K051023 · Topez Orthopedics, Inc. · HSN · Nov 15, 2005 · Orthopedic
Device Facts
Record ID
K051023
Device Name
TOPEZ TOTAL ANKLE REPLACEMENT
Applicant
Topez Orthopedics, Inc.
Product Code
HSN · Orthopedic
Decision Date
Nov 15, 2005
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 888.3110
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
Total ankle arthroplasty is intended to give a patient limited mobility by reducing pain, restoring alignment and replacing the flexion and extension movement in the ankle joint. Total ankle arthroplasty is indicated for patients with ankle joints damaged by severe rheumatoid, post-traumatic or degenerative arthritis. The ankle prosthesis is additionally indicated for patients with a failed previous ankle surgery. CAUTION: The ankle prosthesis is intended for cemented use only.
Device Story
Topez Total Ankle Replacement is a semi-constrained, cemented prosthesis designed to replace the ankle joint. It consists of a titanium tibial platform, a UHMWPE bearing insert, a multi-component titanium tibial stem assembly, a cobalt-chrome talar platform, and a titanium talar stem. The device is implanted by a surgeon in an OR setting using an accessory tool kit and cutting jigs to assist with installation. The prosthesis mimics natural ankle movement, providing flexion and extension. By replacing damaged joint surfaces, it aims to reduce pain and restore alignment for patients with severe arthritis or failed prior surgeries. The device relies on physiological constraint provided by the patient's anatomy rather than integral sidewalls. Clinical benefit is derived from improved mobility and pain reduction.
Clinical Evidence
Bench testing only. Testing included: 1) Contact surface area and stress analysis; 2) Constraint characteristics; 3) Disassembly strength of tibial tray/UHMWPE insert; 4) Fatigue strength of tibial stems; 5) Disassembly strength of calcaneal stem; 6) Assembly/disassembly strength of tibial stem. Risk management followed ISO 14971, supported by Finite Element Analysis and Failure Modes Effects and Analysis (FMEA).
Technological Characteristics
Materials: Ti-6Al-4V ELI (ASTM F136) for tibial/talar stems and platforms; Co-Cr-Mo (ASTM F1537) for talar bearing surface; UHMWPE GUR 1020 (ASTM F648) for tibial insert. Semi-constrained, cemented design. Modular assembly with Morse taper locks. Plasma spray coating on distal talar surface, proximal tibial surface, and stems. Gamma sterilization. Six sizes available.
Indications for Use
Indicated for patients with ankle joints damaged by severe rheumatoid, post-traumatic, or degenerative arthritis, or those with failed previous ankle surgery, requiring total ankle arthroplasty to reduce pain, restore alignment, and replace flexion/extension movement.
Regulatory Classification
Identification
An ankle joint metal/polymer semi-constrained cemented prosthesis is a device intended to be implanted to replace an ankle joint. The device limits translation and rotation in one or more planes via the geometry of its articulating surfaces and has no linkage across-the-joint. This generic type of device includes prostheses that have a talar resurfacing component made of alloys, such as cobalt-chromium-molybdenum, and a tibial resurfacing component made of ultra-high molecular weight polyethylene and is limited to those prostheses intended for use with bone cement (§ 888.3027).
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K051023
NOV 1 5 2005
Summary Page 1 of 8
## 510(k) Summary
Topez Orthopedics, Inc. 4701 Quail Creek Lane Boulder, CO 80301 303-530-0637
Lewis Ward Consultant
Prepared 10-20-05 L.W. Ward and Associates, Inc. 4655 Kirkwood Court Boulder, CO 80301 303-530-3279 303-530-4774 Fax
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### INDICATIONS FOR USE
510(k) Number (if known):
Device Name: Topez Total Ankle Replacement
Indications for Use:
Total ankle arthroplasty is intended to give a patient limited mobility by reducing pain, restoring alignment and replacing the flexion and extension movement in the ankle joint. Total ankle arthroplasty is indicated for patients with ankle joints damaged by severe rheumatoid, post-traumatic or degenerative arthritis.
The ankle prosthesis is additionally indicated for patients with a failed previous ankle surgery.
CAUTION: The ankle prosthesis is intended for cemented use only.
