MYOtherm XP Cardioplegia Delivery System with Cortiva BioActive Surface, MYOtherm XP Cardioplegia Delivery System Uncoated
Applicant
Medtronic
Product Code
DTR · Cardiovascular
Decision Date
Feb 23, 2024
Decision
SESE
Submission Type
Special
Regulation
21 CFR 870.4240
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
MYOtherm XP™ Cardioplegia Delivery System with Cortiva™ BioActive Surface Models CBXP41, CBXP41B, A10378001 The MYOtherm XP with Cortiva bioactive surface is a device intended for the mixing, warming/cooling and delivery of oxygenated blood/cardioplegia solution in a predetermined ratiopulmonary bypass (CPB) procedures up to 6 hours in duration. Blood/cardion is delivered to the patient through the cardioplegia delivery system and appropriate cannula by the operation of a single occlusive roller pump. MYOtherm XP™ Cardioplegia Delivery System Uncoated Models XP41, XP41B, 61399405409 The MYOtherm XP cardioplegia delivery system is a device intended for the mixing, warming/cooling, and delivery of bxvgenated blood/cardioplegia solution in a predetermined rationulmonary bypass (CPB) procedures up to 6 hours in duration. Blood/cardioplegia solution is delivered to the cardioplegia delivery system and appropriate cannula by the operation of a single occlusive roller pump.
Device Story
Cardioplegia delivery system used during cardiopulmonary bypass (CPB) procedures; mixes arterial blood with cardioplegia solution in predetermined ratios; warms/cools solution via integrated heat exchanger. System components include delivery lines, pressure monitoring, and male-to-male Luer connectors. Operated by perfusionists in clinical/surgical settings; driven by single occlusive roller pump. Cortiva BioActive Surface provides thromboresistant blood contact. Output is temperature-controlled, oxygenated cardioplegia solution delivered to patient cannula. Benefits include precise myocardial protection during cardiac surgery. Subject of 510(k) is a material change (polycarbonate resin formulation) in the Luer connector component.
Clinical Evidence
Bench testing only. Biocompatibility testing performed on the modified connector component, including ISO MEM Elution Cytotoxicity, Guinea Pig Maximization Sensitization, Intracutaneous Reactivity, In Vitro Skin Irritation, Acute Systemic Toxicity, Material-mediated Pyrogenicity, Hemolysis, Complement Activation, and ASTM Partial Thromboplastin Time. All tests met acceptance criteria.
Technological Characteristics
Cardiopulmonary bypass heat exchanger; polycarbonate resin construction; thromboresistant Cortiva BioActive Surface (non-leaching). Energy source: external heater-cooler unit. Connectivity: barbed/luer ports for CPB circuit integration. Sterilization: identical to predicate processes.
Indications for Use
Indicated for patients undergoing cardiopulmonary bypass (CPB) procedures requiring mixing, warming/cooling, and delivery of oxygenated blood/cardioplegia solution for up to 6 hours. No specific age or gender contraindications stated.
Regulatory Classification
Identification
A cardiopulmonary bypass heat exchanger is a device, consisting of a heat exchange system used in extracorporeal circulation to warm or cool the blood or perfusion fluid flowing through the device.
Predicate Devices
MYOtherm XP Cardioplegia Delivery System with Cortiva BioActive Surface (K162774)
MYOtherm XP Cardioplegia Delivery System Uncoated (K162958)
Non-Sterile MYOtherm XP with Cortiva BioActive Surface (K171979)
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February 23, 2024
Medtronic Kaitlin Cady Senior Regulatory Affairs Specialist 8200 Coral Sea Street NE Mounds View, Minnesota 55040
Re: K240190
Trade/Device Name: MYOtherm XP™ Cardioplegia Delivery System with Cortiva™ BioActive Surface, MYOtherm XP™ Cardioplegia Delivery System Uncoated Regulation Number: 21 CFR 870.4240 Regulation Name: Cardiopulmonary Bypass Heat Exchanger Regulatory Class: Class II Product Code: DTR Dated: January 17, 2024 Received: January 24, 2024
Dear Kaitlin Cady:
We have reviewed your section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (the Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database available at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
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).
