOI-HA scores, QuickSIN, and REM, was attributed to this self-fitting strategy.
- The comparison to the "Professionally-Fit (PF)" group served as a benchmark for what a human expert (audiologist) would achieve.
- Therefore, the clinical study's SF arm is a direct measure of the algorithm's standalone performance in a real-world setting.
7. Type of Ground Truth Used
Bench/Non-Clinical Tests:
- Regulatory and Industry Standards: Ground truth is defined by explicit numerical thresholds and methodologies prescribed by 21 CFR 800.30 and ANSI/ASA/CTA standards.
- Human Factors: "Ground truth" is the identification of potential use errors and associated risks, which is derived from observing user interactions and conducting risk analysis.
Clinical Study (HAF Self-Fit vs. Professionally-Fit):
- Expert Consensus / Professional Practice: The "Professionally-Fit" group, whose devices were fitted by audiologists using a standard clinical fitting formula (NAL-NL2), served as the gold standard or ground truth for best clinical practice in hearing aid fitting. The HAF's performance was evaluated against this professional benchmark.
- Patient-Reported Outcomes (IOI-HA): The primary ground truth for effectiveness was the subjective perception of benefit, satisfaction, and quality of life as reported by the patients themselves via the IOI-HA questionnaire.
- Objective Outcomes Data (QuickSIN, REM): These objective functional measures also served as ground truth regarding speech intelligibility and actual gain.
Supplemental Clinical Data (Apple Hearing Test Feature Validation):
- Expert Consensus / Professional Practice: The comparison was made against "professionally derived audiograms," implying that these audiograms, established by trained hearing healthcare professionals, served as the ground truth.
8. Sample Size for the Training Set
The document does not explicitly state the sample size for the training set used to develop Apple's proprietary fitting formula within the HAF. The description only refers to the clinical study as establishing safety and effectiveness, and the HAF's fitting formula is described as "Apple's proprietary fitting formula." This formula would have been developed using a separate dataset prior to the validation study.
9. How the Ground Truth for the Training Set Was Established
Since the training set size and characteristics are not provided, the method for establishing its ground truth is also not explicitly stated in this document.
However, based on the nature of hearing aid fitting algorithms and the validation study design, it is highly probable that the proprietary fitting formula was developed and refined using:
- Large datasets of audiogram data: Likely anonymized audiograms from various sources, potentially including those collected by Apple's own Hearing Test Feature over time or from research collaborations.
- Patient-reported outcomes data: To correlate objective audiometric data with subjective patient benefit and preference.
- Expert knowledge/models: Incorporating established audiological principles, validated fitting targets (e.g., NAL-NL2, DSL v5), and clinical experience synthesized into an algorithmic form.
- Iterative development and testing: The "proprietary fitting formula" would have undergone extensive internal testing, likely including simulations and pilot studies with real users, where the "ground truth" would be established by comparing algorithm outputs to professional recommendations or patient preferences.
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DE NOVO CLASSIFICATION REQUEST FOR HEARING AID FEATURE
REGULATORY INFORMATION
FDA identifies this generic type of device as:
Air-conduction hearing aid software. Air-conduction hearing aid software is a device that is intended to be used with a compatible wearable hardware platform to compensate for impaired hearing. The software also allows for customization to the user's hearing needs. Devices in this classification are also subject to the requirements in § 800.30 or § 801.422 of this chapter, as applicable. This classification does not include software that is used with hardware as part of a hearing-aid device system classified in other regulations, e.g., § 874.3300, § 874.3305, or § 874.3325.
NEW REGULATION NUMBER: 21 CFR 874.3335
CLASSIFICATION: Class II
PRODUCT CODE: SCR
BACKGROUND
DEVICE NAME: Hearing Aid Feature
SUBMISSION NUMBER: DEN230081
DATE OF DE NOVO: December 4, 2023
- Apple Inc. CONTACT: One Apple Park Way Cupertino, CA 95014
INDICATIONS FOR USE
The Hearing Aid Feature is a software-only mobile medical application that is intended to be used with compatible wearable electronic products. The feature is intended to amplify sound for individuals 18 years of age or older with perceived mild to moderate hearing impairment. The Hearing Aid Feature utilizes a self-fitting strategy and is adjusted by the user to meet their hearing needs without the assistance of a hearing healthcare professional. The device is intended for Over-the-Counter use.
LIMITATIONS
The following important information on device use are included in the Instructions for Use:
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Important Information from the Instructions for Use:
WARNING: If you are younger than 18, DO NOT use this.
