K213802 · Gimer Medical Co., Ltd. · GZJ · Aug 26, 2022 · Neurology
Device Facts
Record ID
K213802
Device Name
StimOnTM Pain Relief System (GM2439)
Applicant
Gimer Medical Co., Ltd.
Product Code
GZJ · Neurology
Decision Date
Aug 26, 2022
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 882.5890
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
StimOn™ Pain Relief System (GM2439) is used for the symptomatic relief and management of chronic intractable pain and/or as an adjunctive treatment in the management of post-surgical or post-traumatic pain.
Device Story
StimOn™ Pain Relief System (GM2439) is a hand-held, battery-powered transcutaneous electrical nerve stimulator (TENS) for OTC use. It delivers electrical signals via surface hydrogel electrodes to underlying nerves to block pain signals. The device operates in a fixed 500 kHz pulsed radio-frequency (PRF) mode with a 25ms burst time and 2Hz burst frequency. It is designed for patient self-use in home healthcare environments. The device includes an automatic shut-off feature if load impedance exceeds 1 k Ohm. By providing electrical stimulation, the device aims to manage chronic, post-surgical, or post-traumatic pain, offering a non-pharmacological alternative for pain relief.
Clinical Evidence
No human clinical performance testing was required. Evidence is based on bench testing, including electrical safety (IEC 60601-1), electromagnetic compatibility (IEC 60601-1-2), home healthcare environment requirements (IEC 60601-1-11), and nerve stimulator performance standards (IEC 60601-2-10, ANSI/AAMI NS4). Biocompatibility and electrode performance were leveraged from predicate K180865.
Technological Characteristics
Hand-held TENS device; 3.7V 125mAh rechargeable Li-polymer battery; 500 kHz fixed RF frequency; biphasic sine waveform; hydrogel surface electrodes; 15-minute treatment timer; load impedance 1 k Ohm; complies with IEC 60601-1, 60601-1-2, 60601-1-11, 60601-2-10, and ANSI/AAMI NS4.
Indications for Use
Indicated for symptomatic relief and management of chronic intractable pain and/or as adjunctive treatment for post-surgical or post-traumatic pain in patients requiring TENS therapy.
Regulatory Classification
Identification
A transcutaneous electrical nerve stimulator for pain relief is a device used to apply an electrical current to electrodes on a patient's skin to treat pain.
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August 26, 2022
Gimer Medical Co., Ltd. % Anita Chen RA ZhengCheng Limited Company 238 No.19. 335 Lane, Fu-Xi Road, Shulin District New Taipei City, Taiwan 238 Taiwan
Re: K213802
Trade/Device Name: StimOn™ Pain Relief System (GM2439) Regulation Number: 21 CFR 882.5890 Regulation Name: Transcutaneous Electrical Nerve Stimulator For Pain Relief Regulatory Class: Class II Product Code: GZJ Dated: July 5, 2022 Received: July 25, 2022
Dear Anita Chen:
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.
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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 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 (QS) 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.
for Amber Ballard, PhD Assistant Director 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) K213802
Device Name StimOn™ Pain Relief System (GM2439)
Indications for Use (Describe)
StimOn™ Pain Relief System (GM2439) is used for the symptomatic relief and management of chronic intractable pain and/or as an adjunctive treatment in the management of post-surgical or post-traumatic pain.
Type of Use (Select one or both, as applicable)
Prescription Use (Part 21 CFR 801 Subpart D)
X Over-The-Counter Use (21 CFR 801 Subpart C)
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# 510(k) Summary
This 510(k) summary of safety and effectiveness information is submitted as part of the Premarket Notification in compliance with requirements of CFR Part 807, Subpart E and Section 807.92.
