K203546 · Electrocore, Inc. · PKR · Feb 12, 2021 · Neurology
Device Facts
Record ID
K203546
Device Name
gammaCore Sapphire
Applicant
Electrocore, Inc.
Product Code
PKR · Neurology
Decision Date
Feb 12, 2021
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 882.5892
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The gammaCore Sapphire is a device that provides non-invasive vagus nerve stimulation (nVNS) when applied to the side of the neck. This is a mild electrical stimulation of the vagus nerve, which runs through the neck and carries information to the central nervous system. Each stimulation with gammaCore lasts 2 minutes. The patient controls the stimulation strength.
Device Story
Handheld, rechargeable, portable nVNS device; delivers mild electrical stimulation to vagus nerve via neck application. User-controlled signal amplitude (0-40 scale) via slide switch; 120-second stimulation cycles. Device includes charging station, LED display, and audible feedback. Therapy dispensed via prescription-based RFID cards (10, 31, or 93-day durations) using NFC protocols to load doses. Proprietary encoding algorithm manages therapy days/doses. Bluetooth enabled for manufacturer-only diagnostics (usage/remaining doses). Used by patients for migraine/cluster headache management; output helps reduce pain/prevent attacks. No changes in design, manufacturing, or functionality from predicate.
Clinical Evidence
No new clinical testing conducted for this notification. Safety/effectiveness supported by previous studies: PRESTO (K173442) for acute migraine; PREMIUM and EVENT (K191830) for preventive migraine. Adolescent indication supported by adult data extrapolation and a preliminary study (Grazzi et al., 2017) of 9 adolescents showing 46.8% success rate in treating migraine attacks with no device-related adverse events.
Technological Characteristics
Materials: SS, ABS-PC, SignaGel electrode gel. Energy: 3V LiFePo4 battery. Waveform: Sinusoidal, symmetrical biphasic, 5000-Hz pulses at 25 Hz. Output: 30V peak, 60 mA peak. Load impedance: 450-550 ohms. Connectivity: NFC for RFID card loading, Bluetooth for manufacturer diagnostics. Electrical safety: UL 60601-1 Class III Type BF Applied Part.
Indications for Use
Indicated for: preventive treatment of migraine headache in adolescent (age 12+) and adult patients; acute treatment of pain associated with migraine headache in adolescent (age 12+) and adult patients; adjunctive preventive treatment of cluster headache in adult patients; acute treatment of pain associated with episodic cluster headache in adult patients.
Regulatory Classification
Identification
An external vagal nerve stimulator for headache is a prescription device used to apply an electrical current to a patient's vagus nerve through electrodes placed on the skin for the treatment of headache.
Special Controls
*Classification.* Class II (special controls). The special controls for this device are:(1) The technical parameters of the device, including waveform, output modes, maximum output voltage and current (with 500, 2,000, and 10,000 ohm loads), pulse duration, frequency, net charge (µC) per pulse, maximum phase charge at 500 ohms, maximum current density (mA/cm
2 , r.m.s.), maximum average current (mA), maximum average power density (W/cm2 ), and the type of impedance monitoring system shall be fully characterized through non-clinical performance testing.(2) Software verification, validation, and hazard analysis shall be performed.
(3) Biocompatibility evaluation of the patient-contacting components of the device shall be performed.
(4) The device shall be tested for electrical, thermal, and mechanical safety, and for electromagnetic compatibility (EMC).
(5) The labeling must include:
(i) Instructions for proper use of the device, including placement of the device on the patient; and
(ii) Instructions on care and cleaning of the device.