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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 OS regulation requires device manufacturers to review and approve changes to device design and production (21 CFR 820.30 and 21 CFR 820.70) and document changes and approvals in the device master record (21 CFR 820.181).
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting of medical device-related adverse events) (21 CFR Part 803) for devices or postmarketing safety reporting (21 CFR Part 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-reportingcombination-products); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR Part 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR Parts 1000-1050.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to https://www.fda.gov/medical-device-safety/medical-device-reportingmdr-how-report-medical-device-problems.
For comprehensive regulatory information about medical devices and radiation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/medicaldevices/device-advice-comprehensive-regulatory-assistance) and CDRH Learn (https://www.fda.gov/training-and-continuing-education/cdrh-learn). Additionally, you may contact the Division of Industry and Consumer Education (DICE) to ask a question about a specific regulatory topic. See the DICE website (https://www.fda.gov/medical-device-advice-comprehensive-regulatoryassistance/contact-us-division-industry-and-consumer-education-dice) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
> Sincerely, Nicole M. Gillette -S
Nicole Gillette Assistant Director DHT2B: Division of Circulatory Support, Structural and Vascular Devices OHT2: Office of Cardiovascular Devices Office of Product Evaluation and Quality Center for Devices and Radiological Health
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#### Indications for Use
Form Approved: OMB No. 0910-0120 Expiration Date: 07/31/2026 See PRA Statement below.
Submission Number (if known)
K240190
Device Name
MYOtherm XPTM Cardioplegia Delivery System with Cortiva™ BioActive Surface
MYOtherm XP™ Cardioplegia Delivery System Uncoated
Indications for Use (Describe)
MYOtherm XP™ Cardioplegia Delivery System with CortivaTM BioActive Surface_Models CBXP41, CBXP41B, A10378001
The MYOtherm XP with Cortiva bioactive surface is a device intended for the mixing, warming/cooling and delivery of oxygenated blood/cardioplegia solution in a predetermined ratiopulmonary bypass (CPB) procedures up to 6 hours in duration. Blood/cardion is delivered to the patient through the cardioplegia delivery system and appropriate cannula by the operation of a single occlusive roller pump.
MYOtherm XP™ Cardioplegia Delivery System Uncoated Models XP41, XP41B, 61399405409
The MYOtherm XP cardioplegia delivery system is a device intended for the mixing, warming/cooling, and delivery of bxvgenated blood/cardioplegia solution in a predetermined rationulmonary bypass (CPB) procedures up to 6 hours in duration. Blood/cardioplegia solution is delivered to the cardioplegia delivery system and appropriate cannula by the operation of a single occlusive roller pump.
Type of Use (Select one or both, as applicable)
> Prescription Use (Part 21 CFR 801 Subpart D)
Over-The-Counter Use (21 CFR 801 Subpart C)
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#### 13.0 Attachment 13 - 510(k) Summary
| Date Prepared: | JAN 17, 2024 |
|--------------------|-------------------------------------------------------------------------------------------------------------------------------------------------|
| Submitter: | Medtronic, Inc.<br>Medtronic Perfusion Systems<br>7611 Northland Drive<br>Minneapolis, MN 55428<br>Establishment Registration Number: 2184009 |
| Contact Person: | Kaitlin Cady<br>Sr. Regulatory Affairs Specialist<br>Medtronic Perfusion Systems<br>Phone: +17632918500<br>Email: kaitlin.cady@medtronic.com |
| Alternate Contact: | Megan Schlichting<br>Regulatory Affairs Manager<br>Medtronic Perfusion Systems<br>Phone: +16519554743<br>Email: megan.schlichting@medtronic.com |
#### Device Name
| Trade Names | MYOtherm XPTM Cardioplegia Delivery System with CortivaTM<br>BioActive Surface<br><br>MYOtherm XPTM Cardioplegia Delivery System Uncoated |
|-------------|-------------------------------------------------------------------------------------------------------------------------------------------|
| Common Name | Heat-Exchanger, Cardiopulmonary Bypass.<br>Cardiopulmonary bypass heat exchanger. |
#### Device Class
| Classification | II |
|----------------------|-----------------|
| Regulation Number | 21 CFR 870.4240 |