# The assigned 510(k) Number: K213802
| 1. | Manufacturer | Gimer Medical Co., Ltd. |
|----|--------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| | Mail Address | Address: 9F.-5, No. 97, Sec. 1, Xintai 5th Road,<br>Xizhi District, New Taipei City, Taiwan<br>Tel. +886-2-2697-2680<br>Fax. +886-2-2697-2670<br>Website: http://www.gimermed.com/ |
| | Manufacturer address | Address: 9F.-7 and 9F.-8, No. 97, Sec. 1, Xintai 5th<br>Road, Xizhi District, New Taipei City, Taiwan |
| | Contact Person | Mrs. Anita Chen/ Regulatory Advisor of Gimer<br>Medical Co., Ltd. |
| | Phone: | +886(0) 939-855-759 |
| | E-mail: | Anita9104303@gmail.com |
| | Date Prepared | 8/26/22 |
| 2 | Device Name | |
| | Trade Name: | StimOn™ Pain Relief System (GM2439) |
| | Common or usual name | Nerve stimulator |
| | Product Code | GZJ |
| | Regulation Name | Transcutaneous electrical nerve stimulator for pain<br>relief |
| | CFR Classification | CFR Part 882.5890 |
| | Device Class | II |
| | Classification Panel | Neurology |
| 3 | Primary Predicate Device | |
| | 510(k) number: | K081835 |
| | Trade or proprietary or | Bioinduction Acticare HFT/HFI |
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model name:
4
| Manufacturer: | Bioinduction Limited<br>(178-180 Hotwell Road, BRISTOL, BS8 4RP,<br>United Kingdom, Telephone number: +44 117 37<br>5275, Fax number: +44 117 377 5405) |
|--------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Secondary Predicate Device | |
| 510(k) number: | K161091 |
| Trade or proprietary or<br>model name: | STIMPOD NMS460 Nerve Stimulator |
| Manufacturer: | XAVANT TECHNOLOGY (PTY) LTD<br>Street Address: Unit 102 The Tannery Industrial<br>Park<br>309 Derdepoort Road<br>Silverton<br>City: Pretoria<br>State/Province: Gauteng<br>Country: South Africa |
| Reference Device of<br>Electrode Pad (Accessary) | |
| 510(k) number: | K180865 |
| Trade or proprietary or model<br>name: | ZMI Self-Adhesive Electrodes |
| Manufacturer: | ZMI Electronics, Ltd.<br>6F-1,286-4,Shin Ya Road<br>Kaohsiung, TW 806 |
| Reference Device for OTC<br>usability | |
| 510(k) number: | K180943 |
| Trade or proprietary or model<br>name: | BioWaveGO |
| Manufacturer: | Biowave Corporation<br>8 Knight Street, Suite 201<br>Norwalk, CT 06851 |
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| 5 | Device Description: | StimOn™ Pain Relief System (GM2439) is a hand-held stimulator designed to pass electrical signals via surface electrodes through the skin to the underlying nerves. It may be used as a TENS device to aid the blocking of pain signals traveling to the brain. |
|---|---------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
|---|---------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
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- 6. Indications for Use: StimOn™ Pain Relief System (GM2439) is used for the symptomatic relief and management of chronic intractable pain and/or as an adjunctive treatment in the management of post-surgical or post-traumatic pain. 7. Technological A comparison of the device features, intended use, and
- Characteristics and Substantial Equivalence Comparison with Predicates:
other information demonstrates that the Product name is substantially equivalent to the predicate device as summarized in Table 1. The differences raise no new question of safety and effectiveness.