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Electrocore, Inc. Mike Romaniw VP, Quality Assurance & Regulatory Affairs 150 Allen Road, Suite 201 Basking Ridge, New Jersey 07920
Re: K203546
Trade/Device Name: gammaCore Sapphire Regulation Number: 21 CFR 882.5892 Regulation Name: External vagal nerve stimulator for headache Regulatory Class: Class II Product Code: PKR, QAK Dated: December 2, 2020 Received: December 4, 2020
Dear Mike Romaniw:
We have reviewed your Section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database located at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's
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requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting of medical device-related adverse events) (21 CFR 803) for devices or postmarketing safety reporting (21 CFR 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-reportingcombination-products); good manufacturing practice requirements as set forth in the quality systems (OS) regulation (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR Part 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to https://www.fda.gov/medical-device-safety/medical-device-reportingmdr-how-report-medical-device-problems.
For comprehensive regulatory information about mediation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/medicaldevices/device-advice-comprehensive-regulatory-assistance) and CDRH Learn (https://www.fda.gov/training-and-continuing-education/cdrh-learn). Additionally, you may contact the Division of Industry and Consumer Education (DICE) to ask a question about a specific regulatory topic. See the DICE website (https://www.fda.gov/medical-device-advice-comprehensive-regulatoryassistance/contact-us-division-industry-and-consumer-education-dice) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,
Patrick Antkowiak Assistant Director (Acting) DHT5B: Division of Neuromodulation and Physical Medicine Devices OHT5: Office of Neurological and Physical Medicine Devices Office of Product Evaluation and Quality Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known)
Not yet known
#### Device Name
gammaCore Sapphire Non-invasive Vagus Nerve Stimulator
#### Indications for Use (Describe)
gammaCore Sapphire (non-invasive vagus nerve stimulator) is intended to provide non-invasive vagus nerve stimulation (nVNS) on the side of the neck. gammaCore is indicated for:
- · The preventive treatment of migraine headache in adolescent (age 12 and older) and adult patients.
- · The acute treatment of pain associated with migraine headache in adolescent (age 12 and older) and adult patients.
- · Adjunctive use for the preventive treatment of cluster headache in adult patients.
- · The acute treatment of pain associated with episodic cluster headache in adult patients.
Type of Use (*Select one or both, as applicable*)
| <div> <b></b> <label><span style="font-size: 10pt;">☑</span> Prescription Use (Part 21 CFR 801 Subpart D)</label> </div> |
|--------------------------------------------------------------------------------------------------------------------------|
| <div> <label>☐ Over-The-Co</label> </div> |
| | Over-The-Counter Use (21 CFR 801 Subpart C)
#### CONTINUE ON A SEPARATE PAGE IF NEEDED.
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# 510(K) SUMMARY
The following information is provided as required by 21 CFR §807.92 for the electroCore gammaCore Sapphire 510(k) premarket notification. In response to the Safe Medical Devices Act of 1990, the following is a summary of the information upon which the substantial equivalence determination is based.
### Applicant: electroCore, Inc. 150 Allen Road, Suite 201 Basking Ridge, New Jersey 07920 Ph: 973-290-0097 Fax: 973-290-9171
## Establishment Registration Number: 3009060963
| Contact: | Mike Romaniw<br>Exec VP, Systems & Operations<br>Office: 973-355-6702<br>Fax: 973-290-9171<br>Mike.Romaniw@electroCore.com |
|--------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Alternate Contact: | Eric J. Liebler<br>SVP, Neurology<br>Mobile: 908-938-9780<br>Eric.Liebler@electroCore.com |
| Alternate Contact: | Deborah Lavoie Grayeski<br>Sr. Project Manager<br>M Squared Associates, Inc.<br>Office: 347-954-0418<br>Fax: 703-562-9797<br>dgrayeski@MSquaredAssociates.com |
| Alternate Contact: | Janice M. Hogan, Esq.<br>Partner<br>Hogan Lovells US LLP<br>Direct: 267-675-4611<br>Janice.Hogan@HoganLovells.com |
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| Date of Submission: | February 12, 2021 |
|------------------------|----------------------------------------------|
| Proprietary Name: | gammaCore Sapphire |
| Common Name: | External vagal nerve stimulator for headache |
| Classification Status: | Class II |
| Product Codes: | PKR, QAK |
| Predicate Device: | gammaCore Sapphire, K191830 |
Indication for Use: The gammaCore Sapphire Non-invasive Vagus Nerve Stimulator is intended to provide non-invasive vagus nerve stimulation (nVNS) on the side of the neck. The gammaCore Sapphire device is indicated for:
- The preventive treatment of migraine headache in adolescent (age 12 and older) and adult . patients.
