The DSG™ Zavation Screw System is indicated for use with the Zavation Spinal System during pedicle screw insertion to provide feedback to the surgeon via visual and audible alerts that indicate a change in impedance at the tip of the pedicle screw and may indicate contact of the tip with soft tissues and possible vertebral cortex perforation. The DSG™ Zavation Screw System is indicated for use in both open and percutaneous (MIS) surgical approaches to the spine, with options of direct insertion of the screw in bone or after a step of preparation of the pilot hole with sensor equipped instruments.
Device Story
System provides real-time feedback during pedicle screw insertion; utilizes sensing technology to measure electrical impedance of tissues surrounding screw tip. Components include DSG™ Electronic T-handle, Ratcheting Handle, and DSG™ Pin (active stylet). Used by surgeons in professional healthcare environments; operates via manual advancement of screw into bone, either directly or into pre-drilled pilot hole. Device generates visual and audible alerts upon detecting impedance changes associated with potential vertebral cortex perforation. Alerts assist surgeon in identifying proximity to soft tissues; aids in avoiding pedicle wall breach. System powered by internal lithium-ion battery; designed for single-use (T-handle/Pin) and re-usable (Ratcheting Handle) components.
Clinical Evidence
No clinical data. Evidence consists of bench testing: cadaveric usability testing for placement accuracy, mechanical testing for system integrity during direct screw implantation, biocompatibility per ISO 10993, sterilization validation per ISO 11737-2, and electrical safety per IEC 60601-1.
Technological Characteristics
Materials: Wrought stainless steel (ASTM F138-13, F899-12b). Sensing: Electrical impedance measurement at distal tip. Power: Lithium-ion battery. Connectivity: None. Sterilization: Ethylene Oxide (EtO). Software: Firmware on circuit board (capacitors, resistors, diodes). Form factor: T-handle with ratcheting mechanism.
Indications for Use
Indicated for use with Zavation Spinal System during pedicle screw insertion in open or percutaneous (MIS) spinal surgery. Provides visual/audible feedback of impedance changes at the screw tip to assist in detecting soft tissue contact or vertebral cortex perforation.
Regulatory Classification
Identification
Manual cranial drills, burrs, trephines, and their accessories are bone cutting and drilling instruments that are used without a power source on a patient's skull.
{0}------------------------------------------------
Image /page/0/Picture/1 description: The image shows the logo for the U.S. Department of Health & Human Services. The logo consists of a stylized caduceus symbol, which is a staff with two snakes coiled around it, and the text "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA" arranged in a circular pattern around the symbol. The caduceus is rendered in black, and the text is also in black.
Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
January 12, 2017
SpineGuard, S.A. % John Smith, MD, JD Partner Hogan Lovells U.S. LLP 555 Thirteenth Street NW Washington, DC 20004
Re: K162884
Trade/Device Name: SpineGuard DSG Zavation Screw System Regulation Number: 21 CFR 882.4300 Regulation Name: Manual Cranial Drills, Burrs, Trephines, and Their Accessories Regulatory Class: Class II Product Code: HBG Dated: October 14, 2016 Received: October 14, 2016
Dear Dr. Smith:
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 (reporting of medical devicerelated adverse events) (21 CFR 803); good manufacturing practice requirements as set forth in
{1}------------------------------------------------
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.
If you desire specific advice for your device on our labeling regulation (21 CFR Part 801), please contact the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm. 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 the CDRH's Office of Surveillance and Biometrics/Division of Postmarket Surveillance.
You may obtain other general information on your responsibilities under the Act from the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm.
Sincerely.
# Michael J. Hoffmann -S
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
{2}------------------------------------------------
# Indications for Use
510(k) Number (if known) K162884
#### Device Name SpineGuard DSG Zavation Screw System
#### Indications for Use (Describe)
The DSG™ Zavation Screw System is indicated for use with Zavation pedicle screws during pedicle screw insertion to provide feedback to the surgeon via visual and audible alerts that indicate a change in impedance at the tip of the pedicle screw and may indicate contact of the tip with soft tissues and possible vertebral cortex perforation. The DSG™ Zavation Screw System is indicated for use in both open and percutaneous (MIS) surgical approaches to the spine, with options of direct insertion of the screw in bone or after a step of preparation of the pilot hole with sensor equipped instruments.
| Type of Use (Select one or both, as applicable) | |
|---------------------------------------------------------------|--------------------------------------------------------------|
| <div> Prescription Use (Part 21 CFR 801 Subpart D) </div> | <div> Over-The-Counter Use (21 CFR 801 Subpart C) </div> |
#### CONTINUE ON A SEPARATE PAGE IF NEEDED.
This section applies only to requirements of the Paperwork Reduction Act of 1995.