# Table 1. Comparison table
| Description | Subject Device | Predicate Device | Predicate Device |
|---------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------|
| 510(k) Number | K213802 | K081835 | K161091 |
| Manufacture | Gimer Medical<br>Co., Ltd | Bioinduction Limited | XAVANT<br>TECHNOLOGY<br>(PTY) LTD |
| Product code | GZJ | GZJ, IPF | GZJ |
| Device Name | StimOn™<br>Pain Relief System<br>(GM2439) | BioinductionActicare<br>HFT/HFI | STIMPOD<br>NMS460Nerve<br>Stimulator |
| Indications for use | StimOn™ Pain<br>Relief System<br>(GM2439) is used<br>for the symptomatic<br>relief and<br>management of<br>chronic intractable<br>pain and/or as an<br>adjunctive treatment<br>in the management<br>of post-surgical or | As a Transcutaneous<br>Electronic Nerve<br>Stimulation (TENS)<br>device for: the<br>symptomatic relief of<br>chronic intractable<br>pain, and as an<br>adjunctive treatment | The STIMPOD<br>NMS460 Nerve<br>Stimulator is a<br>Transcutaneous<br>Electrical Nerve<br>Stimulation(TENS)<br>device used for<br>symptomatic relief |
| | post-traumatic pain | in the management of | and management of |
| | | post-surgical or | chronic intractable |
| | | post-traumatic pain. | pain and/or as an |
| | | As a Neuromuscular | adjunctive |
| | | Electrostimulation | treatment in the |
| | | (NMS) device for: | management of |
| | | the relaxation of | post-surgical pain, |
| | | muscle | post traumatic acute |
| | | spasms, prevention or | pain problems, as |
| | | retardation of disuse | well as an adjunct |
| | | atrophy, increasing<br>local blood | for pain control due<br>to rehabilitation. |
| | | circulation, muscle | |
| | | re-education, | |
| | | immediate post- | |
| | | surgical stimulation | |
| | | of the calf muscles to | |
| | | prevent venous | |
| | | thrombosis and to | |
| | | maintain or increase | |
| | | the range of motion. | |
| | | | |
| Prescription/over-<br>the counter use | Over-the-counter<br>use | Prescription | Prescription |
| Power Supply | One 3.7V, 125mAh<br>rechargeable<br>Lithium polymer<br>battery | Not publicly<br>available | 4 x AAA alkaline<br>batteries |
| Treatment Timer<br>Maximum | 15 minutes | Not publicly<br>available | 99 minutes |
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| Number of Output<br>Modes | 1 (RF Mode) | Not publicly available | 1 |
|---------------------------|---------------------------------------------------------------------------|------------------------|------------------------------------------------------------------------------------------------------------------------------|
| Number of<br>Waveforms | 1 | Not publicly available | 2 (Monophasic,<br>Biphasic with offset) |
| Waveform | Biphasic(Sine<br>Wave) | Not publicly available | Monophasic square<br>wave/Hybrid RF<br>wave |
| RF<br>Stimulation<br>Mode | Transcutaneous<br>Pulsed Radio-<br>frequency(PRF)<br>mode | Not publicly available | Hybrid RF<br>waveform which<br>consists of a<br>Monophasic Square<br>Wave with a<br>superimposed Radio<br>Frequency waveform |
| RF Frequency | 500 kHz fixed | Not publicly available | 160kHz fixed |
| Burst Time | 25ms | Not publicly available | 100μs, 200μs |
| Burst Frequency | 2Hz | Not publicly available | 1,2,5,10 Hz |
| Electrode Contact | Hydrogel pad | Not publicly available | Probe electrode |
| Load Impedance | 1 k Ohm, Over this<br>load, the system<br>will automatically<br>shut off. | Not publicly available | 7 K Ohm |
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| Maximum Output<br>Voltage | 7.4 V+/-10%<br>6.6 V +/- 20% @<br>@500Ω with<br>Electrode Pad | Not publicly<br>available | 220 V |
|----------------------------------------------------------------------|------------------------------------------------------------------------|---------------------------|------------------------|
| Maximum Output<br>Current | 14.8 mA<br>(Peak)@500Ω<br>13.2 mA<br>(Peak)@500Ω with<br>Electrode Pad | Not publicly<br>available | 43.7mA @500Ohm |
| Maximum<br>Average Current<br>(Over primary<br>phase) | 9.43 mA (Peak)<br>@500Ω<br>8.41mA(Peak)<br>@500Ω with<br>Electrode | Not publicly<br>available | 29.85mA@500Ohm |
| Maximum<br>Average Power<br>Density (Smallest<br>electrode area) “P” | 112.81 µW/mm²<br>@500Ohm with<br>Electrode | Notpublicly<br>available | 71.5µW/mm²<br>@500Ohm |
| Maximum<br>Current (RMS)<br>Density<br>(mA/mm²) | 0.0242 mA /mm²<br>@500Ω<br>with Electrode | Not publicly<br>available | 93.28µA/mm²<br>@500Ohm |
| Net Charge | The theoretical value<br>is 0. | Not publicly<br>available | 6.06μC |
| Maximum<br>averagephase<br>charge [µC] | 0.00942μC | Notpublicly<br>available | 6.06µC |
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### Summary of the technological characteristics of subject and predicate devices:
The StimOn™ Pain Relief System (GM2439) and Bioinduction Acticare are the same in use for body contact with the hydrogel pad. The other predicate STMPOD NMS460 is using the probe electrode instead. The subject and predicate devices have available RF stimulation modes. The slight differences between these three devices are the burst time. burst frequency, and RF frequency and the differences between the three devices are treatment timer maximum, power source, load impedance and maximum output.
