CLAROX plus (Model: VX-100) is a portable general-purpose X-ray system that users can operate with one hand. The device uses a fixed X-ray tube current and voltage (kVp) and, therefore, is limited to taking diagnostic X-rays of extremities. It is intended to be used by a qualified and trained clinician on adult patients and pediatrics. It is not intended to replace a radiographic system with variable tube current and voltage (kVp), which may be required for full optimization of image quality and radiation exposure for different exam types.
Device Story
Portable, battery-operated handheld X-ray source; generates diagnostic X-rays for extremity imaging. Input: manual operator settings (kVp, exposure time). Transformation: MCU-controlled semiconductor switching element regulates X-ray tube output; produces ionizing radiation beam. Output: X-ray beam directed through anatomy to external digital/analog receptor (not included). Used in clinical settings by trained clinicians. Operator interface: control panel, jog dial, exposure button. Benefits: provides diagnostic imaging in environments where standard stationary or large mobile systems are impractical due to size/mobility constraints.
Clinical Evidence
No clinical data. Substantial equivalence supported by bench testing and compliance with international standards including AAMI ES60601-1, IEC 60601-1-2, IEC 60601-1-3, and IEC 60601-2-54.
Technological Characteristics
Handheld X-ray system; 22.2 VDC Li-ion battery; 70-100kVp range; 1.0mA fixed current; 0.6mm focal spot (IEC 60336). Features main body, beam-limiting cone, and cradle. Software (firmware) controls exposure timing and switching. Complies with AAMI ES60601-1, IEC 60601-1-2 (Ed. 4), IEC 60601-1-3, IEC 60601-2-28, IEC 60601-2-54, and IEC 62133-2.
Indications for Use
Indicated for diagnostic X-ray imaging of extremities in adult and pediatric patients. Intended for use by qualified, trained clinicians. Contraindicated for applications requiring variable tube current/voltage for full image quality optimization.
Regulatory Classification
Identification
A mobile x-ray system is a transportable device system intended to be used to generate and control x-ray for diagnostic procedures. This generic type of device may include signal analysis and display equipment, patient and equipment supports, component parts, and accessories.
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September 13, 2022
Image /page/0/Picture/1 description: The image shows 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 the FDA logo, which consists of the letters "FDA" in a blue square, followed by the words "U.S. FOOD & DRUG" in blue, and then the word "ADMINISTRATION" in a smaller font size below that.
VSI Co., Ltd. % Mr. Edward Park CEO LightenBridge, LLC 4408 Tortuga Lane McKINNEY TX 75070
Re: K221417
Trade/Device Name: CLAROX plus (Model: VX-100) Regulation Number: 21 CFR 892.1720 Regulation Name: Mobile x-ray system Regulatory Class: Class II Product Code: IZL Dated: July 12, 2022 Received: August 12, 2022
Dear Mr. Park:
We have reviewed your Section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database located at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part
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801); medical device reporting of medical device-related adverse events) (21 CFR 803) for devices or postmarketing safety reporting (21 CFR 4, Subpart B) for combination products (see https://www.fda.gov/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 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,
Laurel Burk, Ph.D. Assistant Director Diagnostic X-Ray Systems Team DHT8B: Division of Radiological Imaging Devices and Electronic Products OHT8: Office of 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)
K221417
Device Name CLAROX plus (Model: VX-100)
#### Indications for Use (Describe)
CLAROX plus (Model: VX-100) is a portable general-purpose X-ray system that users can operate with one hand. The device uses a fixed X-ray tube current and voltage (kVp) and, therefore, is limited to taking diagnostic X-rays of extremities. It is intended to be used by a qualified and trained clinician on adult patients and pediatrics. It is not intended to replace a radiographic system with variable tube current and voltage (kVp), which may be required for full optimization of image quality and radiation exposure for different exam types.
Type of Use (Select one or both, as applicable)
| | <span>☑</span> Prescription Use (Part 21 CFR 801 Subpart D) |
|--|-------------------------------------------------------------|
| | <span>☐</span> Over-The-Counter Use (21 CFR 801 Subpart C) |
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Image /page/3/Picture/0 description: The image contains a logo for Value Service Innovation (VSI). The logo features a blue symbol resembling three interconnected circles on the left. To the right of the symbol, the letters "VSI" are displayed in a bold, black font, with the words "Value Service Innovation" appearing in a smaller font size above the letters.