#### *DO NOT SEND YOUR COMPLETED FORM TO THE PRA STAFF EMAIL ADDRESS BELOW.*
The burden time for this collection of information is estimated to average 79 hours per response, including the time to review instructions, search existing data sources, gather and maintain the data needed and complete and review the collection of information. Send comments regarding this burden estimate or any other aspect of this information collection, including suggestions for reducing this burden, to:
> Department of Health and Human Services Food and Drug Administration Office of Chief Information Officer Paperwork Reduction Act (PRA) Staff PRAStaff@fda.hhs.gov
"An agency may not conduct or sponsor, and a person is not required to respond to, a collection of information unless it displays a currently valid OMB number."
{3}------------------------------------------------
#### 510(k) SUMMARY
### SpineGuard, S.A.'s DSG™ Zavation Screw System
#### Sponsor
SpineGuard, S.A. 10 cours Louis Lumière Vincennes, France 94300 Phone: +33 1 45 18 45 19 Facsimile: +33 1 45 18 45 20 Contact Person: Stephane Bette Date Prepared: December 19, 2016
Name of Device: DSG™ Zavation Screw System
Common or Usual Name: Manual cranial drill and accessories
Classification Name: 21 C.F.R. § 882.4300 (Manual cranial drills, burrs, trephines, and their accessories)
Classification Panel: Neurology
Regulatory Class: Class II
Product Code: HBG
### Predicate and Reference Devices
SpineGuard, S.A. DSG™ Threaded Drill System (K152747, Predicate)
Zavation Spinal System (K153404, Reference)
#### Device Description
The DSG™ Zavation Screw System is a modification to the cleared DSG™ Threaded Drill System and consists of the DSG™ Electronic T-handle, Ratcheting Handle, DSG™ Pin (active stylet), and the previously cleared Zavation Spinal System (K153404). These components are purchased and shipped as a complete system from Zavation, with the DSG™ Threaded Drill System components and Zavation Spinal System components individually packaged. The complete system is provided with the modified instructions for use of the DSG™ Zavation Screw System.
All of the patient-contacting materials are categorized per FDA's guidance on ISO 10993-1 as externally communicating materials that are in contact with the body for a limited duration, and are unchanged from the prior clearance. Certain components of the device are single-use while
{4}------------------------------------------------
others are re-usable; certain components are provided sterile while others are sterilized by the end user.
The device is intended for use by surgeons in a professional healthcare environment, and utilizes sensing technology to detect the impediately surrounding tissues while inserting pedicle screws either through a previously drilled pilot hole or directly into bone. The surgeon can either drill and/or tap the screw hole prior to inserting the pedicle screw, or can use the system to directly insert the screw into the bone without a pilot hole. As the screw is manually advanced into the bone, the distal sensor measures the electrical impedance of the immediately surrounding tissues. The device produces real-time visual and audible signals to indicate changes in impedance associated with possible vertebral perforation.
## Intended Use / Indications for Use
The DSG™ Zavation Screw System is indicated for use with the Zavation Spinal System during pedicle screw insertion to provide feedback to the surgeon via visual and audible alerts that indicate a change in impedance at the tip of the pedicle screw and may indicate contact of the tip with soft tissues and possible vertebral cortex perforation. The DSG™ Zavation Screw System is indicated for use in both open and percutaneous (MIS) surgical approaches to the spine, with options of direct insertion of the screw in bone or after a step of preparation of the pilot hole with sensor equipped instruments.
### Summary of Technological Characteristics
The subject and predicate devices function based on the same technological principles, including the sensing of tissue impedance in tissues surrounding the targeted treatment area. At a high level, both devices are based on the following same technological elements:
- Both devices contain the DSG™ Electronic T-handle, Ratcheting Handle, and DSG™ Pin ● (active stylet). These components are unmodified from the predicate clearance (K152747).
