K211894 · Disa Medinotec · KTI · Nov 24, 2021 · Ear, Nose, Throat
Device Facts
Record ID
K211894
Device Name
Trachealator
Applicant
Disa Medinotec
Product Code
KTI · Ear, Nose, Throat
Decision Date
Nov 24, 2021
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 874.4680
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The device is indicated for use in dilatation techniques to open or expand stenosis in the airway.
Device Story
Trachealator (D35 Airway Dilation Catheter) is a sterile, single-use device for airway dilatation. It features a cluster of parallel balloons on a catheter; when inflated, these provide outward radial force to expand stenosis while maintaining an inter-balloon space for airflow, preventing airway occlusion. The device is used in clinical settings by physicians during airway procedures. It is supplied with a PTFE-coated stainless steel guidewire and requires an external inflation device (not provided). By dilating strictures, the device restores airway patency, potentially improving patient breathing. The device is purely mechanical; it does not contain electrical components or software.
Clinical Evidence
No clinical data. Substantial equivalence established through bench testing, including visual/dimensional verification, inflation/deflation times, rated burst pressure, radial strength, and inter-balloon area verification. Biocompatibility testing performed per ISO 10993 standards.
Technological Characteristics
Sterile, single-use catheter with parallel balloon cluster (6 or 8 balloons). Materials: PTFE-coated stainless steel guidewire. Dimensions: 6-18 mm diameter, 30-40 mm length. Energy: Mechanical (external inflation device). Sterilization: Ethylene Oxide (ISO 11135). Biocompatibility: ISO 10993 compliant. No electrical components or software.
Indications for Use
Indicated for use in dilatation techniques to open or expand stenosis in the airway.
Regulatory Classification
Identification
A bronchoscope (flexible or rigid) and accessories is a tubular endoscopic device with any of a group of accessory devices which attach to the bronchoscope and is intended to examine or treat the larynx and tracheobronchial tree. It is typically used with a fiberoptic light source and carrier to provide illumination. The device is made of materials such as stainless steel or flexible plastic. This generic type of device includes the rigid ventilating bronchoscope, rigid nonventilating bronchoscope, nonrigid bronchoscope, laryngeal-bronchial telescope, flexible foreign body claw, bronchoscope tubing, flexible biopsy forceps, rigid biopsy curette, flexible biopsy brush, rigid biopsy forceps, flexible biopsy curette, and rigid bronchoscope aspirating tube, but excludes the fiberoptic light source and carrier.
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December 9, 2021
DISA Medinotec % Matthew Krueger Senior Consultant Biologics Consulting Group, Inc. 1555 King Street, Suite 300 Alexandria, Virginia 22314
Re: K211894
Trade/Device Name: Trachealator Regulation Number: 21 CFR 874.4680 Regulation Name: Bronchoscope (flexible or rigid) and accessories Regulatory Class: Class II Product Code: KTI
Dear Matthew Krueger:
The Food and Drug Administration (FDA) is sending this letter to notify you of an administrative change related to your previous substantial equivalence (SE) determination letter dated 11/24/2021. Specifically, FDA is updating this SE Letter for a typo in the Sponsor name, from "DISA Medintec" to "DISA Medinotec" as an administrative correction.
Please note that the 510(k) submission was not re-reviewed. For questions regarding this letter please contact Shu-Chen Peng, Ph.D., OHT1: Office of Ophthalmic, Anesthesia, Respiratory, ENT and Dental Devices, 301-796-6481, shu-chen.peng(@fda.hhs.gov.
