SPINEL 12HD Interventional Fluoroscopic Mobile X-ray System
K163140 · Gemss Medical Systems Co., Ltd. · OWB · May 26, 2017 · Radiology
Device Facts
Record ID
K163140
Device Name
SPINEL 12HD Interventional Fluoroscopic Mobile X-ray System
Applicant
Gemss Medical Systems Co., Ltd.
Product Code
OWB · Radiology
Decision Date
May 26, 2017
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 892.1650
Device Class
Class 2
Indications for Use
SPINEL 12HD Surgical Mobile Fluoroscopic X-ray System is intended to provide fluoroscopic and radiographic imaging of the patient during diagnostic, surgical and interventional procedures. Clinical applications may include but are not limited to digital subtraction angiography, orthopedic, neurological, abdominal, vascular, cardiac, critical care and emergency room procedures.
Device Story
SPINEL 12HD is a mobile C-arm fluoroscopic X-ray system used in hospitals (OR, ER, cast room) for real-time imaging. It utilizes a high-frequency inverter generator, X-ray tube, and flat panel detector to capture anatomical images. Operated by clinicians, the system provides live fluoroscopic and radiographic visualization to guide surgical and interventional procedures. It features Intelligent Object Dose Control (IODC) and Metal Detected Control (MDC) to optimize Auto Brightness Control (ABC) by distinguishing human tissue from metal implants, ensuring image quality while managing radiation dose. Output is displayed on a 19-inch monitor for immediate clinical decision-making. The device benefits patients by enabling minimally invasive interventions and precise surgical guidance.
Clinical Evidence
Bench testing only. Verification and validation included electrical, mechanical, and EMC safety testing per IEC 60601-1, 60601-1-2, 60601-1-3, 60601-2-43, and 60601-2-54. Performance validation confirmed efficacy of IODC and MDC software functions via image comparison. Compliance with 21 CFR 1020.30/32 for radiation control verified.
Technological Characteristics
Mobile C-arm fluoroscopic system. Components: High-frequency inverter generator (12 kW), Toshiba E7833X rotating anode X-ray tube (300k HU), Pixium 2630S flat panel detector. Connectivity: Digital imaging system. Standards: IEC 60601-1, IEC 60601-1-2, IEC 60601-1-3, IEC 60601-2-43, IEC 60601-2-54, ISO 14971. Software includes IODC and MDC algorithms for dose/brightness optimization.
Indications for Use
Indicated for patients undergoing diagnostic, surgical, and interventional fluoroscopic and radiographic procedures, including digital subtraction angiography, orthopedic, neurological, abdominal, vascular, cardiac, critical care, and emergency room applications.
Regulatory Classification
Identification
An image-intensified fluoroscopic x-ray system is a device intended to visualize anatomical structures by converting a pattern of x-radiation into a visible image through electronic amplification. This generic type of device may include signal analysis and display equipment, patient and equipment supports, component parts, and accessories.
Special Controls
*Classification.* Class II (special controls). An anthrogram tray or radiology dental tray intended for use with an image-intensified fluoroscopic x-ray system only is exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to the limitations in § 892.9. In addition, when intended as an accessory to the device described in paragraph (a) of this section, the fluoroscopic compression device is exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to the limitations in § 892.9.
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Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
May 26, 2017
GEMSS MEDICAL SYSTEMS CO., LTD. % Dave Kim Medical Device Regulatory Affairs Mtech Group 8310 Buffalo Speedway Houston, Texas 77025
Re: K163140
Trade/Device Name: SPINEL 12HD Interventional Fluoroscopic Mobile X-ray System Regulation Number: 21 CFR 892.1650 Regulation Name: Image-Intensified Fluoroscopic X-Ray System Regulatory Class: Class II Product Code: OWB, OXO, JAA Dated: April 25, 2017 Received: April 28, 2017
Dear Dave 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. 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 801); medical device reporting of medical devicerelated adverse events) (21 CFR 803); good manufacturing practice requirements as set forth in
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the quality systems (OS) regulation (21 CFR Part 820); and if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
If you desire specific advice for your device on our labeling regulation (21 CFR Part 801), please contact the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm. 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
http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm for the CDRH's Office of Surveillance and Biometrics/Division of Postmarket Surveillance.