The StimOn™ Pain Relief System (G2439) only has a single stimulation treatment mode at 500KHz, and impedance ranges from 100 to 1000 ohms to simplify the operation of device. Comparison of RF Stimulating Options (RF mode) of StimOn™ Pain Relief System (GM2439), and two predicates of Bioinduction Acticare and STMPOD NMS460 in waveform, RF Frequency, Burst time, Burst Frequency in Table1.
It indicated that from a safety perspective, the StimOn™ Pain Relief System (GM2439) its maximum average power density is within the value range of the two predicates (above STIMPOD and below Acticare). Thus, in the RF mode of energy output mechanism, it could infer that the treatment efficacy of StimOn™ Pain Relief System (GM2439) is sufficient to compare with the two predicate device and the differences between the subject and predicate(s) do not impact safety and effectiveness.
#### 8. Performance Testing
Performance testing has been carried out to demonstrate that this device meets the performance specifications for its intended use. The following tests were performed on the device.
- IEC 60601-1. Medical Electrical Equipment Part 1: General Requirements for Safety,
- •IEC 60601-1-2: Medical electrical equipment Part 1-2: General requirements for basic safety and essential performance - Collateral Standard: Electromagnetic disturbances -Requirements and tests
- •IEC 60601-1-11: Medical Electrical Equipment Part 1-11: General requirements for basic safety and essential performance – Collateral Standard: Requirements for medical electrical equipment and medical electrical systems used in the home healthcare environment
- · IEC 60601-2-10: Medical electrical equipment Part 2: Particular requirements for the
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basic safety and essential performance of nerve and muscle stimulators
· ASI/AAMI NS4: Medical Electrical Equipment Transcutaneous electrical nerve stimulators
### Biocompatibility and Performance of electrodes:
The subject device utilizes electrodes cleared under K180865. Performance data (e.g. impedance, current dispersion, adhesion and electrode stability) and biocompatibility testing for the electrodes was leveraged from K180865.
### Animal testing
No animal studies have been required for these devices.
# Clinical testing
No Human Clinical Performance Testing have been required for StimOn™ Pain Relief System (GM2439) device for this application.
# Usabilitv
The StimOn™ Pain Relief System (GM2439) is similar in intended use and technical specifications to the BioWaveGO (K180943), which was cleared for over-the-counter (OTC) use. The subject device also complies with IEC 62366: Medical devices Part 1: Application of usability engineering to medical devices.
# 9. Conclusion
StimOn™ Pain Relief System (GM2439) has the same intended use as the predicate device. Although there is a slightly different technological design, as compared to the predicate, the conclusions drawn from the test data demonstrate that the device is as safe and as effective as the legally marketed device identified in the submission. Therefore, the subject device is "Substantially Equivalent" to the predicate devices.
Two short videos show you everything — or skip straight to the written tutorial if you'd rather read. You can reopen this any time from the Tutorial button in the top bar.