Sincerely,
Shuchen Peng -S
Shu-Chen Peng, Ph.D. Assistant Director DHT1B: Division of Dental and ENT Devices OHT1: Office of Ophthalmic, Anesthesia, Respiratory, ENT and Dental Devices Office of Product Evaluation and Quality Center for Devices and Radiological Health
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November 24, 2021
DISA Medintec % Matthew Krueger Senior Consultant Biologics Consulting Group, Inc. 1555 King Street. Suite 300 Alexandria, Virginia 22314
Re: K211894
Trade/Device Name: Trachealator Regulation Number: 21 CFR 874.4680 Regulation Name: Bronchoscope (Flexible Or Rigid) And Accessories Regulatory Class: Class II Product Code: KTI Dated: October 27, 2021 Received: October 28, 2021
Dear Matthew Krueger:
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
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requirements, including, but not limited to: registration and listing (21 CFR Part 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/combination-products/guidance-regulatory-information/postmarketing-safety-reportingcombination-products); 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 https://www.fda.gov/medical-device-safety/medical-device-reportingmdr-how-report-medical-device-problems.
For comprehensive regulatory information about mediation-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-continung-education/cdrl-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-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,
# Shuchen Peng -S
Shu-Chen Peng, Ph.D. Assistant Director DHT1B: Division of Dental and ENT Devices OHT1: Office of Ophthalmic, Anesthesia, Respiratory, ENT and Dental Devices Office of Product Evaluation and Quality Center for Devices and Radiological Health
Enclosure
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In accordance with 21 CFR 807.87(h) and 21 CFR 807.92 the 510(k) Summary for the D35 Airway Dilation Catheter (Trachealator) is provided below.
#### 1. SUBMITTER
| Applicant: | DISA Medinotec<br>Stand 171, Northlands Business Park,<br>Bush Telegraph Street, Northriding,<br>Johannesburg, 2169, South Africa<br>+27 (0) 87 330 2301 |
|---------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Contact: | Michelle Nieuwoudt<br>Quality & Regulatory Affairs Manager<br>DISA Medinotec<br>+27 (0) 87 330 2301<br>michelle@disals.co.za |
| Submission Correspondent: | Matthew Krueger<br>Senior Consultant<br>Biologics Consulting Group, Inc.<br>1555 King Street, Suite 300<br>Alexandria, VA 22314<br>571-777-9548<br>mkrueger@biologicsconsulting.com |
| Date Prepared: | October 26, 2021 |
#### 2. DEVICE
| Device Trade Name: | Trachealator |
|---------------------|------------------------------------------------------|
| Device Common Name: | D35 Airway Dilation Catheter |
| Classification Name | 21CFR 874.4680, Bronchoscope (flexible or rigid) and |
| | accessories |
| Regulatory Class: | Class II |
| Product Code: | KTI |
#### 3. PREDICATE DEVICE
K170759 – CRE Pulmonary Balloon Dilatation Catheter (Boston Predicate Device: Scientific) K110218 - Inspira AIR Balloon Dilation System (Acclarent, Inc.) Reference Device:
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#### DEVICE DESCRIPTION 4.
The D35 Airway Dilation Catheter (marketing name: Trachealator) is a sterile single-use device used during airway dilatation procedures.
The proposed device consists of a series of parallel balloons on a catheter which, when deployed, provides an outward radial force while also creating an inter balloon space or passage for airflow. Thus, airway occlusion is avoided.
The D35 Airway Dilation Catheter is also packaged with a double-ended PTFE-coated stainlesssteel guidewire. The guidewire consists of a two-tip configuration with a length of 1500 mm. One end has a straight tip configuration, while the other end consists of a J-tip with a 6 mm diameter. The catheter is also used with an inflation device that is not provided with the catheter.
The D35 Airway Dilation Catheter is provided in nine models. The only differences between the models are the balloon length and diameter. Refer to Table 1 for the specifications for each of the 9 models.
| Product<br>Reference<br>Number | Balloon Length<br>(mm) | Balloon<br>Diameter (mm) | Nominal<br>Pressure (atm) | Maximum<br>Pressure (atm) |
|--------------------------------|------------------------|--------------------------|---------------------------|---------------------------|
| TRD1-06030 | 30 | 6.0 | 6 | 12 |
| TRD1-07030 | 30 | 7.0 | 6 | 12 |
| TRD1-08030 | 30 | 8.0 | 6 | 12 |
| TRD1-09030 | 30 | 9.0 | 6 | 12 |
| TRD1-10030 | 30 | 10.0 | 6 | 12 |
| TRD1-12040 | 40 | 12.0 | 6 | 12 |
| TRD1-14540 | 40 | 14.5 | 6 | 12 |
| TRD1-16040 | 40 | 16.0 | 6 | 12 |
| TRD1-18040 | 40 | 18.0 | 6 | 12 |
Table 1: Catheter Models and Balloon Specifications
#### 5. INTENDED USE/INDICATIONS FOR USE
The device is indicated for use in dilatation techniques to open or expand stenosis in the airway.