You may obtain other general information on your responsibilities under the Act from the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm.
Sincerely.
Robert Ochs
Robert Ochs, Ph.D. Director Division of Radiological Health Office of In Vitro Diagnostics and Radiological Health Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known) K163140
Device Name SPINEL 12HD Interventional Fluoroscopic Mobile X-ray System
Indications for Use (Describe)
SPINEL 12HD Surgical Mobile Fluoroscopic X-ray System is intended to provide fluoroscopic and radiographic imaging of the patient during diagnostic, surgical and interventional procedures. Clinical applications may include but are not limited to digital subtraction angiography, orthopedic, neurological, abdominal, vascular, cardiac, critical care and emergency room procedures.
Type of Use (Select one or both, as applicable):
| <div> <span style="font-size:10px">☑</span> Prescription Use (Part 21 CFR 801 Subpart D) </div> |
|-------------------------------------------------------------------------------------------------------------|
| <div> <span style="font-size:10px">☐</span> Over-The-Counter Use (21 CFR 801 Subpart C) </div> |
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# 510(k) SUMMARY
This summary of 510(k) safety and effectiveness information is being submitted in accordance with requirements of SMDA 1990 and 21 CFR Part 807.92.
Date: May 18, 2016
1. General Information:
Establishment: GEMSS MEDICAL SYSTEMS CO., LTD. 2nd Floor, 29, Dunchon-daero 541 beon-gil, Jungwon-gu, seongnam-si, KOREA, REPUBLIC OF 13216
GMESS MEDICAL SYSTEMS CO., LTD. is the holder/owner for this 510(k).
2. Official Correspondent Contact:
Dave Kim Mtech Group 8310 Buffalo Speedway Houston, TX 77025 TEL : 713-467-2607
FAX : 713-583-8988
E-mail : davekim@mtech-inc.net
3. Device name and Classification
| Trade Name | : SPINEL 12HD Interventional Fluoroscopic Mobile X-ray System |
|---------------------------|---------------------------------------------------------------|
| Classification Name | : Image Intensified Fluoroscopic X-ray System |
| Classification Panel | : Radiology |
| Classification Regulation | : 21 CFR 892. 1650 |
| Device Classification | : Class II |
| Product Code | : OWB, OXO, JAA |
# 4. Legally Marketed Predicated Device
| Trade Name | : KMC-950 |
|----------------------|-----------------------------------------------|
| 510(k) Clearance # | : K032761 |
| Clearance date | : 05/14/2004 |
| Classification Name | : Image Intensified Fluoroscopic X-ray System |
| Classification Panel | : Radiology |
| CFR Section | : 21CFR 892.1650 |
| Device Class | : Class II |
| Product Code | : JAA, OWB, OXO |
#### 5. Reference Device
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| Trade Name | : Artis one Angiographic System |
|----------------------|-----------------------------------------------|
| 510(k) Clearance # | : K133580 |
| Clearance date | : 04/28/2014 |
| Classification Name | : Image Intensified Fluoroscopic X-ray System |
| Classification Panel | : Radiology |
| CRF Section | : 21CFR 892.1650 |
| Device Class | : Class II |
| Product Code | : OWB, JAA, IZI |
# 6. Device Description
The SPINEL 12HD Surgical Mobile Fluoroscopic X-ray System consists of a high voltage (HV) inverter generator, a tube support unit, an X-ray beam limiting device, mobile cart, a detector, operating software, and a tube, and is primarily used in a hospital for diagnosis of diseases in skeletal, respiratory and urinary systems such as the skull, spinal column, chest, abdomen, extremities, and other body parts. This device is not intended to be used for mammography applications.
SPINEL 12HD is a solution to produce radiological images of patient during medical operations. This inverter control X-ray unit visualizes the anatomical structure on screen, which is obtained by X-ray fluoroscopy and a flat panel detector. This system can be applied in emergency room, operation room, cast room or etc. of a hospital.
# 6. Indications for Use
SPINEL 12HD Surgical Mobile Fluoroscopic X-ray System is intended to provide fluoroscopic and radiographic imaging of the patient during diagnostic, surgical and interventional procedures. Clinical applications may include but are not limited to digital subtraction angiography, orthopedic, neurological, abdominal, vascular, cardiac, critical care and emergency room procedures.