Prescription Use ___X_________________________________________________________________________________________________________________________________________________________ AND/OR (Part 21 CFR 801 Subpart D)
Over-the-Counter Use (21 CFR 807 Subpart C)
(PLEASE DO NOT WRITE BELOW THIS LINE - CONTINUE ON ANOTHER PAGE IF NEEDED)
Concurrence of CDRH. Office of Device Evaluation (ODE)
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405 1027
Summary Page 3 of 8
Device: Ankle Prosthesis
Common Name: Ankle prothesis
SE Predicate: DePuy Inc. Agility Ankle K020541 888.3110
Device Description:
Summary: The Topez prosthesis is a total ankle joint replacement medical device. It is a semiconstrained, cemented prosthesis. It is intended to be an equivalent product to the DePuy's FDA-cleared "Agility" model, with the same indications for use.
Components: Listed below are the components comprising the Topez ankle prosthesis assembly.
- 1. Tibial-side replacement (tibial platform): This is a titanium (Ti-6A1-4V, ELI) structural component that holds and secures the Ultra High Molecular Weight Polyethylene (UHMWPE: GUR 1020, ASTM F648) component and interfaces with the Tibial Stem Assembly (both described below)
- 2. UHMWPE: This is a concave component that replaces the physiological distal end of the tibia. It is one of the two major bearing surfaces in the ankle joint replacement system. The UHMWPE snap-locks within a tibial platform using a design similar to knee replacement systems.
- 3. Tibial Stem Assembly: This is a titanium (Ti-6Al-4V, ELI) anchor-interface by which the tibial platform component is secured to the tibia. It consists of 4 titanium cylinders that are screwed together to form a long stem up within the center of the tibia. There are four components to be inserted through a small anterior incision in the ankle, screwed together and then pushed up into the center of the drilled tibia. The 4-stem assembly is finally secured to the tibial platform with a Morse taper lock system that is common with joint implants.
- 4. Talar-side replacement (talar platform): This is a convex Cobalt-Chrome (Co-Cr-Mo, ASTM F1537) bearing surface on the talar side of the ankle joint. In concert with the UHMWPE, it forms the sliding-rotating joint interface of the ankle joint. It serves the second function of providing the interface-anchor to the talus.
- 5. Talar Stem: This is a titanium (Ti-6Al-4V, ELI) anchor-interface by which the talar platform component is secured to the talus. The Talar Stem is attached to the Talar platform with a Morse taper lock system that is common with joint implants.
The Topez prosthesis is comprised entirely of materials now used for other implant products. The Topez ankle is intended to be used with a tibial anchor that is larger than those that are typically seen with ankle prostheses. The Topez ankle utilizes a Foot-Leg holder assembly with jigs and fixtures intended to assist the surgeon with an accurate and simple prosthesis installation tool-kit.
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K051023
# Comparative Information
| | | | | Controller Comments of Children Comments of Children Comments of Children Comments of Children Comments of Children Comments of Children Comments of Children Comments of Chil | |
|---------|--|--|--|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--|
| Summary | | | | | |
| | | | | Page 4 of 8 | |
| Feature | DePuy, Inc. - Agility | Topez Orthopedics, Inc. |
|---------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Indications for Use | Total ankle arthroplasty is<br>intended to give a patient<br>limited mobility to reducing<br>pain, restoring alignment and<br>replacing the flexion and<br>extension movement in the<br>ankle joint. Total ankle<br>arthroplasty is indicated for<br>patients with ankle joints<br>damaged by severe<br>rheumatoid, post-traumatic or<br>degenerative arthritis. The<br>ankle prosthesis is additionally<br>indicated for patients with a<br>failed previous ankle surgery.<br>Caution: The ankle prosthesis<br>is intended for cemented use<br>only. | Total ankle arthroplasty is<br>intended to give a patient<br>limited mobility to reducing<br>pain, restoring alignment and<br>replacing the flexion and<br>extension movement in the<br>ankle joint. Total ankle<br>arthroplasty is indicated for<br>patients with ankle joints<br>damaged by severe<br>rheumatoid, post-traumatic or<br>degenerative arthritis. The<br>ankle prosthesis is additionally<br>indicated for patients with a<br>failed previous ankle surgery.<br>Caution: The ankle prosthesis<br>is intended for cemented use<br>only. |