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#### SUBSTANTIAL EQUIVALENCE 6.
### Comparison of Indications
#### Predicate Device Indications for Use
K170759 - Boston Scientific CRE Pulmonary Balloon Dilatation Catheter
The CRE Pulmonary Balloon Dilatation Catheter is intended to be used endoscopically to dilate strictures of the airway tree.
#### Subject Device Indications for Use
The Trachealator is indicated for use in dilatation techniques to open or expand stenosis in the airway.
The intended use of the Trachealator (internal device name: D35 Airway Dilation Catheter) is the same as that of the predicate Boston Scientific CRE Pulmonary Balloon Dilation Catheter. The proposed Indications for Use statement is similar to the predicate IFU but uses slightly different wording. Despite the difference in wording, both Indications for Use statements convey the same clinical use of the device.
### Technological Comparisons
The table below compares the key technological feature of the subject device to the predicate device (CRE Pulmonary Balloon Dilatation Catheter-Boston Scientific [K170759]) and the reference device (Inspira AIR Balloon Dilation System-Acclarent, Inc. [K110218]). The reference device is used because the Inspira device helps to better define the "box" of device attributes that are cleared to demonstrate that the Trachealator's key parameters fall within the range of cleared devices.
| | Proposed Device | Predicate Device | Reference Device | Comments on<br>Similarities/Differences |
|------------------------------|--------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------|---------------------------------------------------------|-----------------------------------------|
| 510(k) Number | TBD | K170759 | K110218 | — |
| Applicant | DISA Medinotec | Boston Scientific | Acclarent | — |
| Device Name | D35 Airway Dilation<br>Catheter<br>(Trachealator) | CRE Pulmonary Balloon<br>Dilation Catheter | Inspira AIR Balloon System | — |
| Classification<br>Regulation | 21 CFR 874.4680 | 21 CFR 874.4680 | 21 CFR 874.4680 | Identical |
| Product Code | KTI | KTI | KTI | Identical |
| Indications for<br>Use | Indicated for use in<br>dilatation techniques<br>to open or expand<br>stenosis in the<br>airway. | Intended to be used<br>endoscopically to dilate<br>strictures of the airway<br>tree. | Intended to dilate<br>strictures of the airway<br>tree. | Equivalent |
| Table 2: | Technological Comparison |
|----------|--------------------------|
|----------|--------------------------|
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| | Proposed Device | Predicate Device | Reference Device | Comments on<br>Similarities/Differences |
|------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Guidewire/Stylet<br>lumen | Yes | Yes | Yes | Identical |
| Packaged with<br>Guidewire or<br>Stylet | Guidewire | None | Stylet | Equivalent |
| Guidewire/Stylet<br>Diameter | Guidewire<br>0.018" (6 - 12 mm)<br>0.035" (14.5 -<br>18 mm) | Guidewire<br>≤ 0.035" (0.89 mm) | Stylet<br>0.84 mm (tip)* | Equivalent<br>This difference in diameter does not<br>significantly alter performance, as<br>0.018" is also a standard guidewire<br>size used in hospitals, and the wire is<br>supplied as an accessory with the<br>Trachealator. |
| Strain relief | Yes | Yes | Yes | Identical |
| Usable Catheter<br>Length (mm) | 650 ± 10 mm | 1100 mm | 450 mm | Equivalent<br>The Trachealator has a usable catheter<br>length similar to other devices on the<br>market. |
| Outer Lumen<br>Catheter<br>Diameter (mm) | 3.0 ± 0.05 (6 - 10<br>mm clusters)<br>3.5 ± 0.05 (12 - 18<br>mm clusters) | 2.5 mm | 2.15 mm (14x40)*<br>2.7 mm (16x40)* | Equivalent<br>This small difference in diameter does<br>not affect its performance. |