# 7. Substantial Equivalence
SPINEL 12HD is substantially equivalent to the commercially available KMC-950 of GEMSS Medical System (K032761). The detailed SE discussion is provided in SECTION 12.
| | Predicate device | Proposed device |
|---------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Model Name | KMC-950 | SPINEL 12HD |
| 510(k) Number | K032761 | |
| Indications for Use | The KMC-950 is intended to provide<br>fluoroscopic and radiographic imaging of the<br>patient during diagnostic, surgical and<br>interventional procedures. Clinical<br>applications may include but are not limited<br>to digital subtraction angiography,<br>orthopedic, neurological, abdominal,<br>vascular, cardiac, critical care and<br>emergency room procedures.<br>The system may be used for other RF<br>imaging application at physician's discretion. | SPINEL 12HD Surgical Mobile Fluoroscopic<br>X-ray System is intended to provide<br>fluoroscopic and radiographic imaging of<br>the patient during diagnostic, surgical and<br>interventional procedures. Clinical<br>applications may include but are not<br>limited to digital subtraction angiography,<br>orthopedic, neurological, abdominal,<br>vascular, cardiac, critical care and<br>emergency room procedures. |
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| | | Predicate device<br>KMC-950 (K032761) | Proposed device<br>SPINEL 12HD<br> | Justification |
|----------------------|------------------------------------------|---------------------------------------------------------|----------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| X-ray tube | Manufacturer | Varian (RAD-99) | Toshiba (E7833X) | New X-ray tube was used for the<br>subject device due to the aspect<br>of cost and supply capacity of the<br>manufacturer. Both X-ray tube<br>have equivalent technical<br>specification. There is no<br>difference in the safety and<br>effectiveness for both X-ray<br>tubes. The following risk factors<br>were considered and reviewed※ |
| | Anode Type | Rotating | Rotating | |
| | Heat Capacity | 300,000 HU | 300,000 HU | |
| | Anode Heat<br>Cooling | 70kHU/min | 70kHU/min | have equivalent technical |
| | Cooling | | | Hazard ID : RM-12HD-01 / RM-<br>12HD-02 / RM-12HD-03 / RM-12HD-<br>09 / RM-12HD-43 / RM-12HD-44 /<br>RM-12HD-45 / RM-12HD-49 / RM-<br>12HD-50 / RM-12HD-51 / RM-12HD-<br>52 / RM-12HD-53 / RM-12HD-70 /<br>RM-12HD-72 / RM-12HD-74 / RM-<br>12HD-75 IEC60601-1, IEC60601-1-3 |
| | Focal size | 0.3mm / 0.6mm | 0.3mm / 0.6mm | |
| | | | | |
| X-ray<br>generator | Manufacturer | POSKOM | POSKOM | |
| | X-ray<br>Generator Type | High frequency /<br>inverter type | High frequency /<br>inverter type | |
| | Power Output | 12 kW | 12 kW | |
| | | | | |
| Fluoroscopic<br>Mode | kV range | 40 to 125 kV See below<br>discussion for<br>differences | 40 to 120 kV See below<br>discussion for<br>differences | Changed X-ray control range to<br>improve output stability and<br>effectiveness compared to the<br>predicate device. |
| | | | | kV → Adjusted the kV range to<br>be aligned with the X-ray<br>exposure setting. |
| | mA range | 0.5 to 5 mA. See below<br>discussion for<br>differences | 0.2 to 10 mA. See<br>below discussion for<br>differences | mA → Adjusted and broadened<br>the mA range for more stable X-<br>ray exams of different human<br>body parts. |
| | Pulse Fluoro | Yes | Yes | ※Hazard ID : RM-12HD-01 / RM-<br>12HD-02 / RM-12HD-03 / RM-12HD-<br>43 / RM-12HD-49 / RM-12HD-50 /<br>RM-12HD-51 / RM-12HD-52 / RM-<br>12HD-53 / RM-12HD-70 / RM-12HD-<br>74 / RM-12HD-75 |
| | ABS function | Yes | Yes | |
| | Snap Shot | 8.0 mA shot available | 6 mA shot available | |
| | Boost Shot | 20.0 mA shot available | 8mA / 20.0 mA shot<br>available | |
