Signia Circular Adapters (for use with Signia Staplers), Tri-Staple 2.0 Circular Reloads (for use with Signia Circular Adapters)
K182475 · Covidien · GDW · Mar 14, 2019 · General, Plastic Surgery
Device Facts
Record ID
K182475
Device Name
Signia Circular Adapters (for use with Signia Staplers), Tri-Staple 2.0 Circular Reloads (for use with Signia Circular Adapters)
Applicant
Covidien
Product Code
GDW · General, Plastic Surgery
Decision Date
Mar 14, 2019
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 878.4750
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The Signia™ stapler, when used with the Signia™ circular adapters and Tri-Staple™ 2.0 circular single use reloads, has applications throughout the alimentary tract for the creation of end-to-side, and side-to-side anastomoses in both open and laparoscopic surgeries.
Device Story
Signia Stapler is a battery-powered, microprocessor-controlled surgical stapler; used in sterile operating rooms by qualified medical professionals. System comprises Signia Power Handle, Power Shell, reusable Circular Adapter, and single-use Tri-Staple 2.0 circular reload. Device inputs include user-initiated push-button commands; system uses ID-chips in reloads/adapters for intelligent interface. Operation involves Controlled Tissue Compression (CTC) algorithm to manage clamp, staple, and cut strokes; provides electronic audible feedback. Output is a circular triple-staggered row of titanium staples with simultaneous tissue resection. Powered operation replaces manual force, aiming for consistent staple lines. Safety features include error handling, recovery modes, and manual retraction tool. Benefits include powered maneuverability and controlled compression, potentially improving consistency of anastomoses compared to manual staplers.
Clinical Evidence
No clinical study performed. Substantial equivalence demonstrated via non-clinical testing: shelf-life, EO sterilization validation, reprocessing validation, biocompatibility (ISO 10993), software V&V (IEC 62304), electrical safety (ANSI/AAMI ES 60601-1), EMC (IEC 60601-1-2), and usability (IEC 60601-1-6/62366-1). Performance testing included chip communication, interlock, tissue abrasion, hemostasis, staple formation, and burst tests. Chronic animal study showed no differences in healing metrics or anastomotic index compared to predicate.
Technological Characteristics
Battery-powered, microprocessor-controlled stapler. Modular design: Power Handle, Power Shell, reusable Circular Adapter (standard/XL), and single-use Tri-Staple 2.0 reload. Titanium staples (3.0/3.5/4.0mm heights). Intelligent interface via ID-chips. Biocompatibility per ISO 10993. Sterilization via Ethylene Oxide (EO). Software-controlled firing and compression. Connectivity: internal device communications interface.
Indications for Use
Indicated for patients requiring creation of end-to-side or side-to-side anastomoses throughout the alimentary tract during open or laparoscopic surgery.
Regulatory Classification
Identification
An implantable staple is a staple-like device intended to connect internal tissues to aid healing. It is not absorbable.
Predicate Devices
EEA™ circular stapler with Tri-Staple™ technology (K172361)
Submission Summary (Full Text)
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March 14, 2019
Covidien Ms. Katherine Choi Principal Regulatory Affairs Specialist 60 Middletown Avenue North Haven, Connecticut 06473
## Re: K182475
Trade/Device Name: Signia Circular Adapters (for use with Signia Staplers), Tri-Staple 2.0 Circular Reloads (for use with Signia Circular Adapters)
Regulation Number: 21 CFR 878.4750 Regulation Name: Implantable Staple Regulatory Class: Class II Product Code: GDW, GAG Dated: September 7, 2018 Received: September 10, 2018
## Dear Ms. Choi:
We have reviewed your Section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database located at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
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
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801); medical device reporting of medical device-related adverse events) (21 CFR 803) for devices or postmarketing safety reporting (21 CFR 4, Subpart B) for combination products (see https://www.fda.gov/CombinationProducts/GuidanceRegulatoryInformation/ucm597488.htm); good manufacturing practice requirements as set forth in the quality systems (OS) regulation (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR Part 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm.