- · You should go to a doctor, preferably an ear-nose-throat doctor (an ENT), because vour condition needs specialized care. Over-the-counter hearing aids are only for users who are age 18 or older
The Hearing Aid Feature is for adults with signs of mild to moderate hearing loss. How do you know if you have this?
- · You have trouble hearing speech in noisy places
- · You find it hard to follow speech in groups
- · You have trouble hearing on the phone
- · Listening makes you tired
- · You need to turn up the volume on the TV or radio, and other people complain it's too loud
Some people with hearing loss may need help from a hearing healthcare professional even after using this Hearing Aid Feature. How do you know if you need to see one?
- · You can't hear speech even if the room is quiet
- · You don't hear loud sounds well, for example, you don't hear loud music, power tools, engines, or other very noisy things
- · If this hearing aid does not help you enough, ask for help from a hearing healthcare professional
WARNING: When to See a Doctor
- · If you have any of the problems listed below, please see a doctor, preferably an earnose-throat doctor (an ENT)
- · Your ear has a birth defect or an unusual shape. Your ear was injured or deformed in an accident
- · You saw blood, pus, or fluid coming out of your ear in the past 6 months
- · Your ear feels painful or uncomfortable
- · You have a lot of ear wax, or you think something could be in your ear
- · You get really dizzy or have a feeling of spinning or swaying (called vertigo)
- · Your hearing changed suddenly in the past 6 months
- · Your hearing changes: it gets worse then gets better again
- · You have worse hearing in one ear
- · You hear ringing or buzzing in only one ear
CAUTION: The sound output should not be uncomfortable or painful
- · You should turn down the volume or remove the AirPods Pro if the sound output is uncomfortably loud or painful. If you consistently need to turn the volume down, you may need to further adjust the Hearing Aid Feature settings.
If you remain concerned, consult a professional
- · If you try the Hearing Aid Feature and continue to struggle with or remain concerned
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about your hearing, you should consult with a hearing healthcare professional.
What you might expect when you start using Apple's Hearing Aid Feature
- · A hearing aid can benefit many people with hearing loss. However, you should know it will not restore normal hearing, and you may still have some difficulty hearing over noise. Further, a hearing aid will not prevent or improve a medical condition that causes hearing loss.
- · People who start using hearing aids sometimes need a few weeks to get used to them. Similarly, many people find that training or counseling can help them get more out of their devices.
- · If you have hearing loss in both ears, you might get more out of using hearing aids in both, especially in situations that make you tired from listening - for example, noisy environments.
PLEASE REFER TO THE LABELING FOR A MORE COMPLETE LIST OF WARNINGS, PRECAUTIONS AND CONTRAINDICATIONS.
DEVICE DESCRIPTION
The Hearing Aid Feature (HAF) is a software-only device that is comprised of a pair of software modules which operate on two separate required products: (1) HAF iOS Application on a compatible iOS product, and (2) HAF software (i.e., firmware) on the Apple AirPods Pro 2. Refer to Figure I, middle and right, respectively, The AirPods Pro 2, formerly named AirPods Pro (2nd generation), supported this granting and are hereafter simply referred to as "AirPods Pro" in this document.
Image /page/2/Figure/8 description: The image shows a diagram of the HAF (Hearing Aid Feature) setup process. The process starts with the user inputting their audiogram data into the HAF software app on iOS. The HAF software then utilizes the audiogram input for onboarding and setup, enabling fine-tuning settings. Finally, the HAF firmware on AirPods Pro 2 delivers amplification to users and saves the fine-tuning settings.
Figure 1: Audiogram input to HAF (left), HAF Software Application on iOS product (middle) & HAF Software (i.e., Firmware) on AirPods Pro (right)
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The HAF iOS Application guides users through the onboarding and setup process for the HAF. The process is self-guided by the user and includes step-by-step instructions and informational content (e.g. warnings, instructions for use). To initiate HAF setup, the user must select a saved audiogram from the iOS HealthKit! (Figure 1, left). Users are instructed to select an audiogram obtained from a reliable source (e.g. Apple's Hearing Test Features or from a hearing healthcare professional). Compatible audiograms must contain results at 250, 500, 1000, 2000, and 8000 Hz and meet other minimum quality requirements. During HAF onboarding, users are required to verify their age and are provided with educational material, including warnings and information required by 21 CFR 800.30.