| | | | | |
| | | | | |
| Detector | Manufacturer | Thales (TH9428HP2)<br>Image Intensifier | Pixium 2630S Flat<br>Panel Detector (cleared<br>under K133580) | The new digital FPD of the<br>subject device has better<br>performance specification<br>compared to the image intensifier<br>of the predicate device in terms<br>of image quality and resolution.<br>The following risk factors have<br>been considered and reviewed. |
| | Size | 9" | 11.3 x 10.3 " | |
| | Magnification | 9" / 6" / 4.5" | 10 " / 9" / 7-7/8" / 4.5"<br>(square) | |
| | DQE | 65 | 70 (@ 0 lp/mm) | |
| | MTF | 92 (@ 2 lp/cm) | 59 (@ 1 lp/mm) | |
| | Central<br>resolution | 48 μm | 92 μm (184 μm in 2x2<br>binning) | ※Hazard ID : RM-12HD-04 / RM-<br>12HD-16 / RM-12HD-17 / RM-12HD-<br>18 / RM-12HD-19 / RM-12HD-20 /<br>RM-12HD-21 / RM-12HD-22 / RM-<br>12HD-23 / RM-12HD-37 / RM-12HD-<br>54 / RM-12HD-64 / RM-12HD-65 /<br>RM-12HD-71 / RM-12HD-73 |
| | Pixel size | | 1800 (h) x 1500 (v) | |
| | | | | |
| Camera | Manufacturer | | | |
| | Manufacturer | RAYSIS | N/A | N/A |
| | Type | ½" CCD | N/A | N/A |
| | Active pixels | 512 x 512 | N/A | N/A |
| C-arm | Manufacturer | | | The range of C-arm movement<br>has been broadened to result the<br>coverage of larger region of<br>interest during a patient exam.<br>The following risk factors have<br>been considered an reviewed.<br>※Hazard ID : RM-12HD-10 / RM-<br>12HD-25 / RM-12HD-28 / RM-12HD-<br>29 / RM-12HD-30 / RM-12HD-32 /<br>RM-12HD-33 / RM-12HD-34 / RM-<br>12HD-35 / RM-12HD-36 / RM-12HD-<br>37 / RM-12HD-38 / RM-12HD-39 /<br>RM-12HD-40 / RM-12HD-41 / RM-<br>12HD-42 / RM-12HD-56 / RM-12HD-<br>57 / RM-12HD-58 / RM-12HD-67 /<br>RM-12HD-68 / RM-12HD-69 |
| | Manufacturer | GEMSS medical<br>Systems Co., Ltd | GEMSS medical<br>Systems Co., Ltd | |
| | SID | 950mm | 1000mm | |
| | Range of C-ram<br>Rail Rotation | 115° (90° / 25°) | 165° (120° / 45°) | |
| | Range of the<br>Liner FR-arm<br>Movement | 200 mm | 220 mm | |
| | Range of the<br>Linear T-arm<br>Movement | 500 mm | 500 mm | |
| | Range of<br>Swing-arm<br>Rotation | ± 12.5° | ± 12.5° | |
| | Range of Stay-<br>arm Rotation | 360° | 225° | |
| Image<br>Processing | Storage<br>Capacity | Digital | Digital | The monitor size has increased to<br>provide better image viewing<br>experience for the user.<br>※Hazard ID : RM-12HD-04 / RM-<br>12HD-65 |
| | Image Matrix<br>Size | 5,000 images | 5,000 images | |
| | Monitor Size | 17" | 19" | |
| Collimator | Model Name | KMC-950CM | SPINEL 12HDCMR | |
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8. Summary of technological characteristics of the device compared to the predicate device
The indications for use, operating principle, technical specifications such as X-ray tube head and generator as well as safety characteristics of SPINEL 12HD are identical to those of the predicate device. SPINEL 12HD is designed as a set of components (X-ray tube and housing, detector, digital imaging system, collimator, qenerator etc.) similar to the predicate device KMC-950 (K032761). Based on the recognized standard conformity evidences related to electro-, mechanical-, software-, and risk management, GEMSS Medical System certifies that technological characteristics of SPINEL 12HD are substantially equivalent to KMC-950, the predicate device. SPINEL 12HD consists of many critical parts same as KMC-950, the predicate device (Collimator, X-ray imager, digital image processing and viewing program, C-arm, etc.),
Even though the hardware specification of X-ray generator is the same, the operating ranges of KV and mA setting of SPINEL 12HD are different compared to KMC-950 to improve the effectiveness of the fluoroscopic exam of different human body type.
