K172159 · Maquet GmbH · FLE · Jan 30, 2018 · General Hospital
Device Facts
Record ID
K172159
Device Name
Getinge GSS67N Series Steam Sterilizer
Applicant
Maquet GmbH
Product Code
FLE · General Hospital
Decision Date
Jan 30, 2018
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 880.6880
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The Getinge GSS67N Series Steam Sterilizer is intended for use by health care facilities to sterilize wrapped and unwrapped, porous and nonporous heat and moisture stable items such as surgical instruments and linens by means of pressurized steam. The GSS67N Series Steam Sterilizer is available in 3 models differentiated by chamber length; GSS67N Model 6710 (39 inch chamber), GSS67N Model 6713 (51 inch chamber) and GSS67N Model 6717 (67 inch chamber).
Device Story
The Getinge GSS67N Series Steam Sterilizer is a floor-standing device used in healthcare facilities to sterilize heat and moisture-stable items. It utilizes pressurized saturated steam as the sterilizing agent. The device features three chamber lengths (39, 51, and 67 inches) and employs gravity/downward displacement with positive pulse conditioning and pressure/vacuum pulsing for air removal. A vacuum pump is used for air removal. The system is operated via an updated touchscreen display, which allows users to select from 11 standard cycles (Prevac, Gravity, IUSS, Liquids, and Leak Test) or designate custom cycle names. The control system sequences and monitors all cycle phases, providing audible and visual notifications of parameter deviations. The device ensures sterility by achieving specific time-at-temperature requirements (F0 value of at least 12) and biological indicator kill. It benefits patients by ensuring the sterility of surgical instruments and linens, thereby reducing the risk of healthcare-associated infections.
Clinical Evidence
No clinical data. Bench testing only. Validation performed per ANSI/AAMI ST8:2013. Testing included empty chamber thermal distribution, fabric process challenge packs, wrapped instrument process challenge devices, IUSS unwrapped nonporous process challenge devices, and liquid load cycles. All cycles demonstrated a sterility assurance level (SAL) of at least 10^-6, complete biological indicator kill, and adherence to moisture retention limits. Software validation performed per FDA guidance; electrical safety and EMC testing per IEC 61010-1, IEC 61010-2-040, and IEC 61326:2013.
Indicated for use in health care facilities to sterilize wrapped and unwrapped, porous and nonporous heat and moisture stable items, including surgical instruments and linens, using pressurized steam.
Regulatory Classification
Identification
A steam sterilizer (autoclave) is a device that is intended for use by a health care provider to sterilize medical products by means of pressurized steam.
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January 30, 2018
Maquet GmbH Holger Ullrich Director Product Compliance Kehler Strasse 31 Rastatt, 76437 De
Re: K172159
Trade/Device Name: Getinge GSS67N Series Steam Sterilizer Regulation Number: 21 CFR 880.6880 Regulation Name: Steam Sterilizer Regulatory Class: Class II Product Code: FLE Dated: December 27, 2017 Received: December 28, 2017
Dear Holger Ullrich:
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 device-related adverse events) (21 CFR 803); good manufacturing practice requirements as set forth in 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.
{1}------------------------------------------------
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.
For comprehensive regulatory information about medical devices and radiation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/MedicalDevices/DeviceRegulationandGuidance/) and CDRH Learn (http://www.fda.gov/Training/CDRHLearn). 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 (http://www.fda.gov/DICE) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,
# Michael J. Ryan -S
for Tina Kiang, Ph.D. Acting Director Division of Anesthesiology. General Hospital, Respiratory, Infection Control, and Dental Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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## Indications for Use
510(k) Number (if known) K172159
Device Name Getinge GSS67N Series Steam Sterilizer
#### Indications for Use (Describe)
The Getinge GSS67N Series Steam Sterilizer is intended for use by health care facilities to sterilize wrapped and unwrapped, porous and nonporous heat and moisture stable items such as surgical instruments and linens by means of pressurized steam. The GSS67N Series Steam Sterilizer is available in 3 models differentiated by chamber length; GSS67N Model 6710 (39 inch chamber), GSS67N Model 6713 (51 inch chamber) and GSS67N Model 6717 (67 inch chamber).
