K212254 · Hdx Will Corp. · OAS · Oct 19, 2021 · Radiology
Device Facts
Record ID
K212254
Device Name
DENTRIa series (DENTRIa, DENTRI-Ca, DENTRI-Sa)
Applicant
Hdx Will Corp.
Product Code
OAS · Radiology
Decision Date
Oct 19, 2021
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 892.1750
Device Class
Class 2
Attributes
Pediatric
Indications for Use
The DENTRIa series is a Computed Tomography X-Ray imaging device specialized in diagnosing general dental treatments and orthodontic purpose using Panoramic and Cephalometric images respectively. In addition DENTRIC series is used in the field of Otolaryngology by capturing 360 degree rotation sequence of the head and neck areas, including the ENT and dentomaxillofacial areas for a dental treatment in adult and pediatric dentistry and obtains x-ray images from different angles and calculate through computer-processed to produce 3D x-ray tomographic images. The DENTRIC series used by physicians, dentists, and x-ray technologists.
Device Story
The DENTRIa series is a dental X-ray imaging system used by physicians, dentists, and technologists in clinical settings. It captures 360-degree rotation sequences of head and neck areas, including ENT and dentomaxillofacial regions. The system uses an X-ray generator and detector that rotate around the patient; X-rays are attenuated by dense structures (bones) and pass through less dense tissues. The device transforms these X-ray projections into 3D tomographic images via computer-processed reconstruction. Output is displayed for anatomical analysis to support dental and orthodontic diagnosis and treatment planning. The device benefits patients by providing detailed 3D anatomical visualization for clinical decision-making.
Clinical Evidence
Bench testing only. Performance assessed via electrical safety (ES60601-1), EMC (IEC 60601-1-2), radiation protection (IEC 60601-1-3), and dental X-ray equipment standards (IEC 60601-2-63). Imaging performance validated per IEC 61223-3-4. Detector performance (MTF, DQE) compared to predicate devices per FDA guidance for Solid State X-ray Imaging Devices, demonstrating equal or better diagnostic image quality.
Indicated for diagnostic imaging in adult and pediatric dentistry, orthodontics, and otolaryngology, specifically for head, neck, ENT, and dentomaxillofacial areas using panoramic, cephalometric, and 3D tomographic X-ray imaging.
Regulatory Classification
Identification
A computed tomography x-ray system is a diagnostic x-ray system intended to produce cross-sectional images of the body by computer reconstruction of x-ray transmission data from the same axial plane taken at different angles. This generic type of device may include signal analysis and display equipment, patient and equipment supports, component parts, and accessories.
Predicate Devices
DENTRIα series (DENTRIα, DENTRI-Cα, DENTRI-Sα) (K160140)
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October 19, 2021
Image /page/0/Picture/1 description: The image contains the logo of the U.S. Food and Drug Administration (FDA). On the left is the Department of Health & Human Services logo. To the right of that is a blue square with the letters "FDA" in white. To the right of the blue square is the text "U.S. FOOD & DRUG ADMINISTRATION" in blue.
HDX Will Corp. % Kaon Kim Junior Manager, Regulatory Affairs #105, 106, 201, 202, 203, 204, 38, Osongsaengmyeong 4-ro Osong-eup. Heungdeok-gu Cheongju-si, Chungcheongbuk-do 28161 REPUBLIC OF KOREA
Re: K212254
Trade/Device Name: DENTRIa series (DENTRIα, DENTRI-Cα, DENTRI-Sα) Regulation Number: 21 CFR 892.1750 Regulation Name: Computed tomography x-ray system Regulatory Class: Class II Product Code: OAS Dated: July 20, 2021 Received: July 22, 2021
Dear Kaon Kim:
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 807); labeling (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-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,
, for
Thalia T. Mills, Ph.D. Director Division of Radiological Health OHT7: Office of In Vitro Diagnostics and Radiological Health Office of Product Evaluation and Quality Center for Devices and Radiological Health
Enclosure
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## Indications for Use
510(k) Number (if known) K212254
Device Name DENTRIa series (DENTRIa, DENTRI-Ca, DENTRI-Sa)
Indications for Use (Describe)
The DENTRIa series is a Computed Tomography X-Ray imaging device specialized in diagnosing general dental treatments and orthodontic purpose using Panoramic and Cephalometric images respectively. In addition DENTRIC series is used in the field of Otolaryngology by capturing 360 degree rotation sequence of the head and neck areas, including the ENT and dentomaxillofacial areas for a dental treatment in adult and pediatric dentistry and obtains x-ray images from different angles and calculate through computer-processed to produce 3D x-ray tomographic images. The DENTRIC series used by physicians, dentists, and x-ray technologists.