- . The acute treatment of pain associated with migraine headache in adolescents (age 12 and older) and adult patients.
- . Adjunctive use for the preventive treatment of cluster headache in adult patients.
- . The acute treatment of pain associated with episodic cluster headache in adult patients.
Device Description: The gammaCore Sapphire (gammaCore) is a multiuse, handheld, rechargeable, portable device consisting of a rechargeable battery and signal-generating and amplifying electronics, with a slide control switch for user/operator control of the signal amplitude (relative range, 0-40 continuous).
The gammaCore Sapphire:
- . Includes a charging station incorporated into the "clam shell" storage case connected to a power adapter for charging of the device as necessary by the end user.
- Provides visible (light and display) and audible (beep) feedback regarding device and stimulation . status.
- . Allows for multiple stimulations or doses; each stimulation or dose lasts 120 seconds, after which the device automatically turns off unless turned off earlier by the user/operator. Note: One dose is defined as one stimulation cycle lasting 120 seconds (2 minutes).
- . Delivers up to a fixed number of doses within a 24-hour period; once the maximum daily number of doses has been reached, the device will not deliver any more doses until the following 24-hour period.
- Indicates on the display the number of remaining doses available in a 24-hour period. .
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The device will be provided to the patient/user with an initial 10-, 31-, or 93-day RFID card on the basis of the healthcare provider's prescription. Additional (refill/reload) cards will be provided in response to a user/patient request based on a prescription from his or her healthcare provider. The refill/reload RFID cards will be programmed by electroCore or its authorized agent. This is a specialized application for dispensing the device therapy.
When a 10-, 31-, or 93-day refill/reload card is requested by a patient/user (in accordance with a prescription from a healthcare provider) for a unique device serial number, an RFID card is encoded with the appropriate dosage according to the prescription. The gammaCore RFID card loading application uses a proprietary encoding algorithm to encrypt the therapy days and doses per day on the refill/reload RFID card using near field communication (NFC) protocols.
The encoded refill/reload RFID card is then provided to the user/patient who requested the refil/reload of the device, along with one to six additional tubes of conductive gel (the number of conductive gel tubes provided is based on the 10-, 31-, or 93-day refill/reload being provided). On receipt of the RFID card, the user/patient refills/reloads his or her gammaCore device by placing the RFID card across the face of the device (with the device turned on). The device will display "refill" icon as the device reads the RFID card. The device will signal (beeping twice) when it has been loaded with the programmed doses. The device will now be ready for use as treatment. The RFID card can be used for only one refill/reload: upon completion of the device refill/reload, the card can be thrown away.
In addition, a Bluetooth® feature will be enabled to facilitate diagnostics of any devices returned by patients/users to the manufacturer, to allow determination of the number of days the device was used and/or the number of doses, as well as any days/doses remaining on the device. The Bluetooth feature will not be accessible to the patient/user; it is accessible only to the device manufacturer.
The subject device delivers the same energy and maintains the same operational characteristics as the gammaCore Sapphire device cleared in K191830. No changes in design or manufacturing process have been made that could affect device functionality. All functional aspects of the device remain the same as K191830, including the strength and nature of the device outputs.
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### Summary of Technological Characteristics:
There are no changes to the technological characteristics of the gammaCore Sapphire for this expanded labeling.
### Summary of Non-clinical Testing:
There are no changes to the technological characteristics of the gammaCore Sapphire for this expanded labeling; no additional non-clinical or performance testing is required.
