K242346 · Natus Manufacturing Limited · GXY · Aug 29, 2024 · Neurology
Device Facts
Record ID
K242346
Device Name
Grass® MR Conditional/CT Cup Electrodes
Applicant
Natus Manufacturing Limited
Product Code
GXY · Neurology
Decision Date
Aug 29, 2024
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 882.1320
Device Class
Class 2
Attributes
Pediatric, 3rd-Party Reviewed
Indications for Use
The Grass MR Conditional/CT Cup Electrodes and Arrays are intended for use in the recording of the Electroencephalogram (EEG), the evoked potential (EP), or as a ground and reference in an EEG or EP recording. This device is non-sterile for Single Patient Use Only and may remain on the patient in an MRI or CT environment under specific conditions.
Device Story
Grass MR Conditional/CT Cup Electrodes are surface electrodes used to monitor EEG, electromyogenic, and physiologic signals; also used in electrocardiography, evoked potentials, and polysomnography. Electrodes are applied to the head, chest, or extremities by professional clinicians using conductive paste/gel and secured with tape/gauze. The device captures electrical signals from the patient's skin and transmits them to external recording equipment. The electrodes are MR Conditional, allowing them to remain on the patient during 1.5T or 3.0T MRI scans under specific SAR and gradient conditions; extension cables are MR/CT Unsafe and must be disconnected. The device facilitates clinical EEG studies to detect brain disorder irregularities. It is intended for single-patient use and is discarded after use.
Clinical Evidence
No clinical tests were conducted. Evidence is based on bench testing, including functional, mechanical, electrical safety, and biocompatibility testing, as well as MR safety testing (RF-induced heating, image artifact, torque, and displacement force) per ASTM standards.
Technological Characteristics
Materials: ABS 20% glass-filled, Ag/AgCl coated. Sensing: Cutaneous electrode. Connectivity: Touch-proof multipin connector. Form factor: 10mm diameter cup, single or array configurations. MR Conditional: 1.5T/3.0T, max spatial gradient 3,000 gauss/cm, SAR limits 2 W/kg (whole-body) and 3.2 W/kg (whole-head).
Indications for Use
Indicated for recording EEG, EP, or as ground/reference in EEG/EP recordings in patients 2 years and older.
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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August 29, 2024
Natus Manufacturing Limited % Prithul Bom Most Responsible Person Regulatory Technology Services, LLC 1000 Westgate Drive, Suite 510k Saint Paul, Minnesota 55114
Re: K242346
Trade/Device Name: Grass® MR Conditional/CT Cup Electrodes, Single and Array Regulation Number: 21 CFR 882.1320 Regulation Name: Cutaneous electrode Regulatory Class: Class II Product Code: GXY Dated: August 7, 2024 Received: August 7, 2024
Dear Prithul Bom:
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 (the 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 available 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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Additional information about changes that may require a new premarket notification are provided in the FDA guidance documents entitled "Deciding When to Submit a 510(k) for a Change to an Existing Device" (https://www.fda.gov/media/99812/download) and "Deciding When to Submit a 510(k) for a Software Change to an Existing Device" (https://www.fda.gov/media/99785/download).
Your device is also subject to, among other requirements, the Quality System (QS) regulation (21 CFR Part 820), which includes, but is not limited to, 21 CFR 820.30. Design controls; 21 CFR 820.90. Nonconforming product; and 21 CFR 820.100, Corrective and preventive action. Please note that regardless of whether a change requires premarket review, the QS regulation requires device manufacturers to review and approve changes to device design and production (21 CFR 820.30 and 21 CFR 820.70) and document changes and approvals in the device master record (21 CFR 820.181).
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 Part 803) for devices or postmarketing safety reporting (21 CFR Part 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 Part 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR Parts 1000-1050.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR 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.
# Heather L. Dean -S
Heather Dean, PhD Assistant Director, Acute Injury Devices Team DHT5B: Division of Neuromodulation and Physical Medicine Devices
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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
Form Approved: OMB No. 0910-0120 Expiration Date: 07/31/2026 See PRA Statement below.
