K171304 · Neurovirtual USA, Inc. · MNR · Jun 24, 2019 · Anesthesiology
Device Facts
Record ID
K171304
Device Name
Maxxi Rip Sensor
Applicant
Neurovirtual USA, Inc.
Product Code
MNR · Anesthesiology
Decision Date
Jun