- The X-ray Generator for the subject and predicate device have the identical specification. The dose difference is small under the same irradiation conditions.
The SID and the location of ISO center is different for the subject device compared to the predicate
device which results a difference in the dose measurement. The measurement was done 150mm away from the ISO center toward the tube.
→ The measurement distance from the X-ray tube for SPINEL 12HD is longer than the distance
between the measurement position of the tube of the KMC-950 resulting the dose of slightly lower overall.
The viewing software of the subject device is an updated version of CXV viewing software also used for the The subject device is equipped with a digital flat panel detector with higher DQE and predicate device. MTF performance characteristics compared to the predicate device. The pixel size (1800x1500) of the subject device is better than the active pixel (512x512) of the predicate device. The safety and effectiveness of Pixium 2630S flat panel detector equipped for SPINEL 12HD has been reviewed and cleared by FDA under 510k No: K133580.
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The V&V Report for Intelligent object dose control (IODC) and Metal Detected Control (MDC) for SPINEL 12HD contains the software quality and performance testing activities.
The Intelligent Object Dose Control (IODC) is a function to adjust the intensity of the X-ray using the detected object, and the brightness of the desired image can be obtained by optimizing the function of ABC (Auto Brightness Control) according to the distribution of the detected object.
With metal detected control, the brightness of the image is adjusted by distinquishing the attributes of the human body and the attributes of the metal, and reflecting only the attributes of the human body except for the metal part
Both IODC and MDC function are added to optimize (Check the type and position of the object and perform fast process speed and accurate processing.) the ABC function which is already included in the predicate.
The report also contains the device hazard analysis related to IODC and MDC. The images of before and after applying each function have been compared which validates the efficacy of both IODC and MC functions.
The differences between the subject and predicate device do not introduce any new safety or effectiveness concerns for SPINEL 12HD and the sponsor concludes that SPINEL 12HD is substantially equivalent with KMC-950, the predicated device.
- 9. General Safety and Effectiveness Concern
To minimize electrical, mechanical, and radiation hazards, GEMSS MEDICAL SYSTEMS CO., LTD. adheres to established industry practice and all equipment are in compliance with the relevant FDA and international standards.
Electrical, EMC, mechanical safety and performance testing according to FDA recognized standards were performed as verification and validation activities to verify the safety and effectiveness of SPINEL 12HD. Engineering testing and standards compliance testing were successfully conducted and did not raise any new safety questions or concerns or identify new risks. The instruction for use is included within the device labeling, and the information provided will enable the user to operate the device in a safe and effective manner.
. All test results were satisfactory. Applied standards are as follows:
- > IEC60601-1:2005
- A IEC60601-1-2:2007
- A IEC60601-1-3:2008
- ▲ IEC60601-2-43: 2010
- IEC60601-2-54:2009 A
- A NEMA PS 3.1-3.20
- A ISO14971:2012
The subject device meets EPRC regulation requirements.
- A 21CFR1020.30
- A 21CFR1020.32
FDA quidance documents:
- > FDA quidance for SSXI devices,
- A FDA guidance for the Content of Premarket Submissions for Software Contained in Medical Devices
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Based on the robust set of results from the non-clinical studies that have been performed, SPINEL 12HD has been found to be substantially equivalent to the predicate device as well as found to be a safe and effective surgical mobile fluoroscopic X-ray imaging system.
# 10. Conclusion as to Substantial Equivalence
SPINEL 12HD is substantially equivalent to the predicate device KMC-950 (K032761). These two devices are same or very similar in the intended use, the design principle, the performance and the applicable standards. Some characteristics, for example, capacity of X-ray tube housing and generators, X-ray imager as well as user interfaces are different. However, the compliance reports and descriptions in this submission STED provide demonstration that these differences do not raise any new questions of safety and effectiveness. Therefore, it is the sponsor's opinion that SPINEL 12HD is substantially equivalent with the predicate device KMC-950 (K0327618).
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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.