| Classification Panel | Cardiovascular |
| Product Code | DTR |
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#### Predicate Device Information
| Model | Description | Predicate<br>510(k) |
|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------|---------------------|
| CBXP41 | MYOtherm XP Cardioplegia Delivery System with Cortiva<br>BioActive Surface | K162774 |
| CBXP41B | MYOtherm XP Cardioplegia Delivery System with Cortiva<br>BioActive Surface with Bridge | |
| A10378001 | Non-Sterile MYOtherm XP™ with Cortiva™ BioActive<br>Surface for inclusion in procedure packs (CB MYOTHERM<br>INCONEL) | K171979 |
| XP41 | MYOtherm XP Cardioplegia Delivery System Uncoated | K162958 |
| XP41B | MYOtherm XP Cardioplegia Delivery System with Bridge | |
| 61399405409 | Non-Sterile MYOtherm XP Cardioplegia Delivery System | K171979 |
| NOTE: The component 61399405213 (CONNECTOR - MALE TO MALE LUER), which is the subject of this<br>special 510(k) is a cleared component under Tubing Pack 510(k) - Reference 510(k) K171979. | | |
## Device Description
The Cortiva coated and Uncoated MYOtherm XP™ Cardioplegia Delivery System is designed to mix arterial blood from an oxygenator with sanguineous cardioplegia solution in specific ratios, depending upon the system chosen. The patient delivery line is packaged separately to allow for ease of sterile transfer to the operative field prior to connection to the delivery outlet of the cardioplegia system. A pressure monitoring line, three-way stopcock, and gauge protector, as well as a pressure relief line with pressure relief valve are preconnected.
The Cortiva coating is a BioActive Surface that is non-leaching and provides thromboresistant blood contact surface. The A10378001, CBXP41 and the CBXP41B MYOtherm Cardioplegia Delivery Systems are identical except for the bypass loop. The XP41B and CBXP41B contains a bridge between the blood and crystalloid line allowing the physician to deliver 100% blood, if needed.
The male-to-male Luer connector component 61399405213 that is the 'subject' of this special 510(k) connects with MYOtherm via a pressure relief valve and tubing. 61399405213 gets connected to a pressure relief valve on one end, and a cap on the other end. A perfusionist can remove the cap to connect a PVC tubing of choice, during Cardioplegia intervention.
## Principle of Operation
MYOtherm XP is designed to be an integral part of the cardiopulmonary bypass (CPB) circuit. It is used to mix, warm/cool and deliver oxygenated blood/ cardioplegia solution in a predetermined ratio. MYOtherm XP is connected to a heater-cooler unit, recirculation water circuit, cardio circuit, and the main blood path. These connections are made with tubing connected to barbed or luer ports. There is pressure exerted on the blood-side of the device from the blood pump, and the water-side of the device due to the heater-cooler for water.
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The male-to-male luer connector which is the 'subject' of this special 510(k) is used to deliver cardioplegia solution to an extracorporeal circuit with duration of use up to six hours.
## Description of Change
The purpose of this Special 510(k) submission is to notify FDA of a polycarbonate resin change to the connector component 61399405213 (Connector - Male to Male Luer).
The base material resin used in the subject component constitutes of polycarbonate resin, tint package and lubricant. The tint package and lubricant within the resin are changing. There is no change to the base polycarbonate resin.
## Indications for Use
## MYOtherm XP with Cortiva BioActive Surface (CBXP41, CBXP41B, A10378001):
The MYOtherm XP with Cortiva bioactive surface is a device intended for the mixing, warming/cooling and delivery of oxygenated blood/cardioplegia solution in a predetermined ratio during routine cardiopulmonary bypass (CPB) procedures up to 6 hours in duration. Blood/cardioplegia solution is delivered to the patient through the cardioplegia delivery system and appropriate cannula by the operation of a single occlusive roller pump.
## MYOtherm XP Cardioplegia Delivery Systems (XP41, XP41B, 61399405409);
The MYOtherm XP cardioplegia delivery system is a device intended for the mixing, warming/cooling, and delivery of oxygenated blood/cardioplegia solution in a predetermined ratio during routine cardiopulmonary bypass (CPB) procedures up to 6 hours in duration. Blood/cardioplegia solution is delivered to the patient through the cardioplegia delivery system and appropriate cannula by the operation of a single occlusive roller pump.