Submission Number (if known)
K242346
Device Name
Grass® MR Conditional/CT Cup Electrodes Single
Grass® MR Conditional/CT Cup Electrodes, Array
ndications for Use (Describe)
The Grass MR Conditional/CT Cup Electrodes and Arrays are intended for use in the recording of the Electroencephalogram (EEG), the evoked potential (EP), or as a ground and reference in an EEG or EP recording.
This device is non-sterile for Single Patient Use Only and may remain on the patient in an MRI or CT environment under specific conditions.
Intended Patient Population:2 Years and Older.
Type of Use (Select one or both, as applicable)
Prescription Use (Part 21 CFR 801 Subpart D)
Over-The-Counter Use (21 CFR 801 Subpart C)
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# 510K Summary
#### Preparation date: August 7, 2024
# Applicant:
Address: Natus Manufacturing Limited, IDA Business Park Gort, Co. Galway, Ireland Contact Person: Sanjay Mehta, Director, Global Regulatory Affairs Natus Manufacturing Limited Tel.: (905) 829-5300 Fax .: (905) 829-5304 E-mail: sanjay.mehta(@natus.com
# Device:
Proprietary Name: Grass® MR Conditional/CT Cup Electrodes ,Single, Grass® MR Conditional/CT Cup Electrodes, Array Classification Name: Cutaneous Electrode Regulation Number: 21 CFR 882.1320 Product code: GXY Device Class: II,
# Predicate Device:
510K Number: K172503 MR Conditional Cup Electrode, MR Conditional Webb Electrode
#### Reference Device:
510K Number: K171102 Ives MR Conditional Cup Electrode
#### Indications for Use:
The Grass MR Conditional/CT Cup Electrodes and Arrays are intended for use in the recording of the Electroencephalogram (EEG), the evoked potential (EP), or as a ground and reference in an EEG or EP recording.
This device is non-sterile for Single Patient Use Only and may remain on the patient in an MRI or CT environment under specific conditions.
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#### Device Description:
# Overview: Grass® MR Conditional/CT Cup Electrodes
Grass® MR Conditional/CT Cup Electrodes are for surface monitoring EEG, electromyogenic and physiologic data signals commonly recorded on the chest, extremities, head and faces of patients. Grass® MR Conditional/CT Array Cup Electrodes are also used in electrocardiography, evoked potentials, and polysomnography. The Grass® MR Conditional/CT Array Cup Electrodes are MR conditional/CT. The included extension cables are MR/CT Unsafe.
# Operating Principle of the Grass® MR Conditional/CT Cup Electrodes
The Operating Principle and technological characteristics of the Grass MR Conditional Cup Electrodes are identical to the predicate device (K171102), with a few dimensional and material modifications that have been assessed to be equivalent to the predicate and therefore do not affect the fundamental scientific technology, safety, or effectiveness of the device (reference Substantial Equivalence of Technological Characteristics table, below). The test methods were identical to those used to assess the predicate device.
# System Setup Overview
Use a cotton tip applicator to apply a small amount of skin prep gel such as NuPrep® to the site of the electrode application scrubbing gently.
Fill the electrode cup with a conductive paste or gel such as Ten20®. Do not overfill the cup. Excessive amount of paste or gel can result in asymmetric signals.
Fix the cup to the patient with a small amount of pressure.
Use a small pre-cut gauze square or piece of paper tape to help secure the cup electrode to the application site.
Check that clear, strong signals are being transmitted.
When ready to remove the electrode cup, carefully remove gauze square or tape and remove any gel or paste with soap and water.
After use, discard the electrodes.
#### Device-patient interaction Accessories List:
Cup Electrodes are applied on the patient's skin, including but not limited to, the head (scalp). Only the cup portion of the Grass MR/CT Conditional Electrodes, which has contact with the patient (see the portion highlighted in green in Figure 2), is categorized as B - Prolonged (>24
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hours but <30 days). When accounting that up to 30 electrodes are used on the scalp of the patient at one time, the total contacting surface area corresponds to 14.4 cm².