The following technological differences exist between the subject and predicate devices:
- The subject device does not include the DSG™ Threaded Drill shaft or DSG™ Sleeve ● components, in order to facilitate use with the cleared Zavation Spinal System.
| | DSG™ Zavation Screw System<br>(subject device) | DSG™ Threaded Drill System<br>(K152747) |
|------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Intended Use<br>/ Indications<br>for Use | The DSG™ Zavation Screw System is<br>indicated for use with the Zavation<br>Spinal System during pedicle screw<br>insertion to provide feedback to the<br>surgeon via visual and audible alerts<br>that indicate a change in impedance<br>at the tip of the pedicle screw and<br>may indicate contact of the tip with<br>soft tissues and possible vertebral<br>cortex perforation. The DSG™<br>Zavation Screw System is indicated | The DSG™ Threaded Drill System is<br>intended to be used for the preparation<br>of pedicle screw holes. The DSG™<br>Threaded Drill System is indicated for<br>use during pedicle screw pilot hole<br>drilling to provide feedback to the<br>surgeon via visual and audible alerts that<br>indicate a change in impedance at the tip<br>of the probe and may indicate contact of<br>the tip with soft tissues and possible<br>vertebral cortex perforation. The DSG™ |
| | DSG™ Zavation Screw System<br>(subject device) | DSG™ Threaded Drill System<br>(K152747) |
| | for use in both open and<br>percutaneous (MIS) surgical<br>approaches to the spine, with options<br>of direct insertion of the screw in bone<br>or after a step of preparation of the<br>pilot hole with sensor equipped<br>instruments. | Threaded Drill System is indicated for<br>use in both open and percutaneous<br>(MIS) surgical approaches to the spine.<br>The DSG™ Threaded Drill System is<br>also indicated for use with fluoroscopic<br>guidance in percutaneous (MIS) surgical<br>approaches to the spine. |
| | | The DSG™ Threaded Drill System also<br>is specifically indicated for use in<br>intraoperative electromyographic<br>("EMG") surveillance to assist in the<br>location and evaluation of spinal nerves<br>during surgery of the spine, by<br>administration of low voltage electrical<br>energy to tissues and nerves at the<br>operative site, and EMG monitoring of<br>muscle groups associated with those<br>nerves. |
| Handle Shape | T-Handle with Ratchet | T-Handle with Ratchet |
| Components | DSG™ Electronic T-handle,<br>Ratcheting Handle, and DSG™ Pin<br>(active stylet) | DSG™ Electronic T-handle, Ratcheting<br>Handle, and DSG™ Pin (active stylet),<br>DSG™ Threaded Drill shaft and DSG™<br>Sleeve |
| Safety<br>Features | Device cannot be turned off until<br>battery exhausted. Prevents reuse of<br>device. | Device cannot be turned off until battery<br>exhausted. Prevents reuse of device. |
| Power Source | Lithium-Ion Battery | Lithium-Ion Battery |
| Sterility | Sterile/Non-sterile | Sterile/Non-sterile |
| Single Use or<br>Reusable | Single-use (DSG™ Electronic T-<br>handle and DSG™ Pin (active stylet))<br>Re-usable (Ratcheting Handle) | Single-use (DSG™ Electronic T-handle<br>and DSG™ Pin (active stylet))<br>Re-usable (Ratcheting Handle, DSG™<br>Threaded Drill shaft and DSG™ Sleeve) |
| Distal Shaft<br>Shape | Z-Direct Screw Driver shaft (K153404;<br>reference device) and DSG™ Pin | Straight (cannulated) and DSG™ Pin |
| Dimensions | DSG™ Pin: 373mm x 1.65mm | DSG™ Pin: 373mm x 1.65mm; 292mm<br>x 1.65mm<br>Threaded Drill: 1.7mm inner diameter<br>(hole) cannulated metal shaft with<br>flanges (threads) and cutting edges;<br>Thread outer diameters of 4.0, 5.5 and<br>8.0mm |
| | DSG™ Zavation Screw System ( <i>subject device</i> ) | DSG™ Threaded Drill System (K152747) |
| Circuit Board | Capacitors, Resistors and Diodes -<br>Firmware (programmable chip) on circuit board | Capacitors, Resistors and Diodes -<br>Firmware (programmable chip) on circuit board |
A table comparing the key features of the subject and predicate devices is provided below.