# Contraindications
The device used for any other purposes than for the indicated use is the responsibility of the user. Use the device only as indicated.
# Comparison to Predicate Devices
The modified MYOtherm XP Cardioplegia Delivery System (which includes the subject connector component built with new resin formulation) have the following similarities to the predicate devices which previously received FDA clearance per K162958, K162774 and reference Tubing Pack 510(k) - K171979.
- Same intended use/indications for all devices in scope .
- Same finished device operating principles for all devices in scope .
- Same shelf life for all devices in scope .
- Patient-contacting devices are packaged and sterilized using identical materials and . processes
- Did not require clinical data to verify safety and efficacy .
- Did not alter the sterilization process or reduce the sterilization requirements
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When compared to the predicate devices, the modified MYOtherm XP Cardioplegia Delivery System (which includes the subject connector component built with new resin formulation) presented in this submission have the following resin differences:
| Ingredient | Current Resin Formulation | Proposed Resin Formulation |
|---------------------------|---------------------------|----------------------------|
| Mold Release Agent Source | Animal based | Plant based |
| Dye A | Yes, < 15 ppm | Not Present |
| Dye B | Yes, < 2 ppm | Same, no change here. |
| Dye C | Not Present | Yes, < 2 ppm |
In summary, based upon the examination of the comparison with the predicate devices, and the information presented in this submission demonstrates that the modified MYOtherm XP Cardioplegia Delivery System (which includes the subject connector component built with new resin formulation) is substantially equivalent to the legally marketed predicate devices.
#### Summary of Testing
Biocompatibility testing was performed on the modified MY Otherm XP Cardioplegia Delivery System. The samples built for the testing included the connector component with proposed resin formulation. The Biocompatibility results summarized in table below demonstrate that modified MY Otherm XP Cardioplegia Delivery System (which includes the subject connector component built with new resin formulation) met acceptance criteria and that the biocompatibility test data satisfies all biological endpoints to be addressed for subject device with passing results.
| Biological Endpoint / Extraction Condition | Result |
|-----------------------------------------------------------------------------------------------------------------------------------------------------------------|--------|
| ISO MEM Elution Cytotoxicity /<br>1x MEM with 5% serum, 2% antibiotics, and 1% L-glutamine at<br>37°C for 24hrs | Pass |
| Guinea Pig Maximization Sensitization /<br>Normal Saline and Sesame Oil at<br>50°C for 72hrs | Pass |
| Intracutaneous Reactivity /<br>Normal Saline and Sesame Oil at<br>50°C for 72hrs | Pass |
| In Vitro Skin Irritation / Phosphate Buffered Saline and Sesame Oil at<br>50°C for 72hrs | Pass |
| Acute Systemic Toxicity / Normal Saline and Sesame Oil at<br>50°C for 72hrs | Pass |
| Material-mediated Pyrogenicity /<br>Sterile, Non-Pyrogenic 0.9% Normal Saline at 50°C for 72hrs | Pass |
| Hemolysis (extract and direct) /<br>Calcium and Magnesium Free Phosphate Buffered Saline (CMF-PBS) at<br>50°C for 72hrs (extract) and at 37°C for 3hrs (direct) | Pass |
| Complement Activation SC5b-9 /<br>Normal Human Serum at 37°C for 60min | Pass |
| ASTM Partial Thromboplastin Time (PTT) /<br>Human Plasma at 37°C for 15min | Pass |
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| Biological Endpoint / Extraction Condition | Result |
|------------------------------------------------------------------------------|--------|
| Platelet and Leukocyte Count /<br>Pooled Whole Human Blood at 37°C for 60min | Pass |
A separate design assessment was conducted which concluded that the change has no impact on the final product functionality or performance and as a result, no design verification or validation testing is warranted.
#### Conclusion
In conclusion, the information included in this submission demonstrates that the modified MYOtherm XP Cardioplegia Delivery System (which includes the subject connector component built with new resin formulation), are substantially equivalent to the legally marketed predicate devices.
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.