Once the audiogram has been imported by the HAF, the feature will configure the amplification for the user's audiogram based upon Apple's proprietary fitting formula. Once the initial set-up is complete, users can listen with the HAF using the AirPods Pro and refine their settings. Fine tuning is facilitated by user controls on the iOS device that can adjust amplification, tone, and balance. A user can access the fine tuning settings at any time after setting up the HAF.
The HAF settings are transferred to the HAF Firmware Module on the AirPods Pro. The HAF Firmware Module utilizes the general purpose computing platform features of the AirPods Pro, including the microphone, speakers, amplifiers, and audio processing software, to process incoming sound and provide amplification at a specific frequency and gain based on the user's custom settings. The user's custom settings are stored on the HAF Firmware Module and will be available even when the AirPods Pro are not connected to the iOS device.
Multiple Function Device Products
This product has functions subject to FDA premarket review as well as functions that are not subject to FDA premarket review. Specifically, the Apple AirPods Pro and iOS products host numerous other functions for non-medical, general wellness and/or general consumer purposes. Consistent with FDA's guidance titled, "Multiple Function Device Products: Policy and Considerations," FDA assessed the other functions only to the extent that they either could adversely impact the safety and effectiveness of the functions subject to FDA premarket review or they are included as a labeled positive impact that was considered in the assessment of the functions subject to FDA premarket review. Specifically, while the AirPods Pro product contains other known and unknown audio functions, the device function under review was the HAF. The assessment concluded that the identified risks posed by the other known functions, aside from those functions that directly enable HAF functionality (e.g., microphone, speakers, amplifiers, core audio processing, etc.), are minimal and do not impact the safety or effectiveness of the device.
1 The sponsor considers that HealthKit is a Non-Device Data System per the FDA guidance at the following link: https://www.fda.gov/media/88572/download.
2 The Apple Hearing Test Feature is a separate medical device registered under product code 'EWO'.
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SUMMARY OF NONCLINICAL/BENCH STUDIES
SOFTWARE
The software documentation provided in the De Novo request is consistent with the intended use of the device and recommendations identified according to FDA Guidance Document Content of Premarket Submissions for Device Software Functions (issued June 14, 2023) and Cybersecurity in Medical Devices: Ouality System Considerations and Content of Premarket Submissions (issued September 27, 2023):
- · Documentation Level Rationale
- · Software Description
- · Risk Management File
- · Software Requirements Specification (SRS)
- · System and Software Architecture
- · Software Design Specification (SDS)
- · Software Testing as part of Verification and Validation
- · Software Version History
- · Unresolved Anomalies
- · Cybersecurity
The device also conforms to the cybersecurity requirements identified in Section 524B of the FD&C Act.
An overview of the device software and non-device software features are outlined in the software documentation. A comprehensive risk analysis is provided with detailed description of the hazards, their causes, severity and probability of occurrence, as well as risk control measures for the identified hazards. Additional software and bench performance-testing verification is summarized below.
PERFORMANCE TESTING - BENCH
The verification and validation activities demonstrate that the HAF meets all predetermined acceptance criteria including the performance requirements outlined in 21 CFR 800.30. Compliance to the electroacoustic performance testing requirements of 21 CFR 800.30 (parts (d) and (e)) are outlined below in Table 1.
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| Output Limits(21 CFR800.30(d)) | CFR Requirement | Compliance |
|---|---|---|
| 1) General output limit. An OTChearing aid shall not exceed anoutput limit of 111 dB SPL at anyfrequency except as provided inparagraph (d)(2) of this section | N/A - This requirement is not applicable as thesubject device is an input-controlled compressiondevice and are applying the 117 dB SPL limitspecified in part (2) below. | |
| 2) Output limit for a device withactivated input-controlledcompression. An OTC hearing aidthat has input-controlledcompression activated shall notexceed an output limit of 117 dBSPL at any frequency. | Max OSPL90: 105.93 dB SPL | |