For comprehensive regulatory information about mediation-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,
Digitally signed by David David Krause -S Krause -S Date: 2019.03.14 08:09:44 -04'00 for Binita S. Ashar, M.D., M.B.A., F.A.C.S. Director
Division of Surgical Devices Office of Device Evaluation
Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known) K182475
Device Name
Signia™ circular adapters and Tri-Staple™ 2.0 circular single use reloads (For use with Signia™ Stapler)
Indications for Use (Describe)
The Signia™ stapler, when used with the Signia™ circular adapters and Tri-Staple™ 2.0 circular single use reloads, has applications throughout the alimentary tract for the creation of end-to-side, and side-to-side anastomoses in both open and laparoscopic surgeries.
| Type of Use (Select one or both, as applicable) | |
|-----------------------------------------------------------------------------------|----------------------------------------------------------------------------------|
| <div> <span> ☑ Prescription Use (Part 21 CFR 801 Subpart D) </span> </div> | <div> <span> ☐ Over-The-Counter Use (21 CFR 801 Subpart C) </span> </div> |
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# 510(k) Summary
#### DATE PREPARED:
March 13, 2019
#### SUBMITTER:
Covidien 60 Middletown Avenue North Haven, CT 06473 USA
#### CONTACT PERSON:
Katherine Y. Choi, RAC Principal Requlatory Affairs Specialist Telephone: (203) 492-8412 Fax: (203) 492-5029
#### IDENTIFICATION OF DEVICE:
Proprietary/Trade Name:
Classification Name: Regulation Number: Product Code: Device Class: Review Panel: Common Name:
Signia™ circular adapters and Tri-Staple™ 2.0 circular single use reloads (For use with Signia™ Stapler) Staples, Implantable 21 CFR 878.4750 GDW Class II General and Plastic Surgery Surgical Stapler
#### PREDICATE DEVICE:
Proprietary/Trade Name: 510(k) Number: Classification Name: Requlation Number: Product Code: Device Class: Review Panel: Common Name:
EEA™ circular stapler with Tri-Staple™ technology K172361 (Feb 16, 2018) Staples, Implantable 21 CFR 878.4750 GDW, GAG Class II General and Plastic Surgery Surgical Stapler
#### DEVICE DESCRIPTION:
The Signia™ stapler, when used with the Signia™ circular adapters and Tri-Staple™ 2.0 circular single use reloads, is a battery powered microprocessor controlled stapler that provides push-button powered maneuverability and firing of compatible reloads. The Signia™ Stapler is intended to be used by medical professionals qualified in the transportation, cleaning, sterilization, and use of surgical devices. The Signia™ stapler is intended for use in a sterile operating room environment in surgical procedures where surgical stapling is indicated.
The Signia™ Stapler has been previously cleared through K160176 for use with various Covidien reloads. By introducing new devices such as Signia™ circular adapters and Tri-Staple™ 2.0 circular single use reloads, the Signia™ Stapler can be used for the new indication of creating circular anastomoses throughout the alimentary tract in both open and laparoscopic surgeries.
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The Signia™ circular adapters are reusable instruments that connect with the assembled Signia™ Power Handle and the Signia™ Power Shell to make up the Signia™ stapler. The circular adapters are composed of motor-mating connectors, sensor qauge, and device communications interfaces to provide functionality and communications between compatible reloads and the Signia™ Power Handle. The user can manually rotate the handle in 0, 90, 180 degrees to position the device if required, and the user can fire within these locked and rotated positions. The circular adapters are available in two shaft lengths, standard and extra-long, and both sizes are compatible with the new Tri-Staple™ 2.0 circular reloads.
The Tri-Staple™ 2.0 circular reloads place a circular triple staggered row of titanium staples. After staple formation, the knife blade resects the excess tissue, creating a circular anastomosis such as end-to-end, end-to-side, or side-to-side anastomosis as the user sees fit. The new circular reloads will be offered for a medium/thick tissue thickness range, which is identified by the purple staple quide. The circular reloads deploy three height-progressive rows of 3.0 mm. 3.5 mm and 4.0 mm titanium staples. The Tri-Stable™ 2.0 technology incorporated in the reloads is essentially the same as the legally-marketed bredicate K172361 in terms of reload design. The circular reloads are provided sterile for single use, and available in five lumen sizes: 21, 25, 28, 31, and 33 mm. The Tit-Top™ anvil is available with all circular reloads.