VSI Co., Ltd. 151-33. Namseok-ro Nami-myeon, Seowon-gu Cheongju-si, Chungcheongbuk-do 28182 South Korea Tel. +82-43-267-9039 / Fax. +82-43-269-4039
# 510(k) Summary - Traditional 510(k) K221417
This summary of 510(k) safety and effectiveness information is being submitted in accordance with the requirements of 21 CFR §807.92.
| Submitter Information | |
|-----------------------|------------------------------------------------------------------------------------------------------|
| Submitter Name: | VSI Co., Ltd. |
| Address: | 151-33, Namseok-ro Nami-myeon, Seowon-gu, Cheongju-si,<br>Chungcheongbuk-do, 28182 Republic of Korea |
| Phone/Fax | +82-43-267-9039 / +82-43-269-4039 |
| Contact Person: | Edward Park, official correspondent of AssembleCircle Corp. |
| Date of submission: | Apr 15, 2022 |
| Device Information | |
| Proprietary Name(s): | CLAROX plus |
| Model Name: | VX-100 |
| Common Name: | Portable X-ray System |
| Regulation Name: | Mobile X-ray System |
| Product Code: | IZL |
| Regulation Number: | 21 CFR 892.1720 |
| Classification Panel: | Radiology |
Device Class:
II
## Device Description
VX-100 is a battery-operated, portable X-ray source designed for handheld operation. It is designed to produce diagnostic quality X-ray images. The VX-100 is designed for use in general purpose radiography for generating radiographic images of human anatomy, including adult, pediatric, and neonatal exams. Because of its low power output, the Clarox Plus (Model VX-100) is intended for exclusive use on body extremities. The functions of the VX-100 handheld system are supported by software (firmware). The device software is of Moderate level of concern and it is not based on the predicate software. The device uses a rechargeable battery to allow for the use of the VX-100 where transportation or use of other x-ray devices might be prohibitive due to the other device's size and/or lack of mobility. The VX-100 is an X-
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Image /page/4/Picture/0 description: The image shows the logo for Value Service Innovation (VSI). The logo consists of a blue symbol on the left, resembling three interconnected circles. To the right of the symbol, the text "Value Service Innovation" is written in a smaller font size above the letters "VSI", which are in a larger, bold font. The text and letters are black.
VSI Co., Ltd. 151-33. Namseok-ro Nami-mveon. Seowon-gu Cheongju-si, Chungcheongbuk-do 28182 South Korea Tel. +82-43-267-9039 / Fax. +82-43-269-4039
ray device with AC/DC adaptor. The handheld device features a main body (tube head), cone to limit the exposure range of the beam, cradle, and AC/DC adaptor. The power is supplied by a rechargeable Lithium-Ion battery core pack built into a main body. This facilitates portability of the device. A beam-limiting cone is mounted to the device before use. The tube voltage is adjustable from 70kV to 100kV. Tube current is fixed 1.0mA. The exposure time is also manually adjustable by the operators. This adjustment can be quickly accomplished through the user-friendly control panel. Control buttons, display, and an exposure button provide the primary operator interface. Exposures settings can be selected and displayed. The voltage and the exposure time varies based on patient type, detector type, and anatomical feature. Exposures can be completed using the exposure button. The VX-100 should be used with an X-ray detector, and the x-ray detector may be digital or analog, and it is not included in the VX-100 package.
## Principle of Operation / Mechanism of Action:
The VX-100 is used like any other Xray source for general radiographic application. An x-ray image receptor (not part of the device) is placed under the body extremity intended for radiography. The appropriate exposure time is manually set by the operator. The operator should follow adequate instructions to ensure proper alignment of the x-ray beam and the image receptor. To prevent inadvertent exposure to X-rays, the value adjusted by the MCU electronically controls the semiconductor switching element. Using this X-ray, it passes through the body part to be diagnosed to obtain an image with a detector so that it can be used for diagnosis. The irradiation time setting method sets the irradiation time by the user and can select a value from 0.1 seconds to 1.0 seconds by turning the jog dial manually.