List of available cycles: See table below
| Type of Use (Select one or both, as applicable) | |
|-------------------------------------------------|--|
|-------------------------------------------------|--|
Prescription Use (Part 21 CFR 801 Subpart D)
|X | Over-The-Counter Use (21 CFR 801 Subpart C)
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# Getinge GSS67N Series Steam Sterilizer Cycles and Load Chart
| Cycle Type | Factory Settings | | | Load Configuration<br>(Note 1) | Maximum Items per<br>Chamber Length | | |
|----------------------------|----------------------|------------------|--------------------------------------------|----------------------------------------------------------------------------|-------------------------------------|----------------------------|----------------------------|
| | Exp.<br>Temp. | Exp.<br>Time | Drying<br>Time | | 6710<br>1000mm<br>(39 in.) | 6713<br>1300mm<br>(51 in.) | 6717<br>1700mm<br>(67 in.) |
| PREVAC 1 | 135.0°C<br>(275.0°F) | 3 min | 16 min | Double-wrapped instrument<br>trays, up to 11.3 kg (25.0 lb)<br>(per tray) | 8 | 12 | 16 |
| PREVAC 2 | 135.0°C<br>(275.0°F) | 3 min | 3 min<br>(Note 4) | Fabric Packs | 18 | 24 | 30 |
| PREVAC 4 | 132.2°C<br>(270.0°F) | 4 min | 30 min | Double-wrapped instrument<br>trays, up to 11.3 kg (25.0 lb)<br>(per tray) | 8 | 12 | 16 |
| PREVAC 5 | 132.2°C<br>(270.0°F) | 4 min | 5 min<br>(Note 4) | Fabric packs | 18 | 24 | 30 |
| B & D TEST | 134°C<br>(273.0°F) | 3 min,<br>30 sec | 0 min | 1 B&D Test Pack in an<br>EMPTY chamber (other than<br>loading accessories) | 1 Test<br>Pack | 1 Test<br>Pack | 1 Test<br>Pack |
| GRAVITY 1 | 121.1°C<br>(250.0°F) | 30 min | 45 min | Double-wrapped instrument<br>trays, up to 11.3 kg (25.0 lb)<br>(per tray) | 8 | 12 | 16 |
| GRAVITY 1 | | | | Fabric packs | 18 | 24 | 30 |
| GRAVITY 2 | 135.0°C<br>(275.0°F) | 10 min | 45 min | Double-wrapped instrument<br>trays, up to 11.3 kg (25.0 lb)<br>(per tray) | 8 | 12 | 16 |
| GRAVITY 2 | | | | Fabric packs | 18 | 24 | 30 |
| GRAVITY 3 | 132.2°C<br>(270.0°F) | 15 min | 45 min | Double-wrapped instrument<br>trays, up to 11.3 kg (25.0 lb)<br>(per tray) | 8 | 12 | 16 |
| GRAVITY 3 | | | | Fabric packs | 18 | 24 | 30 |
| IUSS 1<br>Vac<br>(Note 7) | 135.0°C<br>(275.0°F) | 3 min | 1 min<br>(Note 4) | Instrument Tray (25lb) | 1 | 1 | 1 |
| (Note 7) | | | | Single Instrument Tray | 1 | 1 | 1 |
| IUSS 2<br>Grav<br>(Note 7) | 135.0°C<br>(275.0°F) | 10 min | 0.5 min<br>(Note 4) | Instrument Tray (25lb) | 1 | 1 | 1 |
| | | | | Single Instrument/Tray | 1 | 1 | 1 |
| IUSS 3<br>Grav<br>(Note 7) | 132.2°C<br>(270.0°F) | 4 min | 1 min<br>(Note 4) | Instrument Tray (25lb) | 1 | 1 | 1 |
| | | | | Single Instrument/Tray | 1 | 1 | 1 |
| LIQUIDS | 121.1°C<br>(250.0°F) | 45 min | 3 kPa/min<br>(0.44<br>psi/min)<br>(Note 3) | Each container<br>1000 mL (34 fl oz) or smaller<br>(Notes 5, 6) | 3 | 3 | 3 |
| LEAK TEST<br>(Note 2) | 131.1°C<br>(268.0°F) | N/A | N/A | Empty Chamber<br>(other than loading<br>accessories) | – | – | – |
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#### NOTE: Liquid Cycles are not intended for the sterilization of liquids used for direct patient contact.
TABLE NOTES:
- 1. The load configurations listed in these tables are those used during testing validations of the sterilizer. These configurations follow AAM Standard ST8: Hospital steam sterilizers where applicable (fabric packs are process challenge devices as described in ANSI/AAMI ST8 and were made to be consistent with the packs described in ANSI/AAMI ST8). For guidance on processing loads in the sterilizer, refer to AAM Standard ST79: Comprehensive guide to steam sterility assurance in health care facilities.
