K193611 · Viveve Medical, Inc. · GEI · Jan 16, 2020 · General, Plastic Surgery
Device Facts
Record ID
K193611
Device Name
Viveve 2.0 System
Applicant
Viveve Medical, Inc.
Product Code
GEI · General, Plastic Surgery
Decision Date
Jan 16, 2020
Decision
SESE
Submission Type
Special
Regulation
21 CFR 878.4400
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The Viveve 2.0 System is indicated for use in general surgical procedures for electrocoagulation and hemostasis.
Device Story
The Viveve 2.0 System is an electrosurgical device using monopolar radiofrequency (RF) energy to heat tissue beneath the surface while simultaneously delivering cryogen to the treatment tip to cool surface tissue (reverse thermal gradient). Components include an RF generator with integrated cooling module, handpiece, footswitch, and sterile disposable treatment tips (5cm or 8cm). The system includes a Contact Quality Monitoring (CQM) feature that monitors return pad contact via a contact map on the user interface to ensure safe energy dissipation. Used in clinical settings for electrocoagulation and hemostasis. The healthcare provider operates the system, monitoring the interface for contact quality and system status. The device benefits patients by providing controlled thermal coagulation during surgical procedures.
Clinical Evidence
Bench testing only. No clinical data presented. Verification testing included hardware/software verification of the CQM circuit (response time <20ms, resistance measurement accuracy), electrical safety (AAMI ES60601-1, CSA C22.2#60601-1), and EMC (IEC 60601-1-2). Validation testing using phantom tissue (pork belly) confirmed the CQM interface correctly detects return pad contact and triggers system faults (E63 error) upon loss of contact.
Technological Characteristics
Monopolar electrosurgical system; RF energy (6.78 MHz ±15%); cryogen cooling; 50W max power; impedance range 20–185 Ω. Includes Contact Quality Monitoring (CQM) circuit. Sterile disposable treatment tips (ETO sterilized). Connectivity includes return pad and cable. Software-controlled UI with contact map. Complies with AAMI ES60601-1, IEC 60601-1-2, IEC 60601-2-2, and IEC 60601-1-6.
Indications for Use
Indicated for use in general surgical procedures for electrocoagulation and hemostasis. Patient population not specified.
Regulatory Classification
Identification
An electrosurgical cutting and coagulation device and accessories is a device intended to remove tissue and control bleeding by use of high-frequency electrical current.
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January 16, 2020
Viveve Medical, Inc. Kevin Robison Regulatory Affairs Specialist 345 Inverness Drive South, Building B, Suite 250 Englewood, Colorado 80112
Re: K193611
Trade/Device Name: Viveve 2.0 System Regulation Number: 21 CFR 878.4400 Regulation Name: Electrosurgical Cutting and Coagulation Device and Accessories Regulatory Class: Class II Product Code: GEI Dated: December 23, 2019 Received: December 26, 2019
Dear Kevin Robison:
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
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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) 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 medical devices and radiation-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.
Long Chen, PhD Assistant Director DHT4A: Division of General Surgery Devices OHT4: Office of Surgical and Infection Control Devices Office of Product Evaluation and Ouality Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known) K193611
Device Name Viveve 2.0 System
Indications for Use (Describe)
The Viveve 2.0 System is indicated for use in general surgical procedures for electrocoagulation and hemostasis.