#### Summary of Clinical Data:
gammaCore Sapphire is the same as the predicate device and no technological changes have occurred. Thus, clinical testing was not conducted for this premarket notification, nor was required to support the safety and performance of the gammaCore Sapphire for the expanded Intended Use/Indications for Use population. Please refer to:
- K173442 for further information regarding the multicenter, randomized, double-blind, parallel-. group, sham-controlled clinical study (PRESTO) supporting the safety and effectiveness of gammaCore Sapphire for the acute treatment of pain associated with migraine headache.
- . K191830 for further information regarding the prospective, randomized, sham-controlled, multicenter studies (PREMIUM and EVENT studies) supporting the safety and effectiveness of gammaCore Sapphire for the preventive treatment of migraine headache.
Clinical data to support use of gamma Core Sapphire for preventive and acute treatment of migraine headache in the adolescent population has been extrapolated from clinical data in adult populations for the same indication. In addition to extrapolation of adult data, a small study was performed evaluating the use of gamma Core Sapphire in the acute treatment of migraine in adolescent population. As described in Grazzi et al', in nine (9) adolescents, 46.8% of treated migraine attacks were considered successfully treated and did not require any rescue medication. No device-related adverse events were observed. These results are consistent with those seen in adults and further supports the safety and effectiveness of the gamma Core Sapphire device in adolescents.
<sup>1</sup> Grazzi L, Egeo G, Liebler E, Padovan AM, Barbanti P. Non-invasive vagus nerve stimulation (nVNS) as symptomatic treatment of migraine in young patients: a preliminary safety study. Neurol Sci. 2017 May:38(Suppl 1):197-199. doi: 10.1007/s10072-017-2942-5. PMID: 28527086.
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## Substantial Equivalence Discussion:
gammaCore Sapphire technology is identical to the device technology cleared under K191830. There have been no changes in the technological characteristics or intended use of the gammaCore Sapphire. Therefore, there are no new issues of safety or effectiveness, thus, the subject gammaCore Sapphire is substantially equivalent to the predicate gammaCore Sapphire device.
# Summary:
Table 1 establishes the substantial equivalence of the subject device to that of the predicate device.
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## Table 1. Substantial Equivalence Comparison Table
| | gammaCore Sapphire<br>(Predicate Device) | gammaCore Sapphire<br>(Subject Device) | Substantial Equivalence |
|--------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 510(k) Number | K191830 | TBD | |
| Intended Use | The gammaCore Sapphire is a device that<br>provides non-invasive vagus nerve<br>stimulation (nVNS) when applied to the<br>side of the neck. This is a mild electrical<br>stimulation of the vagus nerve, which<br>runs through the neck and carries<br>information to the central nervous<br>system. Each stimulation with<br>gammaCore lasts 2 minutes. The patient<br>controls the stimulation strength. | The gammaCore Sapphire is a device that<br>provides non-invasive vagus nerve<br>stimulation (nVNS) when applied to the<br>side of the neck. This is a mild electrical<br>stimulation of the vagus nerve, which<br>runs through the neck and carries<br>information to the central nervous<br>system. Each stimulation with<br>gammaCore lasts 2 minutes. The patient<br>controls the stimulation strength. | Same; no change in intended use |
| Indication for Use | The gammaCore Sapphire is indicated<br>for:<br>• The preventive treatment of cluster<br>headache (CH) in adult patients.<br>• The acute treatment of pain<br>associated with episodic cluster<br>headache (eCH) in adult patients.<br>• The acute treatment of pain<br>associated with migraine headache<br>in adult patients.<br>• The preventive treatment of<br>migraine headache in adult patients. | The gammaCore Sapphire is indicated<br>for:<br>• The preventive treatment of cluster<br>headache (CH) in adult patients.<br>• The acute treatment of pain<br>associated with episodic cluster<br>headache (eCH) in adult patients.<br>• The acute treatment of pain<br>associated with migraine headache<br>in adolescents (age 12 and older)<br>and adult patients.<br>• The preventive treatment of<br>migraine headache in adolescent<br>(age 12 and older) and adult<br>patients. | Clinical data from the adult population<br>has been fully extrapolated to support the<br>expanded labeling for use of gammaCore<br>Sapphire in adolescent patients for the<br>preventive and acute treatment of<br>migraine headache. Questions of safety or<br>effectiveness have been addressed in the<br>supporting data. |