Part 1 — Search, results, and everyday workflows 16 min
Part 2 — Embeddings: the galaxy map 3 min
1. Search: exact and fuzzy
Type a phrase like "coronary artery calcification" into the search box. You get two kinds of results. Exact results match the literal phrase — prefix searches work ("coronary artery calcificati") but suffix searches do not. Fuzzy results match on the meaning and intent of your phrase rather than the exact words, and are sorted by relevance score. Hover over the Exact or Fuzzy badge on any row to see exactly why it matched.
Use the checkboxes above the results to narrow: SaMD keeps only software-only devices, AI / ML keeps only devices with AI.
Exact vs. fuzzy search: what's the difference?
Exact matches on the literal phrase (prefix search works, suffix does not). Fuzzy matches on the meaning and intent of the phrase rather than the exact words. Hover over the badge on any row to see why it matched.
You search "coronary artery calcification" and want only software devices with AI. What two filters do you apply?
Narrow by SaMD (software-only devices), then narrow by AI/ML (devices with AI).
2. The results table
Scroll right in the results table. The intended use is extracted for you — no need to open the PDF. The device story gives a high-level snapshot of what the device does and how it's used. The AI Performance sub-table shows each output name, acceptance criteria, observed values, and development/test dataset descriptions — the same format Innolitics uses for regulatory strategy outputs, and the fastest high-level fingerprint of an AI device. It is AI-generated but has been very reliable in practice.
Where do you find a device's intended use without opening the PDF?
Scroll right in the search results table. The intended use column is extracted for you; no need to dig into the 510(k) summary PDF.
What does the AI Performance sub-table show, and why is it useful?
Output name, acceptance criteria, observed values, development dataset description, and test dataset description. It's the same format we use for regulatory strategy output and Fast 510(k) input, and the fastest high-level fingerprint of an AI device. AI-generated but reliable in practice.
3. Judging fuzzy relevance
Fuzzy results trail off in relevance as you scroll. Use three signals to decide how far down to go: the fuzzy badge explanations, the intended use column, and whether your target output (e.g., Cobb angle) still appears in the AI Performance sub-table. Once it stops appearing, you're past the relevant zone. A top hit with a low score (~0.4) and a stretched explanation is a hint the closest predicates are far away — the project may be headed for De Novo. Note the fuzzy search is a pattern match: it doesn't handle negation ("not") well, and hardware devices can appear — filter by SaMD/AI ML to cut them.
How do you judge how far down fuzzy search results to go?
Use the relevancy signals: the fuzzy badge explanations, the intended use column, and whether the target output (e.g., Cobb angle) still appears in the AI Performance sub-table. Once it stops appearing, results are trailing off in relevancy.
4. Device detail page: chat and citations
Click a device name to open its detail page: device facts on the left, a chat window on the right. Ask something like "Describe the training data". The answer carries little citation bubbles — click one to jump to the highlighted passage in the source PDF, so you can verify every AI answer against the document. There's also a Download PDF button for sharing.
How do you verify an AI chat answer on the device detail page?
Click the citation bubbles to jump to the relevant highlight in the source document.
Reading rule for every project: how many summaries do you read in full?
At least the three most relevant 510(k) or De Novo summaries, in full. After that, use targeted chat questions to confirm your memory quickly. The tool supports this professional habit — it doesn't replace it.
5. Side-by-side comparison
Select multiple rows in the results table (aim for under ~10), then open the PDF Viewer tab. Ask one question — it goes to all selected devices in parallel, each with citations. This is the fastest way to compare and contrast devices: training data, PCCP scope, how they handled adding new scanners, and so on.
What does the side-by-side PDF viewer mode do?
Select multiple devices, open the PDF viewer tab, and ask one question (e.g., "Describe the training data"). It queries all selected devices simultaneously with citations, so you can compare and contrast quickly.
6. Collections
With rows selected, go to the Collections tab and create a labeled collection (e.g., "Cobb Angle Project"). Reload that selection any time — before a client call, pull up the collection and ask questions across all of its devices at once.
How do you save a set of selected devices for later use?
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.