The trophon2 is designed to provide High-Level Disinfection (HLD) of validated ultrasound probes. High-Level Disinfection is achieved by surface exposure to a controlled dose of hydrogen peroxide mist delivered to a disinfection chamber containing the ultrasound probe. The trophon2 system consists of a multiple use instrument combined with a single use disinfectant "trophon Sonex-HL", delivered from a multi-dose cartridge. The trophon2 is suitable for use in general hospital and health care facilities by trained personnel. The trophon Sonex-HL should be used with the following contact conditions: Minimum Operational Cycle Time: 7 minutes Minimum Concentration: 31.5% Minimum Disinfectant Dose: 1.0 g Minimum Chamber Temperature: 56℃
Device Story
The trophon2 is a software-controlled electromechanical system for high-level disinfection (HLD) of ultrasound transducers. It uses a multi-dose cartridge of hydrogen peroxide (trophon Sonex-HL) to generate a liquid aerosol mist within a sealed disinfection chamber. The device automates the disinfection and aeration cycle, monitoring time, temperature, and dose. It features a color touch screen, RFID for traceability, and Ethernet/USB connectivity for network integration. Used in hospitals and clinics by trained personnel, the device ensures probe safety via a chemical indicator (K103126) to verify disinfectant delivery. The system improves upon the predicate Trophon EPR by offering a more regularized chamber shape, enhanced user interface, and improved sub-assembly design, facilitating effective disinfection of irregular probes while maintaining established HLD efficacy standards.
Clinical Evidence
No clinical data. Bench testing only. Testing included electromechanical and EMC testing, biocompatibility, microbiological efficacy, process parameter validation, materials compatibility, disinfectant stability, and chemical indicator verification. Results met all acceptance criteria.
Technological Characteristics
Software-controlled electromechanical system. Uses 35% hydrogen peroxide in multi-dose cartridges. Disinfection via liquid aerosol mist and automated aeration. Features color touch screen, RFID module, 3 USB ports, and 1 Ethernet port. Standards: IEC 61010-1, IEC 61010-2-040, IEC 61326, IEC 62304, ISO 62366-1/-2, ISO 10993, ISO 14971.
Indications for Use
Indicated for high-level disinfection of validated ultrasound probes in general hospital and healthcare facilities by trained personnel.
Regulatory Classification
Identification
A diagnostic ultrasonic transducer is a device made of a piezoelectric material that converts electrical signals into acoustic signals and acoustic signals into electrical signals and intended for use in diagnostic ultrasonic medical devices. Accessories of this generic type of device may include transmission media for acoustically coupling the transducer to the body surface, such as acoustic gel, paste, or a flexible fluid container.
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Image /page/0/Picture/0 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 the FDA logo, which 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.
April 24, 2018
Nanosonics Limited Ruth Cremin, Ph.D. Head of Regulatory Affairs 14 Mars Road Lane Cove, NSW 2066 Australia
Re: K173865
Trade/Device Name: trophon2 Regulation Number: 21 CFR 892.1570 Regulation Name: Diagnostic ultrasonic transducer Regulatory Class: Class II Product Code: OUJ Dated: March 23, 2018 Received: March 26, 2018
Dear Ruth Cremin:
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 (QS) regulation (21 CFR Part 820);
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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 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 mediation-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,
# Geeta K. Pamidimukkala -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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#### DEPARTMENT OF HEALTH AND HUMAN SERVICES Food and Drug Administration
#### Indications for Use
510(k) Number (if known) K173865
Device Name trophon2
Indications for Use (Describe)
The trophon2 is designed to provide High-Level Disinfection (HLD) of validated ultrasound probes. High-Level Disinfection is achieved by surface exposure to a controlled dose of hydrogen peroxide mist delivered to a disinfection chamber containing the ultrasound probe.
The trophon2 system consists of a multiple use instrument combined with a single use disinfectant "trophon Sonex-HL", delivered from a multi-dose cartridge.
The trophon2 is suitable for use in general hospital and health care facilities by trained personnel.