Type of Use (Select one or both, as applicable)
| <span> <b> ☑ </b> Prescription Use (Part 21 CFR 801 Subpart D) </span> |
|----------------------------------------------------------------------------------------------------------------------------------------|
| <span> ☐ Over-The-Counter Use (21 CFR 801 Subpart C) </span> |
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# 510(k) Summary
[As required by 21 CFR 807.92]
## 1. Date Prepared [21 CFR 807.92(a)(1)]
October 14th, 2021
## 2. Submitter's Information [21 CFR 807.92(a)(1)]
| - Name of Manufacturer: | HDX WILL Corp. |
|-------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------|
| - Address: | #105, 106, 201, 202, 203, 204, 38, Osongsaengmyeong<br>4-ro, Osong-eup, Heungdeok-gu, Cheongju-si,<br>Chungcheongbuk-do, 28161, Republic of Korea |
| - Contact Person: | Kaon Kim / Junior Manager |
| - Telephone No.: | +82-43-710-7318 |
| - Fax No.: | +82-43-710-7312 |
| - Email Address: | kaonkim@iwillmed.com |
| - Registration No.: | 3013511605 |
#### 3. Trade Name, Regulation Name, Classification [21 CFR 807.92(a)(2)]
| Device Name | DENTRIa series<br>(DENTRIa, DENTRI-Ca, DENTRI-Sa) |
|---------------------|---------------------------------------------------|
| Regulation Number | 21 CFR 892.1750 |
| Regulation Name | Computed tomography x-ray system |
| Common/Usual Name | Dental X-ray System |
| Regulatory Class | Class II |
| Product Code | OAS |
| Classification Name | X-Ray, Tomography, Computed, Dental |
| Panel | Radiology |
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# 4. Identification of Predicate Device(s) [21 CFR 807.92(a)(3)]
The identified predicate devices within this submission are shown as follow;
#### Predicate device
| - 510(k) Number: | K160140 |
|------------------------|------------------------------------------------|
| - Applicant: | HDX WILL Corp. |
| - Device Name: | DENTRIα series (DENTRIα, DENTRI-Cα, DENTRI-Sα) |
| - Regulation Number: | 21 CFR 892.1750 |
| - Regulation Name: | Computed tomography x-ray system |
| - Regulatory Class: | Class II |
| - Product Code: | OAS |
| - Classification Name: | X-Ray, Tomography, Computed, Dental |
There are no significant differences between the DENTRIa series and the predicate device that would adversely affect the use of the product. It is substantially equivalent to these devices in technical characteristics, output characteristics and operation mode.
#### 5. Description of the Device [21 CFR 807.92(a)(4)]
This Equipment is a Dental X-Ray imaging device used for diagnostic purpose in dental treatment. The operating principle of this device is obtaining the tomographic, and panoramic images by rotating arm to get the recombination data. X-ray generator and detector rotate around the patient to irradiate the X-ray, and penetrated X-ray is measured by the detector. When the X-ray is irradiated on the teeth area for instance, large amount of X-ray is attenuated because objects such as bones are highly dense. On the contrast, X-ray is more permeable to small molecules with low density such as skin or tissue, so more X-ray would pass through the subject. By measuring data obtained from measuring the X-ray is reconstructed by the software to display and analyze the anatomical structure for the diagnosis purposes.