| Rx vs OTC | Prescription use | Prescription use | No change |
| | gammaCore Sapphire<br>(Predicate Device) | gammaCore Sapphire<br>(Subject Device) | Substantial Equivalence |
| 510(k) number | K191830 | TBD | |
| | Acute treatment of migraine:<br>120-second stimulation cycle, 2 bilateral<br>stimulations up to 3<br>times a day | Acute treatment of migraine:<br>120-second stimulation cycle, 2 bilateral<br>stimulations up to 3<br>times a day | No change in treatment protocol for<br>adolescents compared to adults. |
| Migraine Treatment<br>recommendation | Preventive treatment of migraine:<br>120-second stimulation cycle,<br>2 consecutive stimulations on either side<br>of the neck as follows:<br>• First daily treatment: within 1 hour of<br>waking<br>• Second daily treatment:<br>4-6 hours after the first daily treatment<br>• Third daily treatment: within 1 hour<br>before going to sleep | Preventive treatment of migraine:<br>120-second stimulation cycle,<br>2 consecutive stimulations on either side of<br>the neck as follows:<br>• First daily treatment: within 1 hour of<br>waking<br>• Second daily treatment:<br>4-6 hours after the first daily treatment<br>• Third daily treatment: within 1 hour<br>before going to sleep | |
| Patient- contacting<br>materials | SS, ABS-PC, SignaGel electrode gel | SS, ABS-PC, SignaGel electrode gel | No change in materials |
| Electrical<br>classification | UL 60601-1 Class III Type BF Applied<br>Part | UL 60601-1 Class III Type BF Applied<br>Part | No change in classification |
| Waveform/frequency | Sinusoidal wave, symmetrical biphasic<br>5000-Hz pulses at a rate of 25 Hz | Sinusoidal wave, symmetrical biphasic<br>5000-Hz pulses at a rate of 25 Hz | No change in waveform or frequency |
| Maximum output | 30V (peak), 60 mA(peak) | 30V (peak), 60 mA(peak) | No change in outputs |
| Load impedance | 450-550 ohms | 450-550 ohms | No change in impedance |
| Power supply | 3V LiFePo4 battery | 3V LiFePo4 battery | No change in power supply voltage |
| Service life | 3 Years from date of manufacture | 3 Years from date of manufacture | No change in service life |
| Controls | Control slide<br>Increase slide up/decrease slide down | Control slide<br>Increase slide up/decrease slide down | No change in circuitry or controls of the<br>subject and predicate devices |
| Output regulation | Device software and control slide | Device software and control slide | |
| | gammaCore Sapphire<br>(Predicate Device) | gammaCore Sapphire<br>(Subject Device) | Substantial Equivalence |
| Device status display | LED screen | LED screen | Differences between the subject device<br>and reference device represent changes<br>in the user interface. These changes do<br>not impact the safety or effectiveness of<br>the device. |
| Battery charger | Qi-compatible wireless charger in clam<br>shell storage case | Qi-compatible wireless charger in clam<br>shell storage case | |
| RFID refill/reload<br>capability | Allows refilling/reloading of the number<br>of days/doses for which the device can<br>provide treatment; allows for continued<br>use of same device for extended periods<br>of time | Allows refilling/reloading of the number of<br>days/doses for which the device can<br>provide treatment; allows for continued<br>use of same device for extended periods of<br>time | |
| Device diagnostics,<br>Bluetooth | Provides for diagnostics by manufacturer<br>of returned devices, including number of<br>days device was used, number of doses<br>delivered, and remaining days/doses | Provides for diagnostics by manufacturer<br>of returned devices, including number of<br>days device was used, number of doses<br>delivered, and remaining days/doses | |
| Start-up | Yes | Yes | |
| Session complete | Yes | Yes | |
| Errors/depleted<br>battery | Yes | Yes | No change in available alarm signals |
| No doses left | Yes | Yes | |
| Expired/no days left | Yes | Yes | |
| Start-up<br>(powered on) | Light on | Light on | No change to display/message in the<br>subject and predicate devices<br>Differences between the subject device<br>and reference device represent changes<br>in the user interface. These changes do<br>not impact the safety or effectiveness of<br>the device. |