The trophon Sonex-HL should be used with the following contact conditions: Minimum Operational Cycle Time: 7 minutes Minimum Concentration: 31.5% Minimum Disinfectant Dose: 1.0 g Minimum Chamber Temperature: 56℃
Type of Use (Select one or both, as applicable)
Prescription Use (Part 21 CFR 801 Subpart D)
Over-The-Counter Use (21 CFR 801 Subpart C)
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Image /page/3/Picture/0 description: The image shows the Nanosonics logo. The word "nanosonics" is written in a combination of blue and gray letters. Below the word, the phrase "Infection Prevention. For Life." is written in a smaller font.
# 510(k) Summary: K173865
| 510(k) Owner: | Nanosonics Limited<br>14 Mars Road<br>Lane Cove, NSW, 2066<br>Australia<br>Ph: +61 2 8063 1600<br>Fax: +61 2 9317 5010 |
|----------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Contact Person: | Dr. Frederic Bustos<br>Head of Regulatory Affairs<br>Nanosonics Limited<br>14 Mars Road<br>Lane Cove, NSW 2066<br>Ph: +61 2 8063 1600<br>Fax: +61 2 9317 5010 |
| Brand Name: | trophon2 |
| Common Name: | Hydrogen Peroxide High-Level Disinfection system for<br>ultrasound transducers |
| Classification Name: | 21CFR 892.1570 – High Level Disinfection Reprocessing<br>Instrument for Ultrasonic Transducers, Mist |
| Product Code: | OUJ |
| Regulatory Class: | II |
| Predicate Devices: | Trophon EPR (K103059)<br>Nanosonics Limited |
| Date Prepared: | April 23, 2018 |
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Image /page/4/Picture/0 description: The image shows the logo for Nanosonics. The word "nanosonics" is written in a combination of blue and gray colors. Below the word "nanosonics" is the phrase "Infection Prevention. For Life." in a smaller font size.
#### Description of the Device:
The trophon2 is a software controlled device which provides High-Level Disinfection of ultrasound transducers. The device consists of a sealed disinfection chamber and operates in conjunction with a multi-dose cartridge of concentrated hydrogen peroxide disinfectant "trophon Sonex- HL".
Pre-cleaned and dried ultrasound transducers are placed within the trophon2 chamber and disinfected by means of an automated disinfection and aeration cycle.
The disinfected ultrasound transducer is removed from the chamber, wiped and is ready for immediate use.
#### Indications for Use:
The trophon2 is designed to provide High-Level Disinfection (HLD) of validated ultrasound probes. High-Level Disinfection is achieved by surface exposure to a controlled dose of hydrogen peroxide mist delivered to a disinfection chamber containing the ultrasound probe.
The trophon2 system consists of a multiple use instrument combined with a single use disinfectant "trophon Sonex-HL", delivered from a multi-dose cartridge.
The trophon2 is suitable for use in general hospital and health care facilities by trained personnel.
The trophon Sonex-HL should be used with the following contact conditions:
| Minimum Operational Cycle Time: | 7 minutes |
|---------------------------------|-----------|
| Minimum Concentration: | 31.5% |
| Minimum Disinfectant Dose: | 1.0 g |
| Minimum Chamber Temperature: | 56°C |
#### Detailed Predicate device comparison:
The trophon2 is similar to the legally marketed Trophon EPR manufactured by Nanosonics and cleared under 510(k) K103059.
The trophon Sonex-HL is the same disinfectant that is cleared under K103059.
The trophon2 device and the predicate Trophon EPR use a validated and controlled automated cycle to deliver measured doses of disinfectant to a chamber which contains the pre-cleaned and dried ultrasound transducer requiring disinfection.
Both the trophon EPR and the trophon2 require the use of the Trophon Chemical Indicator to verify for each cycle the correct delivery of the disinfectant.
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Image /page/5/Picture/0 description: The image shows the logo for "nanosonics". The word "nano" is in blue, and the word "sonics" is in gray. Underneath the word "sonics" is the phrase "Infection Prevention. For Life.", with the words "Infection Prevention." in gray and the words "For Life." in blue.
### Intended Use
The intended Use of the trophon2 is the same as the Trophon EPR, they are both intended for the High Level Disinfection of ultrasound probes under the same defined conditions.
## Similarities between trophon2 device and the predicate device
- Both the trophon2 device and the predicate Trophon EPR are High-Level Disinfecting systems for Ultrasound transducers.
- . Both devices are software controlled electromechanical devices which use a validated, automated cycle to deliver measured dose of hydrogen peroxide disinfectant to a chamber which contains the transducer to be disinfected.