| Electroacousticperformancelimits(21 CFR 800.30(e)) | 1) Output distortion control limits.The total harmonic distortion plusnoise shall not exceed 5 percent foroutput levels. | Harmonic distortion does not exceed 1%for any test frequency at the following input levels asspecified in applicable ANSI/ASA S3.22 orANSI/CTA 2051:2017 clauses:- 500Hz, 800Hz @ 70dBSPL- 1.6kHz @ 65dBSPL- 500Hz @ 100 dBSPL |
| 2) Self-generated noise level limits.Self-generated noise shall notexceed 32 dBA. | Max Self-Generated Noise: 28.20 dBA | |
| 3) Latency. Latency shall notexceed 15 ms. | Median Latency: 3.15 ms | |
| 4) Frequency response bandwidth.The lower cutoff frequency shallextend to 250 Hz or below, and theupper cutoff frequency shall extendto 5 kHz or greater. | Per Clause 4.1 in ANSI/CTA-2051:2017, thefrequency bandwidth is: 100 - 10,000 Hz | |
| 5) Frequency response smoothness.No single peak in the one-third-octave frequency response shallexceed 12 dB relative to the averagelevels of the one-third-octavebands, two-thirds octave above andbelow the peak. | Per Clause 4.1 in ANSI/CTA-2051:2017, all peaks<12dB relative to adjacent bands (two above, twobelow), are within the frequency response bandwidth. | |
| 6) Acoustic coupler choice. Whencompatible with the device design,a 2-cubic centimeter (cm³) acousticcoupler | 2 cm³ acoustic coupler used. | |
| Designrequirements(21 CFR 800.30(f)) | 1) Insertion depth. The design of anOTC hearing aid shall limit theinsertion of the most medialcomponent so that, when inserted,the component is reasonablyexpected to remain at least 10 | >10mm gap from tympanic membrane. Verified viamultiple ear tip sizes, instructions and usabilitytesting for AirPods Pro platform. |
| CFR Requirement | Compliance | |
| millimeters (mm) from thetympanic membrane. | ||
| 2) Use of atraumatic materials. | AirPods Pro platform has been verified to useatraumatic patient contacting materials. | |
| 3) Proper physical fit. | Even though the HAF is a software-only device, thisrequirement has been met for the AirPods Proplatform used with HAF. Refer to the insertion depthcompliance information above. | |
| 4) Tools, tests, or software. TheOTC hearing aid shall, throughtools, tests, or software, permit alay user to control the device andcustomize it to the user's hearingneeds. | HAF fitting is customized based on input audiogramprocessing. Afterward, the HAF contains three fine-tuning sliders (amplification, tone, balance) for theuser to customize the hearing aid to their needs. | |
| 5) User-adjustable volume control.The OTC hearing aid shall have auser-adjustable volume control. | The HAF has an amplification fine-tuning slider toadjust the volume. | |
| 6) Adequate reprocessing. | Even though the HAF is a software-only device, theadequacy of the reprocessing of the compatibleAirPods Pro platform has been verified via theinstructions and design mitigations. |
Table 1. HAF software with required product(s): 800.30(d) & (e) compliance.
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Human Factors and Usability Studies
Human Factors formative testing with 39 subjects was conducted to assess the use-related risks associated with use of the HAF. Documentation on the intended device users, uses, use environments, and training was developed as part of the process along with a Use-Related Risk Analysis (URRA). The URRA was conducted to assess any critical tasks and any potential use errors associated with the HAF. The intended users in the study were adults aged 18 or older with perceived mild to moderate hearing loss, which is aligned with the proposed indications for use. Participants enrolled in the formative testing varied in age, education level, and in their prior hearing aid use experience; no demographic inclusion criteria aside from age range were prespecified. The test environment was designed to represent the user's typical everyday environment with no training provided to the users prior to evaluation. This is reflective of how the user would interact with the device in a real-world setting. The results of this human factors testing demonstrate that all use-related risks have been reduced as far as possible following the implementation of any software design modifications based on the findings.
In addition to the above formative usability testing and design-based modifications for HAF, an additional formative study and analysis was also conducted to identify risks and mitigations for audiogram input to HAF (via the Hearing Test Feature or third-party audiogram import to the HealthKit). Risks and mitigations for audiogram input (both Hearing Test Feature generated or imported) to HAF from HealthKit have been identified and addressed through a combination of design, verification and validation of Hearing Test Feature, HAF, and HealthKit, together with supporting labeling, including HAF Instructions for Use with troubleshooting information (e.g.
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fine-tuning, selecting correct ear tip size) and general AirPods Pro instructions for how to properly select an ear tip size and appropriately place the AirPods Pro in ear.
