The Ureteral Stents are intended to facilitate urinary drainage from the kidney to the bladder via placement endoscopically or fluoroscopically by a trained physician. The Urinary Diversion Stent Sets are intended to provide external drainage of urine after urinary diversion surgeries.
Device Story
Sterile, single-use, disposable ureteral stents and urinary diversion stent sets; facilitate urinary drainage from kidney to bladder or external collection system. Devices feature dual or single pigtail designs to prevent migration; include side ports for drainage; radiopaque for visualization; placed over guidewire. Used in clinical settings by physicians; endoscopic or fluoroscopic guidance. Provides lumen for fluid movement; aids in maintaining stent position. Benefits patient by ensuring effective urinary drainage post-surgery or during treatment.
Clinical Evidence
No clinical data; bench testing only. Labeling changes do not impact device design, performance, or safety profile; existing verification and validation data remain valid.
Technological Characteristics
Sterile, single-use, disposable ureteral stents and diversion sets. Features include pigtail designs, side ports, and radiopaque materials for visualization. Available in various French sizes and lengths. Designed for over-the-guidewire placement. No software or electronic components.
Indications for Use
Indicated for patients requiring urinary drainage from the kidney to the bladder or external drainage following urinary diversion surgery. Intended for use by trained physicians via endoscopic or fluoroscopic placement.
Regulatory Classification
Identification
A ureteral stent is a tube-like implanted device that is inserted into the ureter to provide ureteral rigidity and allow the passage of urine. The device may have finger-like protrusions or hooked ends to keep the tube in place. It is used in the treatment of ureteral injuries and ureteral obstruction.
{0}
FDA U.S. FOOD & DRUG ADMINISTRATION
April 15, 2025
Boston Scientific Corporation
Stephanie Anderson
Regulatory Affairs Specialist
100 Boston Scientific Way
Urology and Pelvic Health Division
Marlborough, Massachusetts 01752
Re: K250824
Trade/Device Name: Percuflex Ureteral Stent; Percuflex Plus Ureteral Stent; Percuflex Plus SureDrive Steerable Ureteral Stent Set; Contour Ureteral Stent; Contour SureDrive Steerable Ureteral Stent Set; Contour VL Variable Length Ureteral Stent; Contour VL SureDrive Steerable Ureteral Stent Set; Polaris Ultra Ureteral Stent; Polaris Loop Ureteral Stent; Tria Firm Ureteral Stent; Tria Soft Ureteral Stent; Percuflex Urinary Diversion Stent Set
Regulation Number: 21 CFR 876.4620
Regulation Name: Ureteral Stent
Regulatory Class: II
Product Code: FAD
Dated: March 18, 2025
Received: March 18, 2025
Dear Stephanie Anderson:
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.
U.S. Food & Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993
www.fda.gov
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K250824 - Stephanie Anderson
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.
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 (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-reporting-combination-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.
All medical devices, including Class I and unclassified devices and combination product device constituent parts are required to be in compliance with the final Unique Device Identification System rule ("UDI Rule"). The UDI Rule requires, among other things, that a device bear a unique device identifier (UDI) on its label and package (21 CFR 801.20(a)) unless an exception or alternative applies (21 CFR 801.20(b)) and that the dates on the device label be formatted in accordance with 21 CFR 801.18. The UDI Rule (21 CFR 830.300(a) and 830.320(b)) also requires that certain information be submitted to the Global Unique Device Identification Database (GUDID) (21 CFR Part 830 Subpart E). For additional information on these requirements, please see the UDI System webpage at https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance/unique-device-identification-system-udi-system.
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-devices/medical-device-safety/medical-device-reporting-mdr-how-report-medical-device-problems.
For comprehensive regulatory information about medical devices and radiation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/medical-
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K250824 - Stephanie Anderson
devices/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-devices/device-advice-comprehensive-regulatory-assistance/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,
Angel A. Soler-garcia -S
for
Jessica K. Nguyen, Ph.D.
Assistant Director
DHT3B: Division of Reproductive,
Gynecology and Urology Devices
OHT3: Office of GastroRenal, ObGyn,
General Hospital and Urology Devices
Office of Product Evaluation and Quality
Center for Devices and Radiological Health
Enclosure
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DEPARTMENT OF HEALTH AND HUMAN SERVICES
Food and Drug Administration
Indications for Use
Form Approved: OMB No. 0910-0120
Expiration Date: 07/31/2026
See PRA Statement below.
