ZMI Self-adhesive electrodes are intended for use as a reusable, conductive adhesive interface between the patient's skin and the marketed electrical stimulators (i.e. TENS (Transcutaneous Electrical Nerve Stimulation), EMS (Electrical Muscular Stimulation), IF (Interferential) or PGF (Pulsed Galvanic Stimulation) for transmitting electrical current. The electrodes are for OTC (Over-The-Counter) or Prescription use.
Device Story
ZMI Self-Adhesive Electrodes serve as a conductive interface between a patient's skin and electrical stimulators (TENS, EMS, IF, PGF). The device consists of a multi-layer structure: an insulation backing (fabric/foam), a conductive film (silver-coated carbon or aluminum foil), and a biocompatible conductive hydrogel. It connects to stimulators via leadwires, snap buttons, or magnetic buttons. Used in clinical or home settings, the device is applied by the patient or clinician to the skin to transmit electrical current for therapy. The output is the delivery of stimulation current to the target tissue, which the healthcare provider or patient monitors via the stimulator's settings. The device facilitates therapeutic electrical stimulation, potentially benefiting patients by providing pain relief or muscle stimulation. It is a passive component; it does not generate or control the stimulation parameters itself.
Clinical Evidence
No clinical data. Bench testing only. Evaluated AC impedance, current dispersion, repeated skin adhesion, and electrical connection retention force. Biocompatibility testing (cytotoxicity, irritation, sensitization) performed per ISO 10993-1.
Technological Characteristics
Three-layer construction: insulation backing (fabric/foam), conductive film (silver-coated carbon/aluminum foil), and conductive hydrogel. Electrical connection via leadwire, snap button, or magnetic button. Non-sterile, reusable, single-patient use. AC impedance <200 ohms. Biocompatible materials per ISO 10993.
Indications for Use
Indicated for adult patients requiring electrical stimulation therapy (TENS, EMS, IF, or PGF) via a reusable, conductive adhesive interface between the skin and a stimulation device. Suitable for OTC or prescription use.
Regulatory Classification
Identification
A cutaneous electrode is an electrode that is applied directly to a patient's skin either to record physiological signals (e.g., the electroencephalogram) or to apply electrical stimulation.
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June 28, 2018
ZMI Electronics, Ltd. Yuta Lee President 6F-1, 286-4, Shin Ya Road Kaohsiung, 806 TW
Re: K180865
Trade/Device Name: ZMI Self-Adhesive Electrodes Regulation Number: 21 CFR 882.1320 Regulation Name: Cutaneous electrode Regulatory Class: Class II Product Code: GXY Dated: February 23, 2018 Received: April 2, 2018
Dear Yuta Lee:
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. 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 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); good
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manufacturing practice requirements as set forth in the quality systems (OS) regulation (21 CFR Part 820); 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 http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm.
For comprehensive regulatory information about medical devices and radiation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/MedicalDevices/DeviceRegulationandGuidance/) and CDRH Learn (http://www.fda.gov/Training/CDRHLearn). 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 (http://www.fda.gov/DICE) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,
William J. Heetderks -S 2018.06.28 13:45:12 -04'00'
for Carlos L. Peña, PhD, MS Director Division of Neurological and Physical Medicine Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known) K180865
Device Name ZMI Self-Adhesive Electrodes
#### Indications for Use (Describe)
ZMI Self-adhesive electrodes are intended for use as a reusable, conductive interface between the patient's skin and the marketed electrical stimulators (i.e. TENS (Transcutaneous Electrical Nerve Stimulation), EMS (Electrical Muscular Stimulation), IF (Interferential) or PGF (Pulsed Galvanic Stimulation) for transmitting electrical current. The electrodes are for OTC (Over-The-Counter) or Prescription use.