Electrical and Battery Safety, Electromagnetic Compatibility & Wireless Coexistence/Safety A consumer electronic device. AirPods Pro were verified to comply with the following standard: Safety of Audio/Video, Information, and Communication Technology Equipment (IEC 62368-1). Additionally, applicable clauses in IEC 60601-1-2 and IEC 60601-1 have been assessed to further demonstrate the safety of the AirPods Pro. The following clauses of IEC 60601-1 and IEC 60601-1-2 have been evaluated and found to be acceptable, providing additional assurance of safety of the AirPods Pro with the applicable RF and EMC emission and immunity, thermal safety, and battery safety guidelines:
- · IEC 60601-1-2
- · Radiated Emissions (CISPR 11 Class B)
- · Conducted Emissions (CISPR 11 Class B)
- · Electrostatic Discharge (IEC 61000-4-2)
- · Radiated Frequency Immunity (IEC 61000-4-3)
- · Electric Fast Transients (IEC 61000-4-4)
- · Surge (IEC 61000-4-5)
- · RF Common Mode Immunity (IEC 61000-4-6)
- · Power Frequency Magnetic Field (IEC 61000-4-8)
- · Voltage Dips/Interruptions (IEC 61000-4-11)
- · Proximity Magnetic Field (IEC 61000-4-39)
- · IEC 60601-1
- · Power Input (Clause 4.11)
- · Durability of Markings (Clause 7.1.2)
- · Leakage Current Test (Clause 8.7)
- · Temperature Test (Clause 11.1)
- · IP Test (Clause 11.65)
- · Interruption of Power Supply (Clause 11.8)
- · Single Fault Condition Test (Clause 13.2)
- · Push Test (Clause 15.3.2)
- · Impact Test (Clause 15.3.3)
- · Molding Stress Relief Test (Clause 15.3.6)
- · Battery Tests (Clause 15.4.3)
The range of testing and all acceptance criteria are appropriate to evaluate this device based on its proposed intended use. All acceptance criteria were met. The compatible AirPods Pro products have been evaluated to demonstrate compliance with the applicable RF and EMC emission and immunity, thermal safety, and battery safety guidelines. This testing/analysis, together with the existing vast post-market evidence of safe consumer use, provides acceptable assurance of the safety of the AirPods Pro platform to support use with the HAF.
SUMMARY OF CLINICAL INFORMATION
Clinical evidence for the HAF's safety and effectiveness was established in a prospective, non-
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significant risk study from three sites across the United States with 118 (total) participants. The study enrolled subjects across the spectrum of hearing loss classifications, with a broad distribution across each of the following categories per the WHO 1991 4PTA classification?: No Hearing Impairment (15-25 dB HL and perceived hearing loss), Mild Hearing Loss (26-40 dB HL), and Moderate Hearing Loss (41 - 60 dB HL). Current regular users of hearing aids were excluded from participating in the study. Subjects were also enrolled based on demographic factors of age (less than or greater than 60 years old) and sex, to represent the intended patient population.
The primary purpose of the study was to evaluate the performance of the HAF Self-Fit (SF) formula against using the National Acoustic Laboratories Nonlinear 2nd edition (NAL-NL2) fitting formula that was Professionally-Fit (PF) by an audiologist. Subjects in both the SF and PF groups used the Apple AirPods Pro as the wearable hardware platform. Professionally derived audiogram inputs were measured and used for the hearing-aid fittings for both groups. The primary outcome measure of the study was the International Outcome Inventory for Hearing Aids (IOI-HA)4.
Users were evaluated over a 31-day period, which included three clinic visits interspersed with two home-interval periods. The PF group had their hearing aids fitted by the audiologist at the first clinic visit while the second clinical visit comprised an optional, audiologist fine-tuning session. Users in this PF group could also fine-tune their amplification settings during the second home-interval period. The SF group had initial tuning automatically completed by the HAF at the first clinic visit; SF users could then adjust amplification, tone, and balance whenever needed, both during clinic visits and home-interval periods. During the home-interval periods, subjects in both groups were encouraged to use the devices during their daily activities and in their routine environments. There was a prespecified minimum expected daily wear and use time: i.e., use duration, of at least 30 minutes per day (100% of subjects across both the SF and PF groups met and exceeded this duration). Table 2 shows the demographics of the study users. Table 3 summarizes the SF vs. PF group IOA-HA results.
3 Olusanya BQ, Davis AC, Hoffman HJ. Hearing loss grades and the International classification of functioning, disability and health. Bull World Health Organ. 2019 Oct 1:97(10):725-728. doi:10.2471/BLT.19.230367.