| Inflated Balloon<br>Cluster/ Balloon<br>Shape | Six/eight cylindrical<br>balloons, arranged in<br>parallel in a circular<br>configuration, and<br>bonded together at<br>their contact points | Straight body with<br>spherical ends | Straight body with<br>conical end | Equivalent<br>The Trachealator balloon is made of 6<br>or 8 smaller cylindrical balloons<br>arranged in a circular configuration<br>designed to create a center channel,<br>which the other devices do not have.<br>All three balloons dilate an airway in a<br>radial manner; therefore, their<br>function is the same. |
| Effective Balloon<br>Length (mm)<br>(Balloon<br>Diameter, (mm)) | 27 (6 - 10 mm<br>diameter clusters)<br>37 (12 – 18 mm<br>diameter clusters) | 30 (8 - 12)<br>55 (12 - 18) | 24 (5, 7, 8.5)<br>40 (10,12,14,16) | Equivalent<br>Small differences in balloon lengths<br>exist, but the subject device lengths<br>are within the range of lengths for the<br>cleared predicate and reference<br>devices. |
| Capable Balloon<br>Diameter (mm) | Diameters ranging<br>from 6 to 18 mm | 8-9-10<br>10-11-12<br>12-13.5-15<br>15-16.5-18<br>18-19-20 | 5, 7, 8.5,10, 12,<br>14,16, 18 | Equivalent<br>The Trachaelator sizes (diameters) are<br>within the range of other cleared<br>devices. |
| | Proposed Device | Predicate Device | Reference Device | Comments on<br>Similarities/Differences |
| Markers | 1 x Radiopaque<br>1 x Visual marker | 2 x Radiopaque | No markers | Equivalent<br>The predicate and subject device both<br>provide markers to assist in<br>visualization of balloon. |
| Nominal<br>pressure:<br>atm (balloon OD<br>mm) | 6 atm<br>(6 - 18) | 3 atm | Only Maximum<br>Pressure Given | Equivalent<br>Pressure at which nominal diameter is<br>achieved differs. Higher pressures<br>provide a greater ability to dilate a<br>lesion, but the principle is similar. |
| Rated Burst<br>Pressure /<br>Maximum<br>Pressure<br>(Balloon OD<br>mm) | 12 atm<br>(6 - 18) | Balloon Length 55 mm:<br>6 atm (18-19-20)<br>7 atm (15-16.5-18)<br>8 atm (12-13.5-15)<br>Balloon Length 30 mm:<br>8 atm (10-11-12;12-13.5-<br>15)<br>9 atm (8-9-10) | Balloon Length 24<br>mm:<br>16 atm (5 - 7)<br>12 atm (8.5)<br>Balloon Length 40<br>mm:<br>12 atm (10)<br>10 atm (12 - 14)<br>8 atm 16) | Equivalent<br>The subject device has a higher burst<br>pressure rating than the predicate<br>device. However, the maximum burst<br>pressure rating is within the burst<br>pressure rating of the reference device. |
| Balloon<br>Compliance | Semi-compliant | Semi-Compliant | Non-compliant | Identical |
| Maximum<br>Deflation Time<br>(seconds) | 2-17 | 10 - 30 | ≤ 15 & 25 | Equivalent<br>The Trachealator provides an<br>improved deflation time compared to<br>the predicate device, which is an<br>improvement. |
| Capable<br>Bronchoscope<br>Diameter | Minimum working<br>channel of 5 mm | 2.8 mm | The balloon dilation<br>system can be used<br>side by side with a<br>bronchoscope.<br>Compatibility for use<br>within the working<br>channel of a<br>bronchoscope has not<br>been established. | Equivalent<br>The functionality of the subject device<br>is similar to the predicate device and<br>does not raise any new questions of<br>safety and effectiveness. |
| Soft Tip | Yes | Yes | No* | Equivalent |
| Shaft Design | Coaxial Lumen | Coaxial Lumen | Coaxial Lumen | Identical |
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As shown in the table above, the fundamental design and technology of the Trachealator is equivalent or identical to the predicate CRE Pulmonary Balloon and/or the reference Inspira AIR Balloon. The minor differences between the subject device and predicate device does not raise questions of safety and effectiveness. Performance testing supports substantial equivalence, that the subject device performs as intended and that the subject device meets the device specifications.