Type of Use (Select one or both, as applicable)
| <div> <span style="font-size: 10pt;"> <b> </b> </span> <span style="font-size: 10pt;">Prescription Use (Part 21 CFR 801 Subpart D)</span> </div> |
|--------------------------------------------------------------------------------------------------------------------------------------------------|
| <div> <span style="font-size: 10pt;"> <b> </b> </span> <span style="font-size: 10pt;">Over-The-Counter Use (21 CFR 801 Subpart C)</span> </div> |
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# 510k Summary
### Device 510k number: K180865
### Submitter Information
ZMI Electronics, Ltd. 6F-1, 286-4, Shin-Ya Road, Kaohsiung, Taiwan 806 Tel: +886-7-8150053 Fax: +886-7-8150057 Contact person: Wayne Chen, Sales Manager Date: June 6, 2018
### FDA Registration Number
Owner/Operator Number: 9035676 Establishment Registration Number: 9617486
### Regulatory Information
Trade name: ZMI Self-Adhesive Electrodes Common Name: Reusable Neurostimulation Electrodes Classification Name: Electrodes, cutaneous Regulation Number: 882.1320 Product Code: GXY Classification: Class II
### Predicate Devices:
K132998 Wandy self-adhesive electrodes (WANDY Rubber Industrial Co., Ltd.) *Primary Predicate K160138 Adhesive Electrodes (GMDASZ Manufacturing Co., Ltd.)
### Device Description
ZMI Self-adhesive electrodes provide a means for establishing electrical contact between the lead connected to a TENS, EMS or NMES stimulation device and the skin, and are multi-layer, reusable, flexible structures composed of laminated materials commonly used in the application:
Top laver: Insulation material: Fabric/foam/tan fabric Middle layer: Conductive film (Silver coated Carbon film/Aluminum foil film) Bottom layer: Biocompatible self-adhesive conductive hydrogel Connection: Leadwire/snap button/magnetic button
The electrodes are designed for single-patient & multiple application use. Because of the adhesive nature of the biocompatible conductive hydrogel, no securing materials are required to secure the device to the patient's skin.
#### Indications for Use
ZMI Self-adhesive electrodes are intended for use as a reusable, conductive adhesive interface between the patient's skin and the marketed electrical stimulators (i.e. TENS (Transcutaneous Electrical Nerve Stimulation), EMS (Electrical Muscular Stimulation), IF (Interferential) or PGF (Pulsed Galvanic Stimulation) for transmitting electrical current. The electrodes are for OTC (Over-The-Counter) or Prescription use.
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### Comparison to predicate device:
| Element of Comparison | Subject Device (K180865) | Predicate Device (K132998) | Comment |
|----------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Company | ZMI Electronics, Ltd. | Wandy Rubber Industrial Co. Ltd | N/A |
| Device Name | ZMI Self-adhesive electrodes | Wandy Self-adhesive electrodes | N/A |
| Model name | SAE Type | Type A, Type P, Type M | N/A |
| Shape | Round, Rectangular, Square, Oval, and Butterfly | Round, Rectangular, Square, Oval, and Butterfly | Same |
| Color | White, Red, Black, and Tan | White, Red, Black, and Tan | Same |
| Regulation Number | 882.1320 | 882.1320 | Same |
| Product Code | GXY | GXY | Same |
| Classification Name | Cutaneous electrode | Cutaneous electrode | Same |
| Intended Use | ZMI Self-adhesive electrodes are intended for as a reusable, conductive adhesive interface between the patient's skin and the marketed electrical stimulators (i.e. TENS (Transcutaneous Electrical Nerve Stimulation), EMS (Electrical Muscular Stimulation), IF (Interferential) or PGF (Pulsed Galvanic Stimulation) for transmitting electrical current, for OTC (Over-The-Counter) or Prescription use. | Wandy Self-adhesive Electrode is intended to transmit electrical current to patient skin for TENS (Transcutaneous Electrical Nerve- Stimulation) and EMS (Electrical muscular Stimulation) application, for OTC (Over-the- Counter) or Prescription use. The electrodes are used for adults only. | SE |
| OTC or Prescription | OTC and Prescription | OTC and Prescription | Same |
| Target Population | General [Adult] | General [Adult] | Same |