4 Cox. R.M., and Alexander. G.C. "The International Outcome Inventory for Hearing Aids (101-HA); psychometric properties of the English version." International Journal of Aud. 41(1): 30-35 (2002). https://doi.org/10.3109/14992020209101309
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| Characteristics | Self-Fit(n=59) | Pro-Fit(n=59) |
|---|---|---|
| Age | ||
| Mean | 57.9 | 60.4 |
| Std. Dev | 16.05 | 11.83 |
| Median | 62.0 | 62.0 |
| Min - Max | 22 - 85 | 25 - 79 |
| Age Group | ||
| <60 | 25 (42.4%) | 25 (42.4%) |
| ≥60 | 34 (57.6%) | 34 (57.6%) |
| Sex | ||
| Male | 29 (49.2%) | 20 (33.9%) |
| Female | 30 (50.8%) | 39 (66.1%) |
| Ethnicity | ||
| Hispanic or Latino | 1 (1.7%) | 1 (1.7%) |
| Not Hispanic or Latino | 58 (98.3%) | 58 (98.3%) |
| Race | ||
| Asian | 1 (1.7%) | 0 (0.00%) |
| Black or African American | 4 (6.8%) | 10 (16.9%) |
| White | 53 (89.8%) | 48 (81.4%) |
| More than One Race | 0 (0.0%) | 1 (1.7%) |
| Not Reported | 1 (1.7%) | 0 (0.0%) |
Table 2: Clinical study user demographics.
Table 3: IOI-HA Scores for Self-Fit and Pro-Fit groups for two study data sets.
| AnalysisSet | Mean (SD) IOI-HA Score | MeanDifference(SD) Pro-Fit -Self-Fit | 95%ConfidenceInterval forMeanDifference | Non-InferiorityMargin | P-Value | Conclusion | |
|---|---|---|---|---|---|---|---|
| Self-FitN = 59 | Pro-FitN=59* | ||||||
| FAS/CCAS | 25.5(3.03) | 26.6(3.63) | 1.17(3.34) | (-0.05, 2.39) | 3.0 | 0.0036 | Pass |
| PP | 25.5(3.03) | 26.7(3.63) | 1.23(3.34) | (0.01, 2.46) | 3.0 | 0.0050 | Pass |
*N=58 in Pro-Fit Group for Per Protocol Analysis (One subject removed due to being incorrectly enrolled without meeting all inclusion/exclusion criteria)
The primary endpoint assessed the IOI-HA difference in scores between the SF and PF group across the entire study population. Study success was defined as a SF-group mean-score that was no more than 3 points below the PF-group mean-score, i.e., the non-inferiority margin. Table 3 demonstrates that users fit by the automatic HAF fitting-algorithm achieved the same perceived benefit compared with users with hearing aid settings tuned by a professional audiologist. Moreover, subgroup analyses indicated that the IOI-HA scores were consistent for both the SF
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and PF groups across hearing classification, age, sex, and race.
Of note, there was a statistically significant unexplained variability in the primary endpoint across the three study sites, unattributed to any key demographic imbalances (e.g. Age, Sex, Race, Hearing Impairment classification, AirPods Wear Time, otoscopy results, etc.). Thus, individual site results were examined. The mean IOI-HA score for the SF group was about 1.5 points greater at the largest site (n=49) and about 3 points less at the other two sites (n = 33 and 20, respectively), as compared to the PF group. This performance difference is not considered clinically significant.
Additional objective measures (Speech-in-Noise (QuickSIN) and Real Ear Measure (REM)) were also collected to assess objective changes in amplification between the SF and PF groups. OuickSIN results demonstrate that there was no difference in speech intelligibility performance between the SF and PF group. In line with the finding of non-inferior IOI-HA scores between the SF and PF groups, REM (gain) results demonstrated no substantive differences in gain (> 5dB) trends across frequency at 50. 65, and 80 dB SPL, respectively, See Table 4 for 65 dB SPL results.
| InputLevel(dB SPL) | 65 dB SPL | |||||||
|---|---|---|---|---|---|---|---|---|
| Frequency(kHz) | 0.25 | 0.5 | 1 | 2 | 3 | 4 | 6 | 8 |
| SF (N=59) | 4.7(3.5) | 5.2(3.3) | 7.6(3.8) | 5.3(3.5) | 4.9(3.8) | 9.2(4.6) | 7.4(5.1) | 9.1(5.2) |
| PF (N=59) | 3.9(3.1) | 3.6(2.9) | 4.0(3.2) | 2.6(2.1) | 2.5(1.8) | 4.5(3.5) | 4.9(4.1) | 6.9(4.8) |
Table 4. Real Ear Measure Gain (SD) in dB at 65 dB SPL.
In terms of study safety, one subject (1/118, 0.8% of total subjects) experienced two non-device related adverse events, this subject was in the PF group.