Figure 1. Patient contacting part of the cups.
Image /page/6/Picture/3 description: The image shows a 3D rendering of a gray object with a green ring around the top. The object has a circular hole in the center. The text in the image states that the area is 48.1234 mm^2 and the perimeter is 117.218 mm.
The rest of the device (everything except the cups) is either contacting the hair of the patient or has very brief (transient contact) with the patient and caretaker during placement.
Grass® MR Conditional/CT Cup Electrodes does not have any accessory.
#### Intended User:
Grass® MR Conditional/CT Cup Electrodes and Arrays are for professional use only and should be used in compliance with accepted industry standards.
#### Intended Patient Population:
2 Years and Older.
#### Clinical Benefits:
Facilitates obtaining the recording of an EEG study to detect any irregularities indicative of various brain disorders.
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# Comparison to Predicate Device
| Feature | Subject Device<br>Grass® MR<br>Conditional/CT<br>Cup Electrodes | PREDICATE<br>DEVICE<br>Rythmlink<br>(K172503) | PREDICATE<br>DEVICE<br>IVES Electrode<br>(K171102) | Similarities |
|--------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Intended<br>Use/<br>Indications<br>for Use | The MR<br>Conditional/CT cup<br>electrodes are<br>intended for use in<br>the recording of the<br>Electroencephalogr<br>am (EEG), the<br>evoked potential<br>(EP), or as a ground<br>and reference in an<br>EEG or EP<br>recording.<br>This device is non-<br>sterile for Single<br>Patient Use Only<br>and may remain on<br>the patient in an<br>MRI/CT<br>environment under<br>specific conditions. | The MR Conditional<br>Cup Electrodes are<br>intended for use in<br>the recording of the<br>Electroencephalogr<br>am (EEG), the<br>evoked potential<br>(EP), or as a ground<br>and reference in an<br>EEG or EP<br>recording. This<br>device is non-<br>sterile for Single<br>Patient Use Only<br>and may remain on<br>the patient in an<br>MRI environment<br>under specific<br>conditions. | The Ives MR<br>Conditional Cup<br>Electrodes are intended<br>for use in the general<br>recording and<br>monitoring of the<br>electroencephalograph<br>y (EEG), evoked<br>potential (EP) as well<br>as ground and<br>reference related to the<br>EEG and EP recording.<br>The Cup Electrodes are<br>intended to be left in<br>place during MR<br>imaging at 1.5T and 3T<br>as well as during CT<br>scanning. The<br>extension cable must<br>be disconnected from<br>the Ives MR<br>Conditional Cup<br>Electrodes before<br>scanning and MUST<br>remain disconnected<br>throughout the entire<br>MR scan. EEG or EP<br>should not be recorded<br>throughout the entire<br>the CT and MR<br>imaging. | Same as predicate |
| Configuratio ns | Single and Array | Single and Array | Not Available | Same as predicate |
| Feature | Subject Device | PREDICATE<br>DEVICE | PREDICATE<br>DEVICE | Similarities |
| | Grass® MR<br>Conditional/CT<br>Cup Electrodes | Rythmlink<br>(K172503) | IVES Electrode<br>(K171102) | |
| MR<br>Conditions | Non-clinical testing<br>has demonstrated<br>that the MR<br>Conditional /CT Cup<br>and Electrodes Array<br>is MR Conditional<br>in configurations of<br>1<br>to 30 electrodes,<br>using 5 to 9 arrays.<br>These electrodes<br>can safely remain<br>on a patient during a<br>MR scan meeting<br>the following<br>conditions:<br>• Static magnetic<br>field of 1.5 or 3.0<br>Tesla Maximum<br>spatial field<br>gradient of 3,000<br>gauss/cm [30 T/m]<br>• Maximum MR<br>system reported<br>whole-body<br>averaged specific<br>absorption rate<br>[SAR] of 2 W/kg<br>and whole-head<br>averaged SAR of<br>3.2 W/kg.<br>• Quadrature driven<br>transmit body and<br>head coil.<br>• Normal operating<br>mode SAR limits<br>for 60 minutes of<br>continuous RF | Non-clinical testing<br>has demonstrated<br>that the MR<br>Conditional Cup<br>Electrode array is<br>MR Conditional in<br>configurations of 2<br>to 40 electrodes,<br>using 1 to 4 arrays.