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#### 1) The DENTRIα series is classified as shown below:
DENTRIα: CT Mode + Panorama Mode + Model Scan Mode
DENTRI-Cα: CT Mode + Panorama Mode + Model Scan Mode + Cephalo Mode (One-shot) DENTRI-Sα: CT Mode + Panorama Mode + Model Scan Mode + Cephalo Mode (Scan)
| MODEL | CT | Panorama | Cephalo<br>One-shot | Cephalo<br>Scan | Model Scan<br>(Optional) | Cu Filter<br>(Optional) |
|-------------------------------------|----|----------|---------------------|-----------------|--------------------------|-------------------------|
| DENTRIα<br>Stitch<br>(Option) | ● | ● | - | - | ● | ● |
| DENTRIα<br>Non-Stitch<br>(Option) | ● | ● | - | - | ● | ● |
| DENTRI-Cα<br>Stitch<br>(Option) | ● | ● | ● | - | ● | ● |
| DENTRI-Cα<br>Non-Stitch<br>(Option) | ● | ● | ● | - | ● | ● |
| DENTRI-Sα<br>Stitch<br>(Option) | ● | ● | - | ● | ● | ● |
| DENTRI-Sα<br>Non-Stitch<br>(Option) | ● | ● | - | ● | ● | ● |
#### 2) Description of the image detectors used.
| Model | DENTRIα, DENTRI-Ca, DENTRI-Sα | DENTRI-Ca | DENTRI-Sα |
|-----------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Contents | CT / Panorama/ Model Scan | Cephalo<br>(One-shot type) | Cephalo<br>(Scan type) |
| Detector<br>model | Xineos-1313<br>(Optional) | FLAATZ 330N | Xineos-2301 /<br>Xineos-2301S |
| Manufacturer | Teledyne DALSA | DR Tech | Teledyne DALSA |
| Detector type | CMOS<br>(Complementary<br>metal oxide<br>semiconductor) | TFT: a-Se (Thin-<br>Film Transistor,<br>Amorphous<br>Selenium) | CMOS<br>(Complementary<br>metal oxide<br>semiconductor) |
| Resolution<br>(pixels) | 1316 x 1312 | 2048 x 1536 | 2304 x 68 |
| Pixel size<br>(um) | 100.1 | 129.0 | 99.0 |
| MTF | 57% at 1 lp/mm | 83.3% at 2 lp/mm | 65% at 1 lp/mm |
| DQE | 70% at 0 lp/mm | 38.5% at 0 lp/mm | 57% at 1 lp/mm |
| Active area<br>(mm) | 131 x 131 | 198 x 264 | 228 x 6.7 |
| A/D<br>Conversion | 14 bits | 14 bits | 14 bits |
| FDA 510(k)<br>number | Not Known | Not Known | Not Known |
| 510(k)<br>cleared<br>device<br>including<br>corresponding<br>detector as a<br>component | 1) System name:<br>DENTRIα,<br>DENTRI-Ca,<br>DENTRI-Sα<br>2) Manufacturer:<br>HDX WILL Corp.<br>3) 510(k)<br>number:<br>K160140 | 1) System name:<br>DENTRIα,<br>DENTRI-Ca,<br>DENTRI-Sα<br>2) Manufacturer:<br>HDX WILL Corp.<br>3) 510(k) number:<br>K160140 | Xineos-2301:<br>1) System name:<br>DENTIOIII,<br>DENTIOIII-S<br>2) Manufacturer:<br>HDX WILL Corp.<br>3) 510(k) number:<br>K181297<br>Xineos-2301S: Not<br>known |
| | TFT: a-Si (Thin-<br>Film Transistor,<br>Amorphous<br>Silicon) | | |
| | 1) System name:<br>RCT800<br>2) Manufacturer:<br>Ray Co., Ltd.<br>3) 510(k)<br>number:<br>K192737 | | |
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## 6. Indications for Use [21 CFR 807.92(a)(5)]
The DENTRIα series is a Computed Tomography X-Ray imaging device specialized in diagnosing general dental treatments and orthodontic purpose using Panoramic and Cephalometric images respectively. In addition DENTRIα series is used in the field of Otolaryngology by capturing 360 degree rotation sequence of the head and neck areas, including the ENT and dentomaxillofacial areas for a dental treatment in adult and pediatric dentistry and obtains x-ray images from different angles and calculate through computer-processed to produce 3D x-ray tomographic images. The DENTRIα series used by physicians, dentists, and x-ray technologists.