Supplemental Clinical Data: Apple Hearing Test Feature Validation
Audiogram input is required for HAF. The HAF is accompanied by the Hearing Test Feature (HTF), a separate Class II Exempt device registered under 21 CFR 874.1050. HTF can be used to generate an audiogram to be used with HAF. A validation study of HTF was conducted by (1) comparing HTF outputs to professionally derived audiograms, and (2) comparing gain profiles of HAF for HTF derived audiograms vs. professionally derived audiograms. One dataset (n = 202) demonstrated a similar pure-tone average for HTF derived audiograms as professionally derived audiograms (for the same users). Furthermore, for a subset of these subjects with mild to moderate hearing loss (n=173), a gain analysis was conducted to determine if the gain values generated by HAF were similar for HTF vs. professionally-derived audiograms. The output gains across all test frequencies were within +/- 5 dB for >98% of gain differences (meeting the prespecified acceptance criteria of +/- 5 dB for 90% of gain differences).
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Pediatric Extrapolation
The Hearing Aid Feature is intended to amplify sound for individuals 18 years of age or older with perceived mild to moderate hearing impairment. For medical devices, the Federal Food, Drug, and Cosmetic Act defines patients before their 22nd birthday as pediatric patients. In this De Novo request, existing clinical data were not leveraged to support the use of the device in individuals younger than 18 years old. It was appropriate to indicate the device for individuals 18 and older because patients aged 18 to 21 do not carry additional differences or risks relative to the patient population studied.
PREDETERMINED CHANGE CONTROL PLAN
The submission contains a Predetermined Change Control Plan (PCCP), which complies with Section 3308 of the Food and Drug Omnibus Reform Act (FDORA) of 2022, enacted on December 29, 2022. The PCCP contains planned modifications to the output gain of the HAF intended to improve a user's overall listening experience as well as to provide additional benefit to users. The planned modifications to the output gain include changes to the maximum allowable gain limit, expanded frequency bandwidth, and the addition of environment-specific programs with modified gain output settings. Acceptable modification limits for each change have been provided.
The PCCP includes a modification protocol describing the verification and validation activities that will support the proposed changes. The proposed changes will undergo software verification testing to ensure that all new and existing requirements are still met. Additionally, performance validation testing will be conducted to establish substantial equivalence to the authorized version of the HAF. Specific test protocols, including methods of implementation and acceptance criteria, provide sufficient means to implement the outlined modifications without requiring an additional marketing submission prior to implementation. PCCP revisions of the HAF are version controlled and documented based on the design control requirements.
A procedure for Instructions for Use updates has also been established in order to inform users about changes implemented under this FDA authorized PCCP. Apple will verify the applicable changes, the associated version of the device, the availability and compatibility of the feature, and the device performance. Apple will publish updated Instructions for Use on its website, and make them accessible within the Health App.
LABELING
The labeling for the device is sufficient and satisfies the applicable requirements of 21 CFR 800.30. The labeling consists of Instructions for Use and an onboarding sequence. The Instructions for Use include the indications for use; a description of the device: precautions and warnings; a detailed summary of the clinical data collected in support of the device; a list of probable adverse events; and instructions for the safe use of the device.
Please see the Limitations section above for important contraindications, warnings and precautions presented in the device labeling.
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RISKS TO HEALTH
Table 5 identifies the risks to health that may be associated with air-conduction hearing aid software and the measures necessary to mitigate these risks.
| Risks to Health | Mitigation Measures |
|---|---|
| Physical discomfort or worseninghearing due to providing higherthan desired output | Clinical performance data |
| Non-clinical performance testing | |
| Software verification, validation, and hazard analysis | |
| Design verification and validation | |
| Labeling | |
| Insufficient sound amplificationleading to ineffective treatmentand poorer than expected patientoutcomes | Clinical performance data |
| Non-clinical performance testing | |
| Software verification, validation, and hazard analysis | |
| Design verification and validation | |
| Labeling | |
| Missed or delayed or incorrectmedical treatment due to poordesign/use error or device misuse | Clinical performance data |
| Non-clinical performance testing | |
| Usability data | |
| Software verification, validation, and hazard analysis | |
| Design verification and validation | |
| Labeling |
Table 5. Identified Risks to Health and Mitigation Measures
SPECIAL CONTROLS
In combination with the general controls of the FD&C Act, including 21 CFR 800.30 (over-thecounter hearing aids) and 21 CFR 801.422 (prescription hearing aids) as applicable, airconduction hearing aid software is subject to the following special controls:
- (1) Performance data must validate the customization strategy of the hearing aid software with representative, compatible hardware. Self-fitting strategies must be validated with clinical performance data.