| Design Feature | Three layers:<br>1. Insulation backing material: Fabric/Foam/Tan fabric<br>2. Conductive film: Aluminum foil film /Carbon film/Carbon film coated with silver/<br>3. Conductive hydrogel | Three layers:<br>1. Insulation backing material: Woven Fabric/Foam<br>2. Conductive film: Aluminum foil film /Carbon film/Carbon film coated with silver/<br>3. Conductive hydrogel | 1. SE The fabric and foam are commonly used for insulation cover on adhesive electrodes. The fabric material includes the synthetic fibers and natural fibers. Both fiber types can fulfill the insulation property, which won't raise any concerns of safety or effectiveness.<br>2. Same<br>3. Same |
| Electrical Connection | Leadwire<br>Snap button<br>Magnetic button | Leadwire<br>Snap button | Same<br>Same<br>SE The magnetic button provides another type of |
| | | | source of stimulation<br>current via magnetic<br>force among male and<br>female connectors. This<br>is similar to the other<br>connection methods like<br>leadwires & snap<br>buttons. No new<br>concerns of safety or<br>effectiveness are raised. |
| Lead Wire<br>connector | Leadwire connector .080"<br>(2mm) female socket<br>connector | Leadwire connector .080"<br>(2mm) female socket<br>connector | Same |
| Non-sterile | Non-sterile | Non-sterile | Same |
| Reusable | Reusable | Reusable | Same |
| Packaging | Re-sealable bag packed | Re-sealable bag packed | Same |
| Adhesive Type | Self-adhesive | Self-adhesive | Same |
| Biocompatibility | Complies with ISO10993 | Complies with ISO10993 | Same |
| A.C. Impedance | <200 ohms | <200 ohms | Same |
| Force required to<br>remove wire from<br>electrode | More than 6 pounds of<br>force | More than 6 pounds of<br>force | Same |
| Single Patient<br>Use | Yes | Yes | Same |
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## Comparison to predicate device:
| Element of<br>comparison | Subject Device<br>(K180865) | Predicate Device<br>(K160138) | Justification |
|--------------------------|----------------------------------------------------|---------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| comparison | | | |
| Company | ZMI Electronics, Ltd. | GMDASZ Manufacturing<br>Co., Ltd. | N/A |
| Device Name | ZMI Self-adhesive<br>electrodes | Adhesive Electrodes | N/A |
| Model Name | SAE Type | OCWN1005, OCWN1007,<br>OCWN2505, OCWN2509,<br>OACWN1005,<br>OACWN1007,<br>OACWN2505,<br>OACWN2509 | N/A |
| Shape | Round, Rectangular,<br>Square, Oval, and Butterfly | Round and Rectangular | SE<br>The shape and size are<br>related to the treatment<br>area. Smaller area may<br>cause higher current<br>density, which leads to<br>discomfort and burns. |
| Color | White, Red, Black, and Tan | Tan | The current densities for<br>any shaped electrodes<br>exceeding 2mA r.m.s<br>/cm² may require the<br>special attention of the<br>user. The color is mainly<br>for identification and<br>marketing purpose, and<br>does not raise any new<br>concerns of safety or<br>effectiveness. |
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| Regulation<br>Number | 882.1320 | 882.1320 | Same |
|----------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Product Code | GXY | GXY | Same |
| Classification<br>Name | Cutaneous electrode | Cutaneous electrode | Same |
| Intended Use | ZMI Self-adhesive<br>electrodes are intended for<br>as a reusable, conductive<br>adhesive interface between<br>the patient's skin and the<br>marketed electrical<br>stimulators (i.e. TENS<br>(Transcutaneous Electrical<br>Nerve Stimulation), EMS<br>(Electrical Muscular<br>Stimulation), IF<br>(Interferential) or PGF<br>(Pulsed Galvanic<br>Stimulation) for transmitting<br>electrical current, for OTC<br>(Over-The-Counter) or<br>Prescription use. | The adhesive electrodes<br>are intended for as a<br>reusable, conductive<br>adhesive interface between<br>the patient's skin and the<br>marketed electrical<br>stimulators (i.e. TENS<br>(Transcutaneous Electrical<br>Nerve Stimulation), EMS<br>(Electrical Muscular<br>Stimulation), IF<br>(Interferential) or PGF<br>(Pulsed Galvanic<br>Stimulation) for transmitting<br>electrical current, for OTC<br>(Over-The-Counter) or<br>Prescription use. | Same |
| OTC or<br>Prescription | OTC and Prescription | OTC and Prescription | Same |
| Target Population | General [Adult] | General [Adult] | Same |