| Classification | 888.3110, Class II, Orthopedic<br>87 HSN | 888.3110, Class II, Orthopedic<br>87 HSN |
| 510(k) Number | K020541 | K051023 |
| Description | Modular<br>Semi-Constrained<br>Total Ankle Replacement<br>- limited patient<br>mobility<br>- replaces flexion and<br>extension of ankle<br>joint<br>Alternative to ankle fusion<br>Imitates structure and<br>movement of the natural ankle<br>joint<br>Normal alignment during<br>stance phase | Modular<br>Semi-Constrained<br>Total Ankle Replacement<br>- limited patient<br>mobility<br>- replaces flexion and<br>extension of ankle<br>joint<br>Alternative to ankle fusion<br>Imitates structure and<br>movement of the natural ankle<br>joint.<br>Normal alignment during<br>stance phase |
| | DePuy, Inc. - Agility | Topez Orthopedics, Inc. |
| | Comfortable movement during<br>walking cycle - 60 degrees of<br>rotation | Comfortable movement during<br>walking cycle - 50 degrees of<br>rotation |
| | Broad base tibial component | Broad base tibial component |
| | Proper sizing:<br>Multiple sizes - 6 sizes | Proper sizing:<br>Multiple sizes - 6 sizes |
| | Materials:<br>Tibia – Ultra High Molecular<br>Weight Polyethylene<br>Base Plate Tray - titanium<br>Talar – cobalt chromium alloy | Materials:<br>Tibia – Ultra High Molecular<br>Weight Polyethylene<br>Base Plate Tray - titanium<br>Talar - cobalt chromium alloy |
| | Broad base tibial components | Broad base tibial components |
| | Tapered talar component | Tapered talar component |
| | Accessory:<br>Cutting jig<br>Class I | Accessory:<br>Cutting jig<br>Class I |
| | Tool Kit<br>Class I | Tool Kit<br>Class I |
| | Gas Plasma Sterilization | Gamma Sterilization |
| | DePuy Training Prerequisite | Topez Training Prerequisite |
| Coated | Porous coated distal surface<br>and fin talar components | Plasma spray coated distal<br>talar surface, proximal tibial<br>surface, tibial stem & talar<br>stem |
| Contact Area | | |
| Talus & UHMWPE Size 1 | 0.209 sq. in. | 0.569 sq. in. |
| Size 2 | 0.271 | 0.718 |
| Size 3 | 0.296 | 0.884 |
| Size 4 | 0.41 | 1.068 |
| Size 5 | 0.558 | 1.268 |
| Size 6 | 0.767 | 1.486 |
| | DePuy, Inc. - Agility | Topez Orthopedics, Inc. |
| Contact Stresses at 5 BW<br>Talus & UHMWPE<br>(Calculated by F/A or | | |
| 5BW/Contact Area) | | |
| Size 1 | 3899 psi | 1432 psi |
| Size 2 | 3007 psi | 1135 psi |
| Size 3 | 2753 psi | 922 psi |
| Size 4 | 1988 psi | 763 psi |
| Size 5 | 1461 psi | 643 psi |
| Size 6 | 1063 psi | 548 psi |
.
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## Similarities and Differences
Indications for Use are the same for total ankle replacement.
Both are intended for cemented use only.
Six sizes are available for both devices.
The design concepts are equivalent.
The DePuy Tibial Tray uses a "keel" design approximately 10 mm in height. The Topez design is 10 mm.
The Talar Stem on the DePuy is also a "keel" design approximately 10 mm. Topez's design is 10 mm.
The DePuy tibial tray has integral sidewalls for Medial-Lateral constraint of the talus. Topez's design relies on the natural physiological constraint provided by the fibula, medial malleolus and concavity of the talar dome/UHMWPE interface. ( See: "Test 2: Determining the Constraint Characteristics of a Total Ankle Replacement"
Both devices have Accessory Cutting Jigs and Tool Kits used in the surgical process.
The DePuy prosthesis is designed to ±30 degrees rotation. Topez's rotation is +25 degrees, equal to the human anatomical range of motion for a walking gait.
Sterilization is accomplished by Gamma Radiation, different from DePuy but comparable.
Surgical training is required by both manufacturers as a prerequisite to implant the individual devices.
Porous coatings are used with both manufacturers' products. The plasma spray used by Topez accomplishes the same intended use as the porous coat used in the DePuy device. Use of the plasma spray by Topez does not bring up new issues of safety.
Contact area of the talus and UHMWPE is increased in the Topez prosthesis for reduced material stresses.