## Predicate Device
- . EzRay M (Model: VMX-P300) (Vatech Co., Ltd. K203667, February 2, 2021)
- Common Name: Medical Portable X-ray System
- Regulation Name: Mobile X-ray System
- Device Class: II
- Product Code: IZL
- Regulation Number: 21 CFR 892.1720
- Classification Panel: Radiology
## Indications for Use
CLAROX plus (Model: VX-100) is a portable general-purpose X-ray system that users can operate with one hand. The device uses a fixed X-ray tube current and voltage (kVp) and, therefore, is limited to taking diagnostic X-rays of extremities. It is intended to be used by a qualified and trained clinician on adult patients and pediatrics. It is not intended to replace a
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Image /page/5/Picture/0 description: The image shows the logo for VSI, which stands for Value Service Innovation. The logo consists of a blue symbol on the left, resembling three interconnected circles. To the right of the symbol, the text "Value Service Innovation" is stacked above the letters "VSI" in a larger, bold font. The text and symbol are aligned horizontally.
radiographic system with variable tube current and voltage (kVp), which may be required for full optimization of image quality and radiation exposure for different exam types.
## Technological Characteristics
The VX-100 retains same basic design components and operating features as the predicate device, EzRay M (Model: VMX-P300, K203667). The handheld device features a main body, cone, and cradle for charging. The X-ray tube and the battery pack are integrated in the main body. The functionality of the user interface is also similar to the predicate device. Power of the both devices is supplied by a rechargeable Lithium-Ion battery core pack built into a handset. The subject device has 22.2 VDC but VMX-P300 has 21.6 VDC. The battery core packs in both devices are compliant with IEC 62133. Testing has been completed on basic safety and essential performance and the device complies with AAMI ES60601-1; IEC 60601-1-2 (Ed. 4); IEC 60601-1-3, and IEC 60601-2-54.
| Device Name | CLAROX plus (VX-100) | EzRay M (Model: VMX-P300) |
|-----------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 510k number | K221417 | K203667 |
| Manufacturer | VSI Co., Ltd. | Vatech Co., Ltd. |
| Device<br>Classification<br>Name | Mobile X-ray System | Mobile X-ray System |
| Classification<br>Product Code | IZL | IZL |
| Regulation<br>Number | 21 CFR 892.1720 | 21 CFR 892.1720 |
| Regulation<br>Class | II | II |
| Indications<br>for Use | CLAROX plus (Model: VX-100) is a<br>portable general-purpose X-ray system that<br>users can operate with one hand. The device<br>uses a fixed X-ray tube current and voltage<br>(kVp) and, therefore, is limited to taking<br>diagnostic X-rays of extremities. It is<br>intended to be used by a qualified and<br>trained clinician on adult patients and<br>pediatrics. It is not intended to replace a<br>radiographic system with variable tube<br>current and voltage (kVp), which may be<br>required for full optimization of image<br>quality and radiation exposure for different<br>exam types. | EzRay M (Model: VMX-P300) is a portable<br>general-purpose X-ray system that users can<br>operate with one hand. The device uses a<br>fixed tube current and voltage (kVp) and,<br>therefore, is limited to taking diagnostic X-<br>rays of extremities. It is intended to be used by<br>a qualified and trained clinician on adult<br>patients. It is not intended to replace a<br>radiographic system with variable tube current<br>and voltage (kVp), which may be required for<br>full optimization of image quality and<br>radiation exposure for different exam types. |
| Device Name | CLAROX plus (VX-100) | EzRay M (Model: VMX-P300) |
| 510k number | K221417 | K203667 |
| Manufacturer | VSI Co., Ltd. | Vatech Co., Ltd. |
| Principle of<br>Operation | General Purpose Diagnostic X-Ray | General Purpose Diagnostic X-Ray |
| Body Size | 413mm(W) × 144mm(D) × 284mm(H) | 279.4mm(L) × 137.2mm(W) ×<br>282mm(H) |
| Weight | 2.5kg | 1.88kg |
| Source to<br>image receptor<br>distance | 650mm | |
| Focal Spot | 0.6 mm (complied with IEC 60336) | 0.5mm |
| Collimator | | Four manually and steplessly adjustable<br>shutters with x-ray field indicator |
| User Interface | Jog dial for operating mode selection,<br>control panel, control buttons (icons),<br>display, and an exposure button | Jog dial for operating mode selection,<br>display module, and exposure icons on<br>it. |