- The trophon2 and predicate both monitor and control the disinfection parameters of time, temperature and dose delivery.
- Both devices are used in general hospital and health care facilities to achieve High-Level Disinfection of ultrasound transducers.
- . The same Trophon Chemical indicator (K103126) is used in both devices as a means to confirm delivery of the disinfectant.
## Differences between trophon2 device and the Trophon EPR
The difference between the trophon2 and Trophon EPR is the addition of new features and some device modifications to improve the usability of the device, mainly around:
- . The Chamber shape - to enable irreqular shaped probes to better fit in the chamber.
- RFID Functionality - provides a new traceability features when enabled.
- External Communication - allows integration with Hospital networks and Nanosonics Service database when enabled.
- . User Interface Improvements - introduction of a colored touch screen.
- Improved aesthetic.
- Design improvements to sub-assemblies. ●
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Image /page/6/Picture/0 description: The image shows the logo for Nanosonics. The word "nanosonics" is written in a combination of blue and gray letters. The first four letters, "nano", are in blue, while the rest of the word is in gray. There is a blue arc above the word. Below the word "nanosonics" is the phrase "Infection Prevention. For Life.", written in a smaller font size.
# Comparison Table
# Table 1: Device critical parameters for achieving High Level Disinfection
| Device Critical<br>Parameters for HLD | Trophon EPR<br>(predicate) | trophon 2 | Same/<br>Modified |
|----------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------|
| Operational Cycle<br>Time | Minimum 7 minutes | Minimum 7 minutes | Same |
| Concentration of<br>hydrogen peroxide | Minimum of 31.5%<br>hydrogen peroxide | Minimum of 31.5%<br>hydrogen peroxide | Same |
| Dosage of hydrogen<br>peroxide | Minimum of 1g | Minimum of 1g | Same |
| Chamber<br>Temperature | Minimum of 56°C | Minimum of 56°C | Same |
| Device Design | Trophon EPR<br>(predicate) | trophon 2 | Same /<br>Modified |
| Indications for<br>use | The Trophon EPR is<br>designed to provide<br>High-Level Disinfection<br>of ultrasound<br>transducers. The<br>system uses the<br>Trophon Disinfectant<br>which is intended to be<br>used exclusively with<br>the Trophon EPR<br>device.<br>The Trophon<br>Disinfectant is intended<br>for use as a High-Level<br>Disinfectant to be used<br>exclusively with the<br>Trophon EPR for the<br>High-Level Disinfection<br>of ultrasound<br>transducers.<br>The Trophon EPR is<br>suitable for use in<br>general hospital and<br>health care facilities by<br>trained personnel.<br>The Trophon EPR<br>system consists of a<br>multiple use instrument<br>combined with a single<br>use disinfectant,<br>delivered from a multi-<br>dose cartridge.<br>The Trophon<br>Disinfectant should be<br>used with the following<br>contact conditions:<br>Minimum Operational<br>Cycle Time: 7 minutes<br>Minimum<br>Concentration: 31.5% | The trophon2 is<br>designed to provide<br>High-Level Disinfection<br>(HLD) of validated<br>ultrasound probes.<br>High-Level Disinfection<br>is achieved by surface<br>exposure to a<br>controlled dose of<br>hydrogen peroxide mist<br>delivered to a<br>disinfection chamber<br>containing the<br>ultrasound probe.<br>The trophon2 system<br>consists of a multiple<br>use instrument<br>combined with a single<br>use disinfectant<br>"trophon Sonex-HL",<br>delivered from a multi-<br>dose cartridge.<br>The trophon2 is<br>suitable for use in<br>general hospital and<br>health care facilities by<br>trained personnel.<br>The trophon Sonex-HL<br>should be used with the<br>following contact<br>conditions:<br>Minimum Operational<br>Cycle Time: 7 minutes<br>Minimum<br>Concentration: 31.5%<br>Minimum Disinfectant<br>Dose: 1.0 g<br>Minimum Chamber<br>Temperature: 56°C | Same |
| | Minimum Disinfectant Dose: 1.0 g | | |
| | Minimum Chamber Temperature: 56°C | | |
| Operating<br>Principle | Software controlled<br>systems that deliver<br>measured doses of<br>hydrogen peroxide<br>disinfectant to achieve<br>HLD | Software controlled<br>systems that deliver<br>measured doses of<br>hydrogen peroxide<br>disinfectant to achieve<br>HLD | Same |