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## 7. Determination of Substantial Equivalence
Summary of technological characteristics of the device compared to the predicate device. [21 CFR 807.92(a)(6)]
| Applicant | HDX WILL Corp. | HDX WILL Corp. | SE Note | |
|--------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------|---------|
| Device Name | DENTRIα series<br>(DENTRIα, DENTRI-Ca, DENTRI-Sa) | DENTRIα series<br>(DENTRIα, DENTRI-Ca, DENTRI-Sa) | | |
| | Subject Device | Predicate Device | - | |
| 510(k) Number | K212254 | K160140 | - | |
| Common/Usual<br>Name | Dental X-ray System | Dental X-ray System | - | |
| Regulation<br>Number | 892.1750 | 892.1750 | - | |
| Product Code | OAS | OAS | - | |
| Class | Class II | Class II | - | |
| Model | DENTRIα, DENTRI-Ca, DENTRI-Sa | DENTRIα, DENTRI-Ca, DENTRI-Sa | - | |
| Indications for<br>Use | The DENTRIα series is a Computed<br>Tomography X-Ray imaging device<br>specialized in diagnosing general<br>dental treatments and orthodontic<br>purpose using Panoramic and<br>Cephalometric images respectively. In<br>addition DENTRIα series is used in the<br>field of Otolaryngology by capturing 360<br>degree rotation sequence of the head<br>and neck areas, including the ENT and<br>dentomaxillofacial areas for a dental<br>treatment in adult and pediatric<br>dentistry and obtains x-ray images from<br>different angles and calculate through<br>computer-processed to produce 3D x-<br>ray tomographic images. The DENTRIα<br>series used by physicians, dentists, and<br>x-ray technologists. | The DENTRIα series is a Computed<br>Tomography X-Ray imaging device<br>specialized in diagnosing general<br>dental treatments and orthodontic<br>purpose using Panoramic and<br>Cephalometric images respectively. In<br>addition DENTRIα series is used in the<br>field of Otolaryngology by capturing 360<br>degree rotation sequence of the head<br>and neck areas, including the ENT and<br>dentomaxillofacial areas for a dental<br>treatment in adult and pediatric<br>dentistry and obtains x-ray images from<br>different angles and calculate through<br>computer-processed to produce 3D x-<br>ray tomographic images. The DENTRIα<br>series used by physicians, dentists, and<br>x-ray technologists. | Same | |
| Operation Mode | 1. CT<br>2. Panorama<br>3. Cephalo<br>1) One-Shot type<br>2) Scan type<br>4. Model Scan | 1. CT<br>2. Panorama<br>3. Cephalo<br>1) One-Shot type<br>2) Scan type | Similar | |
| X-ray tube assembly | | | | |
| X-ray tube<br>assembly<br>options | PXD-140CT<br>(Optional) | WDG90<br>(Optional) | - | |
| X-ray tube | OPX/105 (C.E.I.) | OX/115-05 (C.E.I.) | Similar | |
| Target angle | 5° | 15° | Similar | |