{5}------------------------------------------------
{6}------------------------------------------------
### Performance Data
Performance testing for the subject device consisted of simulated insertion testing and cadaver testing to establish that the DSG™ Zavation Screw System is as safe and as effective as the predicate device to which it is a modification. All tests were passed, demonstrating equivalent performance according to device specifications and thus supporting substantial equivalence.
No animal or clinical tests were performed in support of this premarket notification.
Data supporting the labeling change that is the subject of this 510(k) notice is outlined below:
| Test | Test Method Summary | Results |
|--------------------------|------------------------------------------------------------------------------------------------------------------------------------------------|---------|
| Cadaver Testing | Cadaveric usability testing was performed to demonstrate the usability and placement accuracy of the device. | Pass |
| Mechanical Testing | Mechanical testing was performed to demonstrate the performance and integrity of the system in implanting pedicle screws without a pilot hole. | Pass |
| Biocompatibility | Performed in accordance with ISO-10993 | Pass |
| Sterilization Validation | EtO sterilization cycle designed and validated per NF EN ISO 11737-2 | Pass |
| Electrical Safety | Performed in accordance with IEC 60601-1 | Pass |
Like its predicate, the SpineGuard DSG™ Zavation Screw System complies with the following recognized standards:
- ASTM F138-13, Standard specification for wrought 18 chromium-14 nickel-2.5 molybdenum . stainless steel bar and wire for surgical implants (2013).
- . ASTM F899-12b, Standard specification for wrought stainless steel for surgical instruments (2012).
- . IEC 60601-1 Medical Electrical Equipment - Part 1: General requirements for basic safety and essential performance, incl. Amendment 1 (2007).
- . ISO 10993-5, Biological Evaluation of Medical Devices: Tests for in vitro cytotoxicity (2010).
- . ISO 10993-7, Biological evaluation of medical devices: Ethylene Oxide sterilization residuals (2008).
- ISO 10993-10, Biological Evaluation of Medical Devices: Tests for irritation and sensitization ● (2010).
- . ISO 10993-11, Biological Evaluation of Medical Devices: Tests for systemic toxicity (2009).
{7}------------------------------------------------
- . ISO 11607-1. Packaging for terminally sterilized medical devices: Requirements for materials. sterile barrier systems and packaging systems (2006).
- . ISO 11607-2, Packaging for terminally sterilized medical devices: Validation requirements for forming, sealing and assembly processes (2006).
- . ISO 11737-1, Sterilization of medical devices - Microbiological methods: Determination of a population of microorganisms on products (2006).
- . ISO 11737-2, Sterilization of medical devices - Microbiological methods: Tests of sterility performed in the definition, validation and maintenance of a sterilization process (2010).
- . ASTM D4169, Standard practice for performance testing of shipping containers and systems (2014).
- . ASTM F1980, Standard guide for accelerated aging of sterile medical device packages (2011).
- ISO 11135-1, Sterilization of health care products Ethylene oxide: Requirements for the . development, validation and routine control of a sterilization process for medical devices (2007).
# Conclusions
The DSG™ Zavation Screw System is as safe and effective as the predicate DSG™ Threaded Drill System (K152747). The subject device has the same intended use, and very similar indications for use, technological characteristics and principles of operation, as its predicate device. The minor technological differences between the DSG™ Zavation Screw System and its predicate device raise no new issues of safety or effectiveness. In addition, performance data demonstrate that the DSG™ Zavation Screw System is as safe and effective as the predicate device. Thus, the DSG™ Zavation Screw System is substantially equivalent.
Predicate graph will load when search results are available.
Embedding visualization will load when search results are available.
PDF viewer will load when search results are available.
Loading panels...
Select an item from Submissions
Click any panel, subpart, regulation, product code, or device to see details here.
Section Matches
Results will appear here.
Product Code Matches
Results will appear here.
Special Control Matches
Results will appear here.
Loading collections...
Loading
My Alerts
You will receive email notifications based on the filters and frequency you set for each alert.
Sort by:
Create Alert
Search Filters
Agent Token
Create a read-only bearer token for Claude, ChatGPT, or other agents that can call HTTP APIs.
Copy this now. It will not be shown again.
Connected apps
Apps you authorized through browser sign-in. Disconnecting revokes their access immediately.
Learn the FDA Browser
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.