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#### Summary Page 8 of 8
# NON-CLINICAL DATA
1. Risk Management following ISO 14971 demonstrates acceptable and mitigated potential hazards. Hazard Analysis is supported with Finite Element Analysis and Failure Modes Effects and Analysis.
- 2. Structural materials used meet ASTM standards:
- a. Cobalt-Chromium-Molybdenum, ASTM F1537
- b. Titanium, Ti-6A1-4V ELI, ASTM F136
- c. UHMWPE, GUR1020, ASTM F648
- 3. Performance Testing
- a. Test 1, Determining the Contact Surface Area and Stresses of a Total Ankle Replacement Articulating Surfaces - PASSES
- b. Test 2, Determining the Constraint Characteristics of a Total Ankle Replacement -PASSES
- c. Test 3, Determining the Disassembly Strength of the Tibial Tray and UHMPWE Insert of a Total Ankle Replacement With and Without Joint Reaction Force - PASSES
- d. Test 4, Test Protocol for Determining the Fatigue Strength of Tibial Stems of a Total Ankle Replacement - PASSES
- e. Test 5. Test Protocol for Disassembly Strength of a Calcaneal Stem PASSES
- f. Test 6. Determining the Assembly/Disassembly Strength of the Tibial Stem of a Total Ankle Replacement - PASSES
- 4. There are no new questions concerning safety and effectiveness.
Conclusion: The ankle prosthesis is designed, labeled, and verified for performance and safety. The device is substantially equivalent to legally marketed predicates.
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Image /page/8/Picture/1 description: The image shows the logo for the Department of Health and Human Services (HHS) in the United States. The logo features a stylized depiction of an eagle or bird-like figure with three curved lines forming its body and wings. The text "DEPARTMENT OF HEALTH AND HUMAN SERVICES, USA" is arranged in a circular fashion around the bird symbol.
Public Health Service
Food and Drug Administration 9200 Corporate Boulevard Rockville MD 20850
NOV 1 5 2005
Topez Orthopedics, Inc. c/o Lewis Ward, Consultant L.W. Ward and Associates, Inc. 4655 Kirkwood Court Boulder, Colorado 80301
Re: K051023
Trade/Device Name: Topez Total Ankle Replacement Regulation Number: 21 CFR 888.3110 Regulation Name: Ankle joint metal/polymer semi-constrained cemented prosthesis Regulatory Class: II Product Code: HSN Dated: October 20, 2005 Received: October 24, 2005
Dear Mr. Ward:
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.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to such 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); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820); and if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
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Page 2- Lewis Ward, Consultant
This letter will allow you to begin marketing your device as described in your Section 510(k) premarket notification. The FDA finding of substantial equivalence of your device to a legally marketed predicate device results in a classification for your device and thus, permits your device to proceed to the market.
If you desire specific advice for your device on our labeling regulation (21 CFR Part 801), please contact the Office of Compliance at (240) 276-0120. Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21CFR Part 807.97). You may obtain other general information on your responsibilities under the Act from the Division of Small Manufacturers, International and Consumer Assistance at its toll-free number (800) 638-2041 or (301) 443-6597 or at its Internet address http://www.fda.gov/cdrh/industry/support/index.html.
Sincerely yours,
Mark N. Melkerson
Acting Director Division of General, Restorative and Neurological Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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#### INDICATIONS FOR USE
K05 1023 510(k) Number (if known):
Device Name: Topez Total Ankle Replacement
Indications for Use:
Total ankle arthroplasty is intended to give a patient limited mobility by reducing pain, restoring alignment and replacing the flexion and extension movement in the ankle joint. Total ankle arthroplasty is indicated for patients with ankle joints damaged by severe rheumatoid, post-traumatic or degenerative arthritis.
The ankle prosthesis is additionally indicated for patients with a failed previous ankle surgery.
CAUTION: The ankle prosthesis is intended for cemented use only.
Prescription Use X (Part 21 CFR 801 Subpart D)
AND/OR
Over-the-Counter Use (21 CFR 807 Subpart C)
(PLEASE DO NOT WRITE BELOW THIS LINE - CONTINUE ON ANOTHER PAGE IF NEEDED)
Concurrence of CDRH. Office of Device Evaluation (ODE)
2
(Division Sign-Off) Division of Genera', Restorative, and Neurological Devices
**510(k) Number** K051023
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.