| Focal spot size<br>according to IEC<br>60336, measured | 0.5 mm | 0.5 mm | Same | |
| Inherent filtration<br>according to IEC 60522 | 0.5 mmAl | 0.5 mmAl | 0.5 mmAl | Same |
| Anode material | Tungsten | Tungsten | Tungsten | Same |
| Total filtration of<br>X-ray tube<br>assembly | > 2.5 mmAl | > 2.5 mmAl + 0.5 mmCu (Optional) | > 2.5 mmAl | Similar |
| Range of X-ray<br>Tube Voltage<br>settings | PXD-140CT<br>(Optional)<br>1. CT<br>60-110 kV ±8%<br>2. Panorama<br>60-90 kV ±8%<br>3. Cephalo<br>1) One-Shot type<br>60-110 kV ±8%<br>2) Scan type<br>60-90 kV ±8% | WDG90 (Optional)<br>1. CT<br>60-90 kV ±8%<br>2. Panorama<br>60-90 kV ±8%<br>3. Cephalo<br>1) One-Shot type<br>60-90 kV ±8%<br>2) Scan type<br>60-90 kV ±8% | 1. CT<br>60-110 kV ±8%<br>2. Panorama<br>60-90 kV ±8%<br>3. Cephalo<br>1) One-Shot type<br>60-110 kV ±8%<br>2) Scan type<br>60-90 kV ±8% | Same |
| Range of X-ray<br>Tube Current<br>settings | 4-10 mA ±10% | 4-10 mA ±10% | 4-10 mA ±10% | Same |
| Range of<br>Irradiation Time<br>settings | 1. CT<br>8.0-36.0 s ± (5 % + 50 ms)<br>2. Panorama<br>1.2-14.0 s ± (5 % + 50 ms)<br>3. Cephalo<br>1) One-Shot type<br>0.5 s to 2.0 s ± (5 % + 50 ms) (in 0.5 s<br>increments)<br>2) Scan type<br>2.5-8.0 s ± (5 % + 50 ms)<br>4. Model Scan<br>24 s | 1. CT(Normal)<br>8 s or 24 s ± 10 %<br>2. Panorama<br>14 s and less ± 10 %<br>3. Cephalo<br>1) One shot type<br>0.5, 1, 1.5, 2 s ± 10 %<br>2) Scan type<br>8.2 s and less ± 10 % | | Similar |
| Image Properties | | | | |
| Detector type | 1. CT<br>CMOS or TFT:a-Si<br>2. Panorama<br>CMOS or TFT:a-Si<br>3. Cephalo<br>1) One-shot type<br>TFT:a-Se<br>2) Scan type<br>CMOS | 1. CT<br>Flat panel<br>2. Panorama<br>Flat panel<br>3. Cephalo<br>1) One shot type<br>Flat panel<br>2) Scan type<br>CCD | | Similar |
| Pixel size | 1. CT<br>100.1 um or 119 um<br>2. Panorama<br>100.1 um or 119 um<br>3. Cephalo<br>1) One-shot type<br>129.0 um<br>2) Scan type<br>99.0 um | 1. CT:<br>100.1 or 127 μm<br>2. Panorama:<br>100.1 or 127 μm<br>3. Cephalo<br>1) One shot type:<br>129 μm<br>2) Scan type:<br>27 μm | | Similar |
| Active area<br>(mm) | 1. CT<br>131 x 131 or<br>149.464 x 149.464<br>2. Panorama<br>6 x 130 or | 1. CT:<br>131 x 131 mm or<br>130 x 130 mm<br>2. Panorama:<br>6 x 131 mm or | | Similar |
| | | | | |
| | 6 x 149.5 | 3.94 x 128.78 mm | | |
| | 3. Cephalo | 3. Cephalo | | |
| | 1) One-shot type | 1) One shot type: | | |
| | 198 x 264 | 193 x 259 mm | | |
| | 2) Scan type | 2) Scan type: | | |
| | 6.7 x 228 | 6.9 x 221 mm | | |
| | 1. CT: | 1. CT: | | |
| | - 57% at 1 lp/mm or | - 57% at 1 Lp/mm or | | |
| | - 60% at 1 lp/mm…
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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.