Type of Use (Select one or both, as applicable)
X Prescription Use (Part 21 CFR 801 Subpart D)
| Over-The-Counter Use (21 CFR 801 Subpart C)
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## SECTION 5
### 510(k) SUMMARY
#### 5.1 REGULATORY AUTHORITY
Safe Medical Devices Act of 1990, 21 CFR 807.92
#### 5.2 APPLICANT INFORMATION
- Viveve Inc. Applicant: 345 Inverness Drive South Building B, Suite 250 Englewood, CO 80112
- Contact: Kevin Robison Regulatory Affairs Specialist krobison@viveve.com C: 317-435-8898 F: 720-696-8199
Date Prepared: December 23, 2019
### 5.3 SUBJECT DEVICE INFORMATION
| Trade Name: | Viveve® 2.0 System |
|------------------------|----------------------------------------------------------------------------------|
| Common Name: | Electrosurgical System |
| Product Code: | GEI |
| Classification Name: | Electrosurgical Cutting and Coagulation Device and Accessories (21 CFR 878.4400) |
| Device Panel: | General Surgery/Restorative Device |
| Device Classification: | Class II |
### 5.4 PREDICATE DEVICE
Viveve 2.0 System (K190422)
### 5.5 DEVICE DESCRIPTION
The Viveve 2.0 System utilizes monopolar radiofrequency (RF) energy to selectively heat a given volume of tissue beneath the surface, while cryogen is delivered to the inside of the treatment tip to cool the surface tissue. The generator delivers energy to the treatment tip to create an electric field under the treatment tip (electrode). The mechanism of action is the application of RF energy to the tissue causing coagulation and/or hemostasis.
The Viveve® 2.0 System consists of four (4) primary components:
- . An RF Generator to provide the heating energy. The Generator incorporates the Cooling Module to supply coolant which provides the cooling energy.
- . A hand piece that couples the cooling and heating energy to the tissue through the treatment tip.
- A footswitch that allows the user to turn the RF Energy on or off.
- . 5cm or 8cm Sterile Disposable Treatment Tips.
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Accessories include:
- Coupling Fluid
- Cryogen ●
- Return Cable ●
- Return Pad ●
- . Power Cord
# 5.6 INDICATIONS FOR USE
The Viveve 2.0 System is indicated for use in general surgical procedures for electrocoagulation and hemostasis.
## 5.7 COMPARISON OF TECHNOLOGICAL CHARACTERISTICS WITH THE PREDICATE DEVICE
The technological characteristics of the subject device Viveve 2.0 System are substantially equivalent to the predicate device, Viveve 2.0 System (K190422). The Viveve 2.0 System is an electrosurgical device that delivers radiofrequency (RF) energy to selectively heat a given area of tissue, while cryogen is delivered to the inside of the treatment tip to cool the surface tissue at the end of energy deposition. The application of RF energy causes the tissue to coagulate and/or become hemostatic. The subject device differs from the predicate device in the addition of Contact Quality Monitoring (CQM). The device software monitors the return pad to determine if it is adequately secured to the patient's body in order to dissipate any residual radiofrequency energy. The display module software differs from that of the predicate device only in the addition of a Contact Map which indicates the amount of contact between the return pad and the patient's skin. In all other regards the display module software is identical. The design specifications of the subject device are identical to the predicate device specifications with the sole exception of the addition of CQM and the modification to the user interface.
This submission application confirms the continued conformance to applicable technical design specifications and performance requirements, including requirements associated with industry safety and performance standards.
## 5.8 BASIS FOR DETERMINATION OF SUBSTANTIAL EQUIVALENCE
The Viveve 2.0 System is substantially equivalent to the predicate device listed in K190422. The principle of operation between the predicate device and the subject device remain the same as do all output parameters to tissue.
Specifications of the Viveve 2.0 System are discussed in further detailed in Section 09: Substantial Equivalence Discussion of this Premarket Notification. A comparison of the technical characteristics of Viveve 2.0 System are compared to those of the predicate device, Viveve 2.0 System, in Table 5-1 below.