- (2) Non-clinical performance testing with representative, compatible hardware must verify that the amplified acoustic signal outputted by the hardware platform is calibrated.
- Usability data must demonstrate that the intended user can correctly operate the hearing (3) aid based solely on reading the directions for use, including setup and use with representative, compatible hardware.
- (4) Software verification, validation, and hazard analysis must be performed. Documentation must include:
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- (i) Characterization of the technical specifications of the software, including the user customization and amplification algorithms, inputs and outputs, and all relevant software components:
- (ii) Minimum requirements for compatible hardware and software platform(s) to ensure the software device functions as intended:
- A description of all mitigations for failure of any software subsystem (iii) components, including sound transduction, signal processing, and hearing loss compensation; and
- A description of all interactions with other audio functionality on the hardware (iv) platform.
- (5) For devices with a predetermined change control plan (PCCP), documentation must include the planned modifications to the device. the risks of the planned modifications and corresponding risk mitigations, and the verification and validation activities, including pre-specified acceptance criteria, that will be performed for specified device modifications.
- (6) Labeling must include the following:
- Labeling required by § 800.30 or § 801.422 of this chapter, as applicable, (i) including compatible hardware and software platforms by model and/or specification; and
- For devices with a PCCP, labeling related to the PCCP, including: (ii)
- (A) A statement that the device has a PCCP;
- A description of planned modification(s) to the device, including validation (B) requirements: and
- (C) A version history, a description of how device modification(s) will be implemented, and a description of how users will be informed of device modification(s) made in accordance with the PCCP.
BENEFIT/RISK DETERMINATION
The probable benefits of the HAF have been established through assessment of data derived from the clinical validation study results summarized above, which evaluated 118 subjects. The clinical validation study, using professionally-derived audiogram inputs, demonstrate that subjects who used the HAF Self-Fit formula achieved the same perceived benefit (IOI-HA score comprising seven domains including use, benefit, satisfaction, quality of life, etc.) as subjects who were professionally-fit by an audiologist using a standard clinical hearing aid fitting formula. The same hardware platform AirPods Pro were used as a control for both the SF and PF groups. The HAF met the primary effectiveness endpoint with the subgroup analysis showing that performance of the SF group was consistent with the PF group across all questions of the IOI- HA survey, regardless of hearing classification, age, sex, and race. The results from the exploratory endpoints of Speech-in-Noise (QuickSIN) and Real Ear Measures (REM) show that there was no difference in speech intelligibility performance between SF and PF groups, while the SF group tended to prefer slightly less gain.
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The HAF has a low-to-moderate risk profile as defined in the risk assessment. The probable risks include physical discomfort or worsening hearing due to providing higher than desired output, insufficient sound amplification leading to ineffective treatment and poorer than expected patient outcomes, and missed or delayed or incorrect medical treatment due to poor design/use error or device misuse. Furthermore, there are significant risk mitigation controls in place to reduce all risks to an acceptable level. Finally, the clinical validation study results demonstrated that the HAF has a robust safety profile with only one subject (1/118, 0.8% of total subjects) experiencing two non-device related adverse events in the PF group. Overall, the HAF raised no safety concerns across a broad demographic range of patients with perceived or measured mild to moderate hearing loss. The safety profile of the HAF presents minimal risk to the user and is as safe as traditional hearing aid devices.
In summary, the totality of the evidence, including the clinical validation, supplemental clinical information, non-clinical software testing, other non-clinical testing (including 21 CFR 800.30 compliance), human factors testing, and established risk mitigation measures, support that the benefits outweigh the risks and low uncertainty associated with the HAF.
Patient Perspectives
This submission did not include specific information on patient perspectives for this device.
Benefit/Risk Conclusion
In conclusion, given the available information above, the data support that for the indications for use statement:
The Hearing Aid Feature is a software-only mobile medical application that is intended to be used with compatible wearable electronic products. The feature is intended to amplify sound for individuals 18 years of age or older with perceived mild to moderate hearing impairment. The Hearing Aid Feature utilizes a self-fitting strategy and is adjusted by the user to meet their hearing needs without the assistance of a hearing healthcare professional. The device is intended for Over-the-Counter use.
The probable benefits outweigh the probable risks for the Hearing Aid Feature. The device provides benefits and the risks can be mitigated by the use of general controls and the identified special controls.
CONCLUSION
The De Novo request for the Hearing Aid Feature is granted and the device is classified under the following:
Product Code: SCR Device Type: Air-conduction hearing aid software Class: II Regulation: 21 CFR 874.3335
N/A