| Design Feature | Three layers:<br>1. Insulation backing<br>material: Fabric/Foam/Tan<br>fabric<br>2. Conductive film:<br>Carbon film/Carbon film<br>coated with silver/Aluminum<br>foil film<br>3. Conductive hydrogel | Three layers:<br>1. Insulation backing<br>material:<br>Fabric/Foam/Tan fabric<br>2. Conductive film:<br>Carbon film/Carbon film<br>coated with silver/Aluminum<br>foil film<br>3. Conductive hydrogel | Same |
| Electrical<br>Connection | Leadwire<br>Snap button<br>Magnetic button | Leadwire | SE<br>The snap button and the<br>magnetic button provide<br>different types of<br>physical contact with the<br>source of stimulation<br>current via spring<br>tension or magnetic<br>force among male and<br>female connectors.<br>Either method is similar<br>to the lead wire<br>connection providing the<br>friction to create the<br>physical contact. |
| Lead Wire<br>connector | Leadwire connector .080"<br>(2mm) female socket<br>connector | Leadwire connector .080"<br>(2mm) female socket<br>connector | Same |
| Non-sterile | Non-sterile | Non-sterile | Same |
| Reusable | Reusable | Reusable | Same |
| Packaging | Re-sealable bag packed | Re-sealable bag packed | Same |
| Self-adhesive | Self-adhesive | Self-adhesive | Same |
| A.C. Impedance | <200 ohms | <300 ohms | SE |
| Force required to<br>remove wire from<br>electrode | More than 6 pounds of<br>force | More than 6 pounds of<br>force | Same |
| Single Patient<br>Use | Yes | Yes | Same |
6F-1, 286-4, Shin-Ya Road, Kaohsiung, Taiwan 806; TEL+886-7-815-0053; FAX+886-7-815-0057
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## Performance
ZMI self-adhesive electrodes are composed of insulation fabric, conductive carbon film, and conductive hydrogel. Electrical performance was evaluated by measuring the AC impedance and current dispersion across the surface of the electrodes. Adhesive performance was evaluated by performing a repeated skin adhesion test. Electrode stability was evaluated by assessing electrical performance under normal use conditions. The electrode material should be reliable to resist physical and chemical breakdown as a result of conducting electrical current. To assess this, ZMI self-adhesive electrodes were tested to ensure they fulfilled the specifications after a period of the conventional use. No shelf-life testing was conducted. As the storage conditions could affect the shelf-life, it is recommended to always keep electrodes cool and to avoid exposure of the surface to heat and humidity. The electrical properties of the connectors were evaluated by measuring the resistance of the connection retention retention force.
The subject device has a magnetic button for electrical connection, which differs from the two predicate devices. The conventional method of electrical connection of adhesive electrodes is to use either a snap button or lead wire to provide physical contact with the source of stimulation current via the spring tension or the friction between male and female connectors. The magnetic button applies similar concepts, providing physical contact with the source of stimulation current via magnetic force among male and female connectors. The new technological characteristic of the subject device with the magnetic button is identical to the legally marketed device under K172876.
### Biocompatibility
Biocompatibility evaluation for ZMI self-adhesive electrodes was done according FDA Good Manufacturing Practice & ISO 10993-1. The following tests were identified and done:
- . Cytotoxicity
- Irritation
- . Sensitization
#### Clinical
No clinical tests were needed.
#### Conclusion
Verification testing of the ZMI self-adhesive electrical and mechanical tests to show that it meets its target specifications over a range of operating and storage conditions. Verification and performance testing further demonstrated that it meets user needs as reflected in the functional specification.
The submitted ZMI self-adhesive electrodes have intended use and similar technological characteristics as the predicate devices. Moreover, information contained in the submission supplied demonstrates that any differences in their characteristics do not raise new concerns of safety or effectiveness. Thus, the submitted adhesive electrodes are 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.