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#### 7. PERFORMANCE DATA
### Biocompatibility Testing
The balloons and the outer shaft are direct patient contacting devices classified as a surface device, in contact with tissue, with limited contact duration (≤24h) based on the intended use. Other parts of the catheter (inner lumen shaft and tip, radiopaque marker, film on the inner surface of the balloon cluster, and adhesive bonds and the guidewire provided with the device. may be positioned in the patient's airway and therefore encounter blood, mucous, or phlegm and thereby indirectly contact patient's tissues. These are an indirect patient contacting device classified as a surface device, in contact with tissue, with limited contact duration (≤24h).
Biocompatibility testing (cytotoxicity, sensitization, irritation/intracutaneous reactivity, acute systemic toxicity, and pyrogenicity) was performed in accordance with the following standards:
ISO 10993-5: 2009, Biological evaluation of medical devices - Part 5: Tests for in vitro cytotoxicity
ISO 10993-10:2010, Biological evaluation of medical devices - Part 10: Tests for irritation and skin sensitization
ISO 10993-11:2018, Biological evaluation of medical devices - Part 11: Tests for systemic toxicity
ISO 10993-12:2012, Biological evaluation of medical devices - Part 12: Sample preparation and reference materials
The D35 Airway Dilation Catheter passed all biocompatibility testing.
### Sterilization and Shelf Life
The device is EO sterilization, validated by a half cycle / over-kill approach in accordance with ISO 11135:2014. The sterility assurance level is 106. The D35 Airway Dilation Catheters have been verified according to ISO 10993-7:2008 "Biological Evaluation of Medical Devices – Part 7: Ethylene Oxide Sterilization Residuals". Shelf-life testing was conducted to support a 3 year shelf life. Packaging was tested for seal strength and dye leak.
# Electrical Safety and Electromagnetic Compatibility (EMC)
Not applicable. It contains no electric components, generates no electrical emissions, and uses no electrical energy of any type.
### Software Verification and Validation Testing
Not applicable. The device contains no software.
# Bench Testing
The following performance testing supports substantial equivalence, that the D35 Airway Dilation Catheters performs as intended and that the catheter's meets their device specifications:
- . Visual inspection and dimensional verification
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- Force to remove balloon protector ●
- Crossing diameter ●
- Simulated use
- Friction on the guide wire ●
- Visibility/radiopacity
- Compliance and nominal length
- Inflation/deflation times
- Rated fatigue pressure ●
- Rated burst pressure
- Bond strength
- Catheter flexibility
- Catheter kink
- Torque strength
- Air leak
- Liquid leak
- Cluster crushing
- Radial strength ●
- Dilation force
- Tip perforation ●
- High tensile load balloon deflation ●
- Inter balloon area verification ●
### Animal Testing
Not applicable. Animal studies are not necessary to establish the substantial equivalence of this device.
### Clinical Data
Not applicable. Clinical studies are not necessary to establish the substantial equivalence of this device.
#### CONCLUSION 8.
Based on the detailed comparison to the predicate device and the performance testing, the D35 Airway Dilation Catheter can be found substantially equivalent to the predicate device.
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### Indications for Use
510(k) Number (if known) K211894
Device Name Trachealator
Indications for Use (Describe)
The Trachealator is indicated for use in dilatation techniques to open or expand stenosis in the airway.
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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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.