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| Item | Viveve 2.0 System<br>(Subject Device) | Viveve 2.0 System<br>(Predicate Device K190422) |
|----------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 510(k) Number | Subject device | K190422 |
| Legal Manufacturer | Viveve, Inc. | Viveve, Inc. |
| Contract Manufacturer | Sparton Medical Systems Colorado, LLC<br>•<br>Cirtec Medical (Treatment Tips)<br>• | Sparton Medical Systems Colorado, LLC<br>•<br>Cirtec Medical (Treatment Tips)<br>• |
| Indication for Use | The Viveve 2.0 System is indicated for use in general surgical procedures for electrocoagulation and hemostasis. | The Viveve 2.0 System is indicated for use in general surgical procedures for electrocoagulation and hemostasis. |
| FDA Classification | Class II | Class II |
| CFR/Product Code | 21 CFR 878.4400/GEI | 21 CFR 878.4400/GEI |
| Invasiveness of Treatment | Non-invasive. Device applies to the surface. | Non-invasive. Device applies to the surface. |
| Principles of Operation | Radiofrequency (RF) energy selectively heats a given volume of tissue beneath the surface, while cryogen is delivered to the inside of the Treatment Tip to cool the surface tissue. The Treatment Tip is placed on the surface of the skin and the internal tissues are heated while the surface tissue is protected. (Reverse thermal gradient) | Radiofrequency (RF) energy selectively heats a given volume of tissue beneath the surface, while cryogen is delivered to the inside of the Treatment Tip to cool the surface tissue. The Treatment Tip is placed on the surface of the skin and the internal tissues are heated while the surface tissue is protected. (Reverse thermal gradient) |
| Energy | RF | RF |
| Contact Quality Monitoring | Yes | No |
| Treatment Type | Monopolar | Monopolar |
| Main Input<br>(Input<br>voltage/Current/Frequency) | 100 - 120 Vac / 10A / 50/60 Hz<br>220 - 240 Vac / 5A / 50/60 Hz | 100 - 120 Vac / 10A / 50/60 Hz<br>220 - 240 Vac / 5A / 50/60 Hz |
| Maximum Power<br>(generator) | 50 Watts | 50 Watts |
| Operating Frequency | 6.78 MHz ±15%. | 6.78 MHz ±15%. |
| Voltage Waveform | 6.78 MHz continuous sinusoidal waveforms | 6.78 MHz continuous sinusoidal waveforms |
| Electrode Probe | Monopolar | Monopolar |
| Item | Viveve 2.0 System<br>(Subject Device) | Viveve 2.0 System<br>(Predicate Device K190422) |
| Impedance Range | 20 – 185 Ω | 20 – 185 Ω |
| Tip | 5cm and 8cm Treatment<br>Tips | 5cm and 8cm Treatment Tips |
| Packaging | Tyvek pouch | Tyvek pouch |
| Sterility | ETO | ETO |
| Cooling Solution | Cryogen | Cryogen |
## Table 5-1: Comparison of Technological Characteristics of Subject Viveve 2.0 System and previously cleared Viveve 2.0 System (K190422)
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## 5.9 PERFORMANCE DATA
Verification testing, including electrical safety/electromagnetic compatibility, software verification/validation were performed for the addition of the Contact Quality Monitoring software and the revised display module software to the Viveve 2.0 System.
- 1. Sparton Medical performed software and hardware verifications to ensure the Contact Quality Monitoring worked appropriately. The following verifications were performed as part of the Sparton Medical Hardware Verification Test Report 140154:
- The RF Generator was tested to ensure CQM contact resistance was working ● appropriately. The contact resistance measurement range was 0 to 200 Ω with ±10% (100 Ω - 200 Ω range) and ± 10 Ω accuracy (< 100 Ω).
- The RF Generator shall have a CQM circuit response time constant of <20 ● ms.).
- The RFG hardware shall support detection and provide means to disable the RF output for the following operating condition error: Loss of patient contact.