To create a circular anastomosis, the Signia™ Stapler consists of the Signia™ Power Handle, Signia™ Power Shell, Signia™ Circular Adapter, and Tri-Staple™ 2.0 circular reload. The existing system accessories such as Signia™ Reusable Insertion Guide, Signia™ Manual Retraction Tool, Signia™ Single Bay Charger, Signia™ Sterilization Tray (optional), and Signia™ Four-Bay Smart Charger (optional) can be also used.
#### INTENDED USE/INDICATIONS FOR USE:
The Signia™ stapler, when used with the Signia™ circular adapters and Tri-Staple™ 2.0 circular single use reloads, has applications throughout the alimentary tract for the creation of end-to-side. and side-to-side anastomoses in both open and laparoscopic surgeries.
#### SUMMARY OF TECHNOLOGICAL CHARACTERISTICS:
The Tri-Staple™ technology used in the subject devices are fundamentally the same as the predicate device K172361 with an exception that the subject devices employ the powered stapling technology. Covidien is extending the powered feature to the circular stapling application as an evolution of stapling technology to utilize the advantages of powered stapling, such as push-button operations, and controlled compression, stapling, and cutting, which resulted in consistent staple lines when compared to the manual instrument where the same actions are achieved through the user's manual force. This is accomplished by introducing the new devices for the currently-marketed Signia™ Stapler (K160176).
#### SUBSTANTIAL EQUIVALENCE:
The Signia™ stapler, when used with the Signia™ circular adapters and Tri-Staple™ 2.0 circular single use reloads, is the same as the legally-marketed EEA™ Circular Stapler with Tri-Staple™ Technology in K172361 in terms of the intended use and indications for use. Covidien's proprietary Tri-Staple™ technology is fundamentally the same between the subject and predicate devices. The notable difference is the operating principle of powered versus manual. For example, the clamp, staple, and cut strokes are controlled separately in the Signia™ stapler whereas the predicate device performs the staple and cut functions almost simultaneously. Also, the subject devices are equipped with an advanced software algorithm called Controlled Tissue Compression (CTC). The subject devices offer several safety features controlled by software as well as a manual recovery process using the retraction tool. The below table further summarizes the similarities and differences between the subject and predicate devices.
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| Feature | New/Subject Devices | Predicate Device K172361 |
|-----------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Indications for<br>Use | The Signia™ stapler, when used with the<br>Signia™ circular adapters and Tri Staple™<br>2.0 circular single use reloads, has<br>applications throughout the alimentary tract<br>for the creation of end-to-end, end-to-side,<br>and side-to-side anastomoses in both open<br>and laparoscopic surgeries. | The EEA™ Circular Stapler with Tri-Staple™<br>Technology has application throughout the<br>alimentary tract for the creation of end-to-end,<br>end-to-side and side-to-side anastomoses in<br>both open and laparoscopic surgeries. |
| Operating<br>Principle | Software-controlled and powered by a built-in<br>battery with push button controls, and<br>Controlled Tissue Compression (CTC) feature | Manual - activated by squeezing the handle<br>firmly as far as it will go. |
| Construction | Signia™ Stapler consists of the Signia™<br>Power Handle, Signia™ Power Shell,<br>Signia™ Circular Adapter (Standard and XL),<br>and Tri-Staple™ 2.0 circular single-use<br>reload | One integrated piece with handle and reload,<br>unable to detach |
| Stapler Shaft | Circular Adapter Standard: 25cm | Standard length: 22cm |
| Length | Circular Adapter XL: 30cm | Extra length XL: 35cm |
| Audible<br>Feedback | Electronic beeps | Manual clicks |
| Firing Force | Pushing the toggle key to fire | Manual squeezing to fire (staple and cut) |
| Safety Features | Various error handlings and recovery modes | Manual Safety Lever |
| Intelligent<br>Interface | Yes - Provided intelligent interface of reloads<br>and adapters with ID-chips | No electronic parts |