| Critical<br>Parameters for<br>HLD | As per Table 1 above–<br>minimum operating<br>conditions | As per Table 1 above–<br>minimum operating<br>conditions | Same |
| Disinfectant | 35% hydrogen peroxide<br>in cartridge | 35% hydrogen peroxide<br>in cartridge | Same |
| Disinfectant<br>delivery | Liquid Aerosol Mist | Liquid Aerosol Mist | Same |
| Disinfectant<br>Removal Process | Automated aeration | Automated aeration | Same |
| Process<br>Monitoring | Automated process<br>monitoring in the device | Automated process<br>monitoring in the device | Same |
| Chemical<br>Indicator | Trophon Chemical<br>Indicator (K103126) | Trophon Chemical<br>Indicator (K103126) | Same |
| Microbiology<br>Efficacy /<br>AOAC<br>Performance<br>Standards | Meets the requirements<br>of Section III.H.5 of<br>Content and Format<br>Premarket Notification<br>[510(k)] Submission for<br>Liquid Chemical<br>Sterilants/ High Level<br>Disinfectants<br>AOAC Methods | Meets the requirements<br>of Section III.H.5 of<br>Content and Format<br>Premarket Notification<br>[510(k)] Submission for<br>Liquid Chemical<br>Sterilants/ High Level<br>Disinfectants<br>AOAC Methods | Same |
| Device<br>Performance<br>Standards | IEC 61010-1 | IEC 61010-1 | Same |
| | IEC61010-2-040 | IEC61010-2-040 | |
| | | IEC 61326 | IEC 61326 |
| | | IEC 62304 | IEC 62304 |
| | | ISO 62366 -1 and -2 | ISO 62366 -1 and -2 |
| | | ISO10993 | ISO10993 |
| | | ISO14971 | ISO14971 |
| Residue Testing | Effectively removes<br>residues from<br>disinfected transducers | Effectively removes<br>residues from<br>disinfected transducers | Same |
| Device/ Material<br>Compatibility | Meets the requirements<br>of Section III. J.2 of<br>Content and Format<br>Premarket Notification<br>[510(k)] Submission for<br>Liquid Chemical<br>Sterilants/ High Level<br>Disinfectants | Meets the requirements<br>of Section III. J.2 of<br>Content and Format<br>Premarket Notification<br>[510(k)] Submission for<br>Liquid Chemical<br>Sterilants/ High Level<br>Disinfectants | Same |
| Chamber design | Irregular shaped<br>chamber | The trophon 2 chamber<br>has a more regularized<br>shape - the volume,<br>height and depth<br>remains the same. | Modified |
| Chamber<br>temperature | Set point 75°C (167°F)<br>in trophon EPR | Set point 65°C (149°F)<br>in trophon2 | Modified |
| Door lock | Solenoid | Motor and hook<br>assembly | Modified |
| Probe clamp | Spring clip | Spring loaded cleats | Modified |
| All in One<br>Catalytic Destruct | Contains a Mist<br>Catalytic Destruct and<br>Liquid Catalytic<br>Destruct system. | An integrated catalytic<br>destruct system is<br>introduced as an<br>improvement to the<br>manufacturing process | Modified |
| Touch screen | A character LCD | A color touch screen<br>panel | Modified |
| Software/<br>Firmware | Software controlled<br>system- The Trophon<br>EPR has a single<br>firmware component | Software controlled<br>system - trophon2 is<br>comprised of multiple<br>software/firmware<br>components | Modified |
| Traceability | Traceability can be<br>manually implemented<br>by downloading the<br>Trophon EPR device<br>logs during device<br>service or by using the<br>system accessories: | An integrated RFID<br>module is introduced,<br>allowing automated<br>traceability features in<br>the device.<br>Patient information is<br>not received or<br>recorded by the device, | New<br>Feature |
| | Trophon Connect<br>Trophon Printer<br>Trophon Logbook | therefore it cannot be<br>accessed via RFID. | |
| Communication<br>ports | Trophon EPR has 1<br>serial port to connect<br>with external device i.e<br>trophon printer…
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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.
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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.
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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
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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.
7. Product codes and the regulations tree
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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.
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.