510(k) Number (if known)
K250824
Device Name
Percuflex Ureteral Stent; Percuflex Plus Ureteral Stent; Contour Ureteral Stent; Contour VL Variable Length Ureteral Stent; Polaris Ultra Ureteral Stent; Polaris Loop Ureteral Stent; Tria Firm Ureteral Stent; Tria Soft Ureteral Stent;
Indications for Use (Describe)
The Ureteral Stents are intended to facilitate urinary drainage from the kidney to the bladder via placement endoscopically or fluoroscopically by a trained physician.
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)
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."
FORM FDA 3881 (8/23)
Page 1 of 1
PSC Publishing Services (301) 443-6740
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FORM FDA 3881 (8/23)
Page 1 of 1
PSC Publishing Services (301) 443-6740
EF
| DEPARTMENT OF HEALTH AND HUMAN SERVICES Food and Drug Administration Indications for Use | Form Approved: OMB No. 0910-0120 Expiration Date: 07/31/2026 See PRA Statement below. |
| --- | --- |
| 510(k) Number (if known) K250824 | |
| Device Name Percuflex Plus SureDrive Steerable Ureteral Stent Set; Contour SureDrive Steerable Ureteral Stent Set; Contour VL SureDrive Steerable Ureteral Stent Set; | |
| Indications for Use (Describe) The Ureteral Stent Sets are intended to facilitate urinary drainage from the kidney to the bladder via placement endoscopically or fluoroscopically by a trained physician. | |
| 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) | |
| 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." | |
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FORM FDA 3881 (8/23)
Page 1 of 1
PSC Publishing Services (301) 443-6740
EF
| DEPARTMENT OF HEALTH AND HUMAN SERVICES Food and Drug Administration Indications for Use | Form Approved: OMB No. 0910-0120 Expiration Date: 07/31/2026 See PRA Statement below. |
| --- | --- |
| 510(k) Number (if known) K250824 | |
| Device Name Percuflex Urinary Diversion Stent Set | |
| Indications for Use (Describe) The Urinary Diversion Stent Sets are intended to provide external drainage of urine after urinary diversion surgeries. | |
| 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) | |
| 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." | |
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K250824
Page 1 of 4
Confidential & Proprietary Information of Boston Scientific
510(k) Summary for Ureteral Stents and Urinary Diversion Stent Set
Date Prepared: 18Mar2025
A. Submitter
Boston Scientific Corporation
Urology Division
100 Boston Scientific Way
Marlborough, MA 01752
B. Contacts
Stephanie Anderson
Regulatory Affairs Specialist
763-255-0028
Stephanie.Anderson2@bsci.com
C. Device Names
| Common Name | Trade Name | Product code | Regulation | Classification |
| --- | --- | --- | --- | --- |
| Ureteral Stent | Percuflex™ Ureteral Stent | FAD | 21 CFR 876.4620 – Ureteral Stent | Class II |
| | Percuflex™ Plus Ureteral Stent | | | |
| | Percuflex™ Plus SureDrive™ Steerable Ureteral Stent Set | | | |
| | Contour™ Ureteral Stent | | | |
| | Contour™ SureDrive™ Steerable Ureteral Stent Set | | | |
| | Contour VL™ Variable Length Ureteral Stent | | | |
| | Contour VL™ SureDrive™ Steerable Ureteral Stent Set | | | |
| | Polaris™ Ultra Ureteral Stent | | | |
| | Polaris™ Loop Ureteral Stent | | | |
| | Tria™ Firm Ureteral Stent | | | |
| Tria™ Soft Ureteral Stent | | | | |
| Nephrostomy Catheter | Percuflex™ Urinary Diversion Stent Set | LJE | Pre-Amendment, Unclassified | Class II |
D. Predicate and Reference Devices
For the purpose of establishing 'substantial equivalence', the design and technological characteristics of the proposed Ureteral Stents and Urinary Diversion Stent Set were compared to the following 510(k)-cleared device.
Ureteral Stents Bundled Special 510(k)
Page 8-1
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K250824
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Confidential & Proprietary Information of Boston Scientific
Predicate Device for Establishing 'Substantial Equivalence'
| Device Trade Name: | Tria™ Firm Ureteral Stent |
| --- | --- |
| Regulation Name: | Ureteral Stent |
| Regulation Number: | 21 CFR 876.4620 |
| Classification: | Class II |
| Product Code: | FAD |
| 510(k) Submitter/Holder: | Boston Scientific Corporation
Marlborough, MA |
| 510(k) #/Clearance Date: | K190603 Cleared May 24, 2019 |
## E. Device Description
The Ureteral Stents are sterile, single use, disposable devices that provide a lumen that allows fluids to move from the kidney to the bladder. The Ureteral Stents are provided in multiple French sizes and lengths.