<br>These electrodes can<br>safely remain on a<br>patient during an<br>MR scan meeting<br>the following<br>conditions:<br>• Static magnetic<br>field of 1.5 and 3.0<br>Tesla<br>• Maximum spatial<br>field gradient of<br>4,000 gauss/cm [40<br>T/m]<br>• Maximum MR<br>system reported<br>whole-body<br>averaged specific<br>absorption rate<br>(SAR) of 2 W/kg<br>and whole-head<br>averaged SAR of<br>3.2 W/kg<br>• Quadrature driven<br>transmit body coil<br>only<br>• Maximum active<br>scan time of 15<br>Minutes | MR Conditional and<br>can safely remain on<br>the patient during an<br>MR scan under the<br>following conditions:<br>• Static magnetic fields<br>strength of 1.5 T and<br>3.0 T<br>• Maximum spatial<br>gradient magnetic<br>fields of 2,000<br>gauss/cm (20T/m) or<br>less<br>• Transmit body and<br>head coil, quadrature<br>driven<br>• Maximum MR<br>System reported whole-<br>body averaged specific<br>absorption rate (SAR)<br>of 2 W/kg and whole-<br>head averaged SAR of<br>3.2 W/kg<br>• The extension cable<br>must be disconnected<br>from the Ives MR<br>Conditional Cup<br>Electrodes before<br>scanning and must<br>remain disconnected<br>throughout the entire<br>MR scan. | Same as predicate |
| Feature | Subject Device<br>Grass® MR<br>Conditional/CT<br>Cup Electrodes | PREDICATE<br>DEVICE<br>Rythmlink<br>(K172503) | PREDICATE<br>DEVICE<br>IVES Electrode<br>(K171102) | Similarities |
| Electrode<br>Material | ABS 20% glass<br>filled, Ag/AgCl<br>coated | ABS 20% glass<br>filled, Ag/AgCl<br>coated | ABS molded plastic<br>with Ag- Ag/Cl | Same as predicate |
| Electrode<br>Diameter | 10mm | 10mm | 10 mm | Same as predicate |
| Wire | Carbon conductive<br>cable, PVC coated | Conductive cable,<br>PVC coated | Tinseled copper with<br>silver coat with | Equivalent in safety<br>and effectiveness |
| Electrode<br>Cable Length<br>Singles (Lead<br>wire) | 282 mm | 28.2 cm (282mm) | Not Available | Similar to predicate |
| Electrode Cable 270 mm<br>Length Arrays<br>(Lead wire) | 270 mm | 18 cm | Tested at 15.24 cm<br>(152.4 mm) to 27.94<br>cm (279.4 mm) as well as<br>marketed | Equivalent in safety<br>and effectiveness;<br>Non-clinical MRI<br>testing and all<br>performance testing<br>was performed on<br>270mm length<br>arrays. Increase in<br>length doesn't affect<br>safety and effectivity<br>of the device. |
| Connector | Touch proof<br>multipin<br>connector(s) | Touch proof<br>multipin<br>connector(s) | Touch proof multipin<br>connector(s) | Same as predicate |
| Feature | Subject Device<br>Grass® MR<br>Conditional/CT<br>Cup Electrodes | PREDICATE<br>DEVICE<br>Rythmlink<br>(K172503) | PREDICATE<br>DEVICE<br>IVES Electrode<br>(K171102) | Similarities |
| Max<br>resistance<br>Singles | $< 40Ω$ | Not available | Not available | Meets the<br>performance criteria<br>per FDA Guidance<br>for Cutaneous<br>Electrodes for<br>Recording Purposes<br>– Performance<br>Criteria for Safety<br>and Performance<br>Based Pathway. |
| Max<br>resistance<br>Arrays | $< 36.5Ω$ | Not available | Not available | Meets the<br>performance criteria<br>per FDA Guidance<br>for Cutaneous<br>Electrodes for<br>Recording Purposes<br>– Performance<br>Criteria for Safety<br>and Performance<br>Based Pathway. |
| Impedance | 2 kOhms<br>Maximum<br>(Average Value of<br>10-Hz impedance<br>for 12<br>electrode pairs), 3<br>kOhms Maximum<br>(Individual pair<br>impedance) | Not available | Not available | Meets the<br>performance criteria<br>per FDA Guidance<br>for Cutaneous<br>Electrodes for<br>Recording Purposes<br>– Performance<br>Criteria for Safety<br>and Performance<br>Based Pathway. |
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The Grass® MR Conditional/CT Cup Electrodes and the predicate device are equivalent in features and technical characteristics. There are no major differences that alter the intended use or raise new issues of safety or effectiveness.