| Energy Source | Rechargeable 22.2 V DC Li-ion<br>polymer battery core pack | Rechargeable 21.6 V DC Li-ion polymer<br>battery core pack |
| Battery<br>Capacity | 1.46 A-hr | |
| Recharge<br>capability | 80% or above remaining capacity after<br>300 cycles | |
| Exposure time | 0.1 - 1.0 seconds<br>0.2 in 0.02 sec increments | 0.05 - 1.0 seconds<br>in 0.01 sec increments |
| Timer<br>Accuracy | ±(10% + 1 ms) | |
| mA | 1.0 mA | 3.0 mA |
| kVp | 70 kV - 100 kV (5kV step) | 65 kVp fixed |
| Waveform | Constant Potential (DC) | Constant Potential (DC) |
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Image /page/6/Picture/0 description: The image shows the logo for VSI, which stands for Value Service Innovation. The logo consists of a blue symbol on the left, which is made up of three circles connected together. To the right of the symbol is the text "Value Service Innovation" in a smaller font, followed by the letters "VSI" in a larger, bold font.
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Image /page/7/Picture/0 description: The image contains a logo with a blue circular design on the left and the text "Value Service Innovation VSI" on the right. The circular design consists of three interconnected circles, forming a trefoil shape. The text is in black, with "Value Service Innovation" appearing in a smaller font size above the larger "VSI" abbreviation.
## Performance Data
Non-clinical test was performed in accordance with the following international standards,
- -ANSI AAMI IEC 62304:2006 Medical Device Software - Software Life Cycle Processes
- -EN ISO 14971:2019 Medical devices - Applications of risk management to medical devices
- ANSI AAMI IEC 62366-1:2015+AMD1:2020 Medical devices Part 1: Application of usability engineering to medical devices
- AAMI ANSI ES60601-1:2005/(R)2012 And A1:2012, C1:2009/(R)2012 And -A2:2010/(R)2012 (Consolidated Text) Medical Electrical Equipment - Part 1; General Requirements for Basic Safety and Essential Performance (IEC 60601-1:2005, MOD)
- EN 60601-1-2:2015, Electromagnetic Compatibility (EMC) Testing for Medical Devices including the NEW IEC 60601-1-2 4th Edition
- -IEC 60601-1-3 Edition 2.1 2013-04 Medical Electrical Equipment – Part 1-3: General Requirements for Basic Safety and Essential Performance - Collateral Standard: Radiation Protection in Diagnostic X-ray Equipment
- IEC 60601-1-6 Edition 3.1 2013-10 Medical Electrical Equipment Part 1-6: General -Requirements for Basic Safety and Essential Performance - Collateral Standard: Usability
- IEC 60601-2-28 Edition 3.0 2017-06 Medical electrical equipment Part 2-28: Particular requirements for the basic safety and essential performance of X-ray tube assemblies for medical diagnosis
- IEC 60601-2-54 Edition 1.2 2018-06 Medical Electrical Equipment Part 2-54: Particular -Requirements For The Basic Safety And Essential Performance Of X-Ray Equipment For Radiography And Radioscopy
- IEC/EN 62133-2 Edition1.0 2017-02 Secondary cells and batteries containing alkaline or other non-acid electrolytes - Safety requirements for portable sealed secondary cells, and for batteries made from them, for use in portable applications - Part 2: Lithium systems
Clinical testing was not necessary for the VX-100, based on the nature of the device (an x-ray generator marketed without image detector). Adequate bench testing results should be sufficient in supporting our claim of substantial equivalence.
## Conclusion
The subject device is substantially equivalent in the areas of indications for use, general functions & features, principle of operation, and technological characteristics. The new device does not introduce a fundamentally new scientific technology. Therefore, we conclude that the subject device described in this submission is substantially equivalent to the predicate device.
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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.
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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.
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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.
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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.
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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.
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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.