| Reusable<br>Device | Signia™ Circular Adapters (including trocar)<br>and Trocar Tip protector are reusable | The entire device is for single use |
| Biocompatibility | Evaluated per ISO 10993 series and FDA<br>2016 biocompatibility guidance | Evaluated per ISO 10993 series and FDA 2016<br>biocompatibility guidance |
| Tri-Staple™ 2.0 Circular Reloads | | |
| Staple Design | Same as the predicate | Tri-Staple™ Technology: 3 staggered rows of<br>staples with different staple height in each<br>staple row |
| Staple Height | Same as the predicate | 3.0mm, 3.5mm, 4.0mm |
| Anvil Design | Same as the predicate | 3 staggered rows of anvil bucket,<br>Lipless design. |
| Anvil Center<br>Rod | Same as the predicate | Over mold center rod design |
| Indicated Tissue<br>Thickness<br>Range | Same as the predicate | Medium/Thick (purple) reloads:<br>1.5 - 2.25 mm (0.060" - 0.090") |
| Lumen Sizes | 21mm/25mm/28mm/31mm/33mm | 28mm/31mm/33mm |
| Sterilization<br>Method | Same as the predicate | Ethylene oxide (EO) |
| Other Devices<br>Packaged with<br>the Reloads | Tilt-Top™ anvil Anvil tips (blunt or sharp) Tri-Staple™ 2.0 introducer device (also<br>known as TAIDs) for 21 and 25 mm Irrigation channel (optional accessory) | Tilt-Top™ anvil Anvil tips (blunt or sharp) |
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#### SUMMARY OF STUDIES:
Non-clinical performance data - The following testing has been performed to demonstrate substantial equivalence to the predicate device. When possible FDA-recognized standards were considered:
- . Stability/Shelf Life study results support a 5-year shelf life of the single use devices.
- Ethylene oxide (EO) sterilization validation demonstrates the sterilization cycle used for the ● single use devices can effectively achieve a minimum Sterility Assurance Level (SAL) of 10°.
- . Reprocessing validation performed per the FDA 2015 reprocessing quidance demonstrates that. when the reprocessing instructions are followed, the new reusable devices can be properly cleaned and sterilized prior to each use.
- . Reliability data supports the end of life of the reusable adapters.
- . Biocompatibility evaluation conducted in accordance with the FDA's 2016 quidance and ISO 10993-1 supports that the subject devices are biocompatible.
- . Software verification & validation activities completed in accordance with the FDA's 2015 guidance and IEC 62304 demonstrates that, when the subject devices are used with the Signia™ Stapler, they successfully meet the software specifications.
- Electrical safety testing per ANSI/AAMI ES 60601-1 and electromagnetic compatibility (EMC) testing per IEC 60601-1-2 confirms that the new devices meet safety requirements.
- Performance testing such as bench top, in-vivo and ex-vivo animal testing demonstrates the . substantial equivalence of the subject devices as compared to the predicate device and/or meeting the product specifications. Such testing includes, for example, chip communication test, interlock test, linear to EEA back to linear firings, tissue abrasion, hemostasis, staple formation in media and animal tissue, burst test, and across staple line firing.
- . Usability evaluation performed following IEC 60601-1-6 and IEC 62366-1 demonstrates that the subject devices meet product design specifications by validating various use cases as well as Instructions for Use (IFU) and training.
- . Chronic animal study performed to evaluate the performance of the subject device and predicate device shows no differences in healing metrics or anastomotic index, and the results demonstrate that the acceptance criteria were met.
Clinical performance data - No clinical study is deemed necessary since the substantial equivalence has been sufficiently demonstrated by non-clinical studies.
#### CONCLUSION:
Based upon the supporting data summarized above, we concluded that the new devices SigniaTM circular adapters and Tri-Staple™ 2.0 circular single use reloads are, when used with the already-marketed Signia™ stapler, as safe and effective as the legally-marketed predicate device K172361, and does not raise different questions of safety and effectiveness than the predicate device.
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.