The Urinary Diversion Stent Sets are sterile, single use, disposable devices that allow internal drainage from the kidney to an external collection system.
## F. Intended Use/Indications for Use
The changes proposed within this bundled Special 510(k) are to update the labeling, including the indications for use, for the proposed Ureteral Stents with minor changes from the predicate to align with state-of-the-art clinical use and to clarify and consolidate language across product families. The changes do not represent an expansion in indications as they do not describe a new disease, condition or patient population that the devices are intended in diagnosing, treating, preventing, curing or mitigating.
Proposed Ureteral Stents Indications for Use:
The Ureteral Stents are intended to facilitate urinary drainage from the kidney to the bladder via placement endoscopically or fluoroscopically by a trained physician.
The indications for use for the proposed Urinary Diversion Stent Sets is similar to the predicate device as it is intended to provide urinary drainage, however the Urinary Diversion Stent Sets drain to an external collection system.
Proposed Urinary Diversion Stent Sets Indications for Use:
The Urinary Diversion Stent Sets are intended to provide external drainage of urine after urinary diversion surgeries.
## G. Operating Principle
The Ureteral Stents are available in various lengths and diameters and include an attached retrieval line (suture) for use during placement or removal. Stents are designed with the ability to be placed over a guidewire. The dual pigtail design is intended to help maintain stent position after placement in the ureter and prevent migration. The stent shaft and both pigtails contain side ports to facilitate drainage into the bladder. The single pigtail design is intended to help
Ureteral Stents Bundled Special 510(k)
Page 8-2
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K250824
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Confidential & Proprietary Information of Boston Scientific
maintain the stent position after placement in the ureter. Ureteral Stents are constructed with a radiopaque material to improve visualization during placement.
The Urinary Diversion Stent measures approximately 80 cm from the kidney coil to the distal end. The stent body is straight except at the kidney end, which is shaped into a pigtail type design to allow for better stent positioning within the kidney. The pigtail design is intended to help maintain stent position after placement in the kidney and prevent migration. Both the stent shaft and pigtail contain side ports to facilitate drainage to an external collection system following urinary diversion procedures. Stents are designed with the ability to be placed over a guidewire.
## H. Comparison of Key Technological/Performance Characteristics
The proposed Ureteral Stents and Urinary Diversion Stent Sets have the same (or similar) technological characteristics and fundamental design as the predicate device.
The principles of operation are the same between the predicate and proposed devices. The Ureteral Stents provide a lumen that allows fluids to move from the kidney to the bladder. The Urinary Diversion Stent Sets provide a lumen that allows internal drainage from the kidney to an external collection system.
The technological characteristics of the proposed devices remain equivalent to the predicate device because the modifications that are the subject of this Special 510(k) submission are limited to the labeling for the proposed devices and do not include changes to the overall design, performance, operating principle or fundamental technology.
## I. Substantial Equivalence
A direct comparison of key characteristics demonstrates that the proposed Ureteral Stents and Urinary Diversion Stent Sets are substantially equivalent to the predicate device with respect to intended use, operating principle, and technological characteristics. The differences between the proposed and predicate devices do not alter the suitability of the proposed devices for their intended use.
## J. Performance Testing
The changes proposed within this bundled Special 510(k) are to the labeling for the proposed devices. There are no changes in design, performance, operating principle, or fundamental technology being proposed within this premarket notification. Therefore, existing test information/data remains valid for the proposed devices. No additional Verification or Validation testing was required for the changes to the labeling.
There are no differences between the proposed devices and the predicate device that could affect the shelf-life, sterility or biocompatibility; therefore, shelf-life, sterilization and biocompatibility evaluations were not required.
## K. Conclusion
Based on the intended use/indications for use, operating principle and comparison of key technological characteristics presented in this premarket notification, it is concluded that the
Ureteral Stents Bundled Special 510(k)
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Confidential & Proprietary Information of Boston Scientific
proposed Ureteral Stents and Urinary Diversion Stent Set are substantially equivalent to the predicate device (cleared under K190603).
Ureteral Stents Bundled Special 510(k)
Page 8-4
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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.