| Unit ready (powered<br>on) | LED doses remaining for 24-hr period | LED doses remaining for 24-hr period | |
| Dose complete | LED days and doses remaining and last<br>amplitude | LED days, doses remaining, and last<br>amplitude | |
| Errors/depleted<br>battery | E# display | E# display | |
| No doses remaining | LED doses 00 | LED doses 00 | |
| | gammaCore Sapphire<br>(Predicate Device) | gammaCore Sapphire<br>(Subject Device) | Substantial Equivalence |
| Expired/no days left | LED doses/days remaining | LED doses/days remaining | |
| Low battery | LED display battery charge indicator | LED display battery charge indicator | |
| Reloading error | LED display if refill process fails | LED display if refill process fails | |
| Card error | LED display if refill card fails | LED display if refill card fails | |
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# Conclusion:
The gammaCore Sapphire device is the same as the predicate device and no technological or intended use changes have occurred. Therefore, no new issues of safety or effectiveness are raised. Thus, gammaCore Sapphire is substantially equivalent to the predicate device.
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Select the rows, go to the Collections tab, and create a labeled collection (e.g., "Cobb Angle Project"). You can reload the selection anytime and carry it into the PDF viewer and other tabs that support selections.
7. Product codes and the regulations tree
Click a product code in the results to jump to it in the regulations tree — identification text, sibling product codes, and devices you can open in a PDF viewer on the right. Click a regulation number to see its identification, special controls, and related product codes. You can also search by product code or regulation number at the top of the tree. Always read the special controls if any exist for your device — it broadens your search and sharpens pre-kickoff research.
What can you do from the regulations tree view?
Browse product codes and regulation numbers, read the identification text and special controls, browse sibling product codes, open device PDFs on the right, and search by product code or regulation number at the top of the tree.
8. Chart view
Click Show Chart and segment by regulation number (or product code) to see which regulations dominate your result set. Clicking a regulation takes you into the regulations tree. Great for spotting that most matches are, say, hardware laparoscopic devices — a cue to go back and filter.
How do you see which regulations dominate a search result set?
Click "Show Chart" and segment by Regulation Number. Clicking a regulation takes you to the regulations tree.
9. The predicate graph
Open the Predicates tab for a family-tree view of predicate relationships. Click a node to trace its parents and children; selections from search carry over pre-selected. Commonly predicated devices are worth reading — a lot of people predicated them for a reason. The visual lineage is also handy on client calls, e.g. to show how a predicate family evolved and justify why your predicate still holds.
In the predicate graph, why are commonly predicated devices worth reading?
A lot of people predicated them for a reason. Clicking a node traces parents and children, and selections from search carry over pre-selected.
10. Embeddings: the galaxy map
The Embeddings tab plots every matching document in a 2-D "galaxy map" where semantically similar devices cluster together. Hover or click clusters to explore, and let AI label the clusters for you. Embeddings beat product codes for grouping: two devices can carry different product codes (LLZ vs. QIH) yet do the same thing — the embedding captures the meaning of the intended use and device story. This is also exactly how retrieval-augmented generation (RAG) works under the hood, and it makes a great visual on client calls.
Try it yourself
Head to the search page and work through a few of these AI/ML fuzzy searches to build intuition: perivascular fat on CT · aortic valve calcification opportunistic screening on noncontrast CT · breast cancer prediction on digital pathology slides · autism detection · gestational age prediction · a hearing aid that can also detect a pulse · foundation model based analysis of ECG · large language models · penetration test. Watch how the relevance scores, intended use, and AI Performance tables tell you when results stop being meaningful.