- 2. Vacuum leak test parameters are not adjustable.
- 3. Cooldown rate
- 4. Items may NOT be dry at the end of the following cycles:
- · IUSS 1, 2, 3
- PREVAC 2
- PREVAC 5
Drying time may be added if required.
- 5. Facility must validate the cycle if the load includes containers larger than 1000 mL (34 fl oz).
- 6. Use vented or open containers only.
- 7. The recommended minimum exposure time and temperature for unwrapped, nonporous loads (e.g., metal instruments) that are sterilized for immediate use is 3 minutes at 132°C (270°F) or 135°C (275°F).
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# K172159 510(k) SUMMARY
# Getinge GSS67N Series Steam Sterilizer
| Submitted by: | Maquet GmbH<br>Kehler Strasse 31<br>Rastatt DE-BW<br>Germany 76437 |
|------------------------|----------------------------------------------------------------------------------------------------------------|
| Contact Person: | Barb Smith, RAC<br>Sr. Regulatory Affairs Specialist<br>Phone: (585) 214-6049<br>Email: barb.smith@getinge.com |
| Date prepared: | Jan 30, 2018 |
| Proprietary Name: | GSS67N Series Steam Sterilizer |
| Common Name: | Steam Sterilizer |
| Device Classification: | Steam Sterilizer (80 FLE)<br>Class II, as listed per 21 CFR 880.6880 |
| Predicate Device: | Getinge 633HC Series Steam Sterilizer [K070657] |
## Description of Device:
The Getinge GSS67N Series Steam Sterilizer is designed for sterilization of heat and moisture stable materials used in healthcare facilities. There are three model designations to identify three different chamber lengths. The model 6710 is 1000 mm (39") long, model 6713 is 1300 mm (51") long and model 6717 is 1700 mm (67") lona.
The Getinge GSS67N Series Steam Sterilizer employs both gravity/downward displacement with positive pulse conditioning and pressure/vacuum pulsing for dynamic air removal. Up to 11 standard cycles can be easily accessed and custom cycle names can be designated by the user. All cycle phases are sequenced and monitored by the control system, providing both audible and visual notification of deviation from certain operating parameters.
#### Intended Use:
The Getinge GSS67N Series Steam Sterilizer is intended for use by health care facilities to sterilize wrapped and unwrapped, porous and nonporous heat and moisture stable items such as surgical instruments and linens by means of pressurized steam. The GSS67N Series Steam Sterilizer is available in 3 models differentiated by chamber length; GSS67N Model 6710 (39 inch chamber), GSS67N Model 6713 (51 inch chamber) and GSS67N Model 6717 (67 inch chamber).
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# List of available cycles:
| Cycle Type | Factory Settings | | | Load Configuration<br>(Note 1) | Maximum Items per<br>Chamber Length | | |
|----------------------------|----------------------|------------------|--------------------------------------------|----------------------------------------------------------------------------|-------------------------------------|----------------------------|----------------------------|
| | Exp.<br>Temp | Exp.<br>Time | Drying<br>Time | | 6710<br>1000mm<br>(39 in.) | 6713<br>1300mm<br>(51 in.) | 6717<br>1700mm<br>(67 in.) |
| PREVAC 1 | 135.0°C<br>(275.0°F) | 3 min | 16 min | Double-wrapped instrument<br>trays, up to 11.3 kg (25.0 lb)<br>(pertray) | 8 | 12 | 16 |
| PREVAC 2 | 135.0°C<br>(275.0°F) | 3 min | 3 min<br>(Note 4) | Fabric Packs | 18 | 24 | 30 |
| PREVAC 4 | 132.2°C<br>(270.0°F) | 4 min | 30 min | Double-wrapped instrument<br>trays, up to 11.3 kg (25.0 lb)<br>(pertray) | 8 | 12 | 16 |
| PREVAC 5 | 132.2°C<br>(270.0°F) | 4 min | 5 min<br>(Note 4) | Fabric packs | 18 | 24 | 30 |