- 2. Intertek performed the following IEC and EMC testing on the Viveve 2.0 System with CQM added:
- Constructional Data Report according to: ●
- o Medical Electrical Equipment Part 1: General Requirements For Basic Safety And Essential Performance (R2012) [AAMI ES60601-1:2005 + C1;A2}
- Medical Electrical Equipment Part 1: General Requirements for O Basic Safety and Essential Performance (R2013) {CSA C22.2#60601-1:2008 Ed.2 + C2]
- Medical Electrical Equipment Part 1-6: General Requirements O For Basic Safety and Essential Performance - Collateral Standard: Usability [IEC 60601-1-1-6:2010 Ed.3+A1]
- Medical Electrical Equipment Part 2-2: Particular Requirements O For The Basic Safety and Essential Performance of High Frequency Surgical Equipment and High Frequency Surgical Accessories [IEC 60601-2-2:2017 Ed.6]
- EMC Test Report according to:
- IEC 60601-1-2 ed. 4.0 (2014-02): Medical Electrical Equipment -O Part 1-2: General Requirements for basic safety and essential performance - Collateral Standard: Electromagnetic disturbances -
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Requirements and tests (With EMC deviations per IEC 60601-2-2:2017:03)
- Medical Electrical Equipment Part 1: General Requirements for Basic Safety and Essential Performance according to:
- IEC 60601-1:2005, OR1:2006, COR2:2007, AMD1:2012 (or IEC o 60601-1:2012 reprint)
- Medical Electrical Equipment Part 1-6: General Requirements for Safety -● Collateral Standard: Usability according to:
- o IEC 60601-1-6:2010, AMD1:1013 for use in conjunction with IEC 62366:2007, AMD1:2014 and IEC 60601-1:2005, OR1:2006, COR2:2007, AMD1: 2012 or equivalent consolidated version IEC 60601-1:2012 (Edition 3.1)
- Medical Electrical Equipment Part 2: Particular Requirements for the Basic Safety and Essential Performance of High Frequency Surgical Equipment and High Frequency Surgical Accessories according to:
- IEC 60601-2-2: 2017 for use in conjunction with IEC 60601- O 1:2005, COR1:2006, COR 2:2007, AMD1:2012 or IEC 60601-1:2012
All the above Intertek test reports are on file at Viveve and are available in full upon request.
- 3. Viveve performed a master Viveve 2.0 System Validation to ensure the CQM software performs appropriately. The following parameters were tested:
- Ensure the CONTACT MAP graphic within the Graphic User Interface is not ● illuminated when the Return Pad is not connected to the phantom tissue (pork belly) and is illuminated green when the Return Pad is connected to the phantom tissue.
- . When the Return Pad is not adequately connected to the phantom tissue, the RF Generator will fault and result in an E63 - Check Tip Contact error. Acknowledge the error by selecting OK. Place the Return Pad securely on the phantom tissue so that the CONTACT MAP is illuminated and ensure a pulse is delivered.
The Verifications, EMC and IEC Testing, and Validation ensure that the CQM addition to the Viveve 2.0 System are performing to the correct specifications for safety and efficacy of the device.
# 5.10 CONCLUSION
The following results were achieved referencing the tests performed in 1-3 above:
- 1. The RF Generator performed as expected when the contact resistance was measured at the appropriate values. The CQM reading was as expected between 50 Ω± 10 Ω with the RF Activated. The voltage on channel 1 of the oscilloscope transitioned 63% of the way from low too high in <= 20ms. The RF Generator did fault when the CQM circuit was not complete resulting in radiofrequency interruption to the patient. All of the above parameters were met and were recorded as PASS results.
- 2. Intertek performed the above tests according to the applicable standards. All of the above parameters were met and were recorded as PASS results.
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- 3. During the execution of the protocol, all tested functions performed as expected. Test results indicated that the CQM updates to the Viveve 2.0 System have met the impacted customer requirements, identified within ENG-017 Impact Analysis for CQM Updates.
The Viveve 2.0 System successfully passed all functional testing performed in the protocol.
Noting all testing performed above, considering the risk and safety of the device, the Viveve 2.0 System performed as expected after the addition of the CQM Software. The changes to the Viveve 2.0 System Software do not raise questions of safety or efficacy of the overall system; therefore, the Viveve 2.0 System is substantially equivalent to the predicate device.
Two short videos show you everything — or skip straight to the written tutorial if you'd rather read. You can reopen this any time from the Tutorial button in the top bar.
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.
How do you verify an AI chat answer on the device detail page?
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.
6. Collections
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.