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# Brief Summary of Performance Testing
| Electrical Safety | The Grass® MR Conditional/CT Cup Electrodes was verified for<br>performance in accordance with the following standard: |
|----------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| | ○ IEC 60601-1 Edition 3.2 2020-08 Clause 8.5.2.3 - Medical electrical<br>equipment - Part 1: General requirements for basic safety and essential<br>performance |
| Packaging and<br>Handling<br>Verification | The packaged Natus Grass® MR Conditional/CT Cup Electrodes components<br>have successfully passed packaging and handling verification per ASTM<br>D4169 |
| Performance<br>Testing – Bench<br>Verification &<br>Validation | The Natus Grass® MR Conditional/CT Cup Electrodes has successfully<br>passed performance verification and validation in accordance with internal<br>requirements and specifications at the system level.<br>The Bench testing verification and validation was performed to confirm<br>device meets the functional and performance characteristics. |
| | Additionally, Natus Grass® MR Conditional/CT have been tested internally<br>and met defined acceptance criteria. The tests included: |
| | ○ Functional Test<br>○ Mechanical design Test<br>○ Electrical Safety Test<br>○ Biocompatibility Test<br>○ Packaging<br>○ FDA Guidance for Cutaneous Electrodes for Recording Purposes -<br>Performance Criteria for Safety and Performance Based Pathway<br>Results indicate that the Grass® MR Conditional/CT Cup Electrodes<br>system complies with its predetermined specifications and the applicable |
#### Non-Clinical Testing:
The MR safety and performance equivalency of the Natus Grass® MR Conditional/CT Electrodes were determined using the same test methodology as the predicate device, summarized below:
- Worst-case device configuration was established through feasibility testing. .
- The established worst-case configuration of the finished device was tested to the applicable . ASTM standards:
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- RF-Induced Heating O
- o MR Image Artifact
- Magnetically Induced Torque o
- o Magnetically Induced Displacement Force
The results of these MR safety and functional tests determined the MR conditionality and device labelling information for both 1.5 T and 3.0 T MR environments.
All MR testing was performed by an accredited MR testing laboratory on behalf of Natus Medicals. In summary, the non-clinical testing concluded that the Natus Grass® MR Conditional/CT Electrodes demonstrated equivalent functionality, safety, and effectiveness as the predicate device.
# Clinical Tests:
No Clinical Tests were conducted as referenced in 21 CFR 807.92(b)(2).
#### Conclusions
The substantial equivalence of the Grass® MR Conditional/CT Cup Electrodes with the predicate device(s) was demonstrated by testing in compliance with the Design Control process. The intended use and technology of the Grass® MR Conditional/CT Cup Electrodes is similar to that of the predicate device(s). Verification and Validation were performed to ensure no new questions of safety or effectiveness are raised. The results of these activities demonstrate that the Gras® MR Conditional/CT Cup Electrodes is as safe, as effective, and performs as well as or better than 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.