| B & D TEST | 134°C<br>(273.0°F) | 3 min,<br>30 sec | 0 min | 1 B&D Test Pack in an<br>EMPTY chamber (other than<br>loading accessories) | 1 Test<br>Pack | 1 Test<br>Pack | 1 Test<br>Pack |
| GRAVITY 1 | 121.1°C<br>(250.0°F) | 30 min | 45 min | Double-wrapped instrument<br>trays, up to 11.3 kg (25.0 lb)<br>(pertray) | 8 | 12 | 16 |
| | | | | Fabric packs | 18 | 24 | 30 |
| GRAVITY 2 | 135.0°C<br>(275.0°F) | 10 min | 45 min | Double-wrapped instrument<br>trays, up to 11.3 kg (25.0 lb)<br>(pertray) | 8 | 12 | 16 |
| | | | | Fabric packs | 18 | 24 | 30 |
| GRAVITY 3 | 132.2°C<br>(270.0°F) | 15 min | 45 min | Double-wrapped instrument<br>trays, up to 11.3 kg (25.0 lb)<br>(pertray) | 8 | 12 | 16 |
| | | | | Fabric packs | 18 | 24 | 30 |
| IUSS 1<br>Vac<br>(Note 7) | 135.0°C<br>(275.0°F) | 3 min | 1 min<br>(Note 4) | Instrument Tray (25lb) | 1 | 1 | 1 |
| | | | | Single Instrument Tray | 1 | 1 | 1 |
| IUSS 2<br>Grav<br>(Note 7) | 135.0°C<br>(275.0°F) | 10 min | 0.5 min<br>(Note 4) | Instrument Tray (25lb) | 1 | 1 | 1 |
| | | | | Single Instrument/Tray | 1 | 1 | 1 |
| IUSS 3<br>Grav<br>(Note 7) | 132.2°C<br>(270.0°F) | 4 min | 1 min<br>(Note 4) | Instrument Tray (25lb) | 1 | 1 | 1 |
| | | | | Single Instrument/Tray | 1 | 1 | 1 |
| LIQUIDS | 121.1°C<br>(250.0°F) | 45 min | 3 kPa/min<br>(0.44<br>psi/min)<br>(Note 3) | Each container<br>1000 mL (34 fl oz) or smaller<br>(Notes 5, 6) | 3 | 3 | 3 |
| LEAK TEST<br>(Note 2) | 131.1°C<br>(268.0°F) | N/A | N/A | Empty Chamber<br>(other than loading<br>accessories) | — | — | — |
## Getinge GSS67N Series Steam Sterilizer Cycles and Load Chart
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Maquet GmbH Getinge Group FDA 510(k) Summary Device: GSS67N Series Steam Sterilizer
#### NOTE: Liquid Cycles are not intended for the sterilization of liquids used for direct patient contact.
TABLE NOTES:
- 1. The load configurations listed in these tables are those used during testing validations of the sterilizer. These configurations follow AAMI Standard ST8: Hospital steam sterilizers where applicable (fabric packs are process challenge devices as described in ANSI/AAMI ST8 and were made to be consistent with the packs described in ANSI/AAMI ST8). For guidance on processing loads in the sterilizer, refer to AAMI Standard ST79: Comprehensive guide to steam sterility assurance in health care facilities.
- 2. Vacuum leak test parameters are not adjustable.
- 3. Cooldown rate
- 4. Items may NOT be dry at the end of the following cycles:
- · IUSS 1, 2, 3
- PREVAC 2
- PREVAC 5
Drying time may be added if required.
5. Facility must validate the cycle if the load includes containers larger than 1000 mL (34 fl oz).
- 6. Use vented or open containers only.
7. The recommended minimum exposure time and temperature for unwrapped, nonporous loads (e.g., metal instruments) that are sterilized for immediate use is 3 minutes at 132°C (270°F) or 135°C (275°F).
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## Comparisons to Predicate Device:
Similarities between the Getinge GSS67N Series Steam Sterilizer and the identified predicate device (Getinge 633HC Series Steam Sterilizer) are:
- · Intended use is the same: Intended for use by health care facilities to sterilize wrapped and unwrapped, porous and nonporous heat and moisture stable items such as surgical instruments and linens by means of pressurized steam.
- · Operating Principle is the same: Saturated steam is the sterilizing agent.
- · Materials of construction are the same: Vessel material is Stainless Steel SA240. There is no direct patient contact associated with this device.
- · Cycle Types: The cycle types offered are the same; Prevacuum, Gravity, Immediate Use (Flash) and Liquids (not for sterilization of liquids used directly for patient contact).
- · Performance Testing: Factory recommended cycles were tested per industry standards and guidelines and effectiveness of sterilizer function was demonstrated by complete kill of biological indicators. Getinge Sterilizers have been validated to meet the requirements of ANSI/AAMI ST8 Hospital Steam Sterilizers.
The differences between the Getinge GSS67N Series Steam Sterilizer and the predicate device (Getinge 633HC Series Steam Sterilizer) are:
- · The Getinge GSS67N series provides standard cycles validated to the current AAMI ST8:2013 Hospital Steam Sterilizers standard and thus provides testing of instrument trays up to 25 lbs. In addition the GSS67N has included 132°C cycles that were not validated on the predicate device.
- · The Getinge GSS67N Series Steam Sterilizer offers one larger vessel size than the 633HC Series.
- · The Getinge GSS67N Series Steam Sterilizer removes air from the chamber by means of a vacuum pump as opposed to a water injector (used in 633HC predicate) thus allowing for less water usage.
- · The Getinge GSS67N Series Steam Sterilizer has an updated touchscreen display.
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## Summary of Performance Testing:
Factory recommended cycles were tested per industry standards and quidelines and effectiveness of sterilizer function was demonstrated by complete kill of biological indicators. Getinge GSS67N Series Steam Sterilizers have been validated to meet the requirements of ANSI/AAMI ST8:2013 Hospital Steam Sterilizers.
The results of Getinge GSS67N Series Steam Sterilizer validation testing demonstrate that the sterilizer performs as intended. Summary of testing:
- Empty chamber testing performed for all cvcles as described in ANSI/AAMI . ST8:2013 Hospital Steam Sterilizers section 5.4.2.5. The results demonstrated that the sterilizer is capable of providing steady-state thermal conditions within the chamber that are consistent with the predicated sterility assurance level (SAL) in the load.
- . All PREVAC and GRAVITY cycles were validated using fabric process challenge packs as described in ANSI/AAMI ST8:2013 section 5.5.2. The results from this testing demonstrated a sterility assurance level of at least 10° through achievement of time at temperature sufficient to produce an Fo value of at least 12. complete Bl kill and moisture retention of less than 3% increase in pre-sterilization test pack weight including no visible wet spots.
- All PREVAC (excluding PREVAC 2 and PREVAC 5 that have shortened drying . times) and GRAVITY cycles were validated using wrapped instrument process challenge devices as described in ANSI/AAMI ST8:2013 section 5.5.4. The results from this testing demonstrated a sterility assurance level of at least 10° through achievement of time at temperature sufficient to produce an Fo value of at least 12, complete Bl kill and moisture retention of less than 20% increase in pre-sterilization weight of the towel including no visible wet spots on the outer wrapper.
- . All Immediate Use (IUSS) cycles were validated using an unwrapped nonporous process challenge device as described in ANSI/AAMI ST8:2013 section 5.5.5. The results from this testing demonstrated a sterility assurance level of at least 10° through achievement of time at temperature sufficient to produce an Fo value of at least 12 and complete BI kill.
- Liquid loads cycles were validated using 3 one liter flasks as described in . ANSI/AAMI ST8:2013 section 5.5.3. The results from this testing demonstrated a sterility assurance level of at least 10° through achievement of time at temperature sufficient to produce an Fo value of at least 12, complete Bl kill and water loss not exceeding 50ml.
- Bowie Dick cycle was validated using the Bowie-Dick test pack as described in . ANSI/AAMI ST8:2013 section 5.6.1.1.
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- . The software validation for the cycle operation was performed according to FDA guidance document "Guidance for the Content of Premarket Submissions for Software Contained in Medical Devices".
- . The electrical safety and EMC testing was completed per IEC 61010-1 "Safety requirements for electrical equipment for measurement, control, and laboratory use, Part 1: General requirements" (IEC 61010-1:2010 (Third Edition) +A1:2016; IEC 6101-2-040 "Safety requirements for electrical equipment for measurement, control, and laboratory use Part 2-040, Particular requirements for sterilizers and washer-disinfectors used to treat medical materials; and IEC 61326:2013 "Electrical Equipment for Meassurement, Control and Laboratory Use - EMC requirements", Part 1: General Requirements".
## Clinical Data:
No clinical data is required for this device classification submission.
#### Conclusion:
The GSS67N Series Steam Sterilizer meets the applicable requirements of AAMI ST8:2013 performance standards. The conclusions drawn from the nonclinical tests demonstrate that the device is as safe, as effective, and performs as well as or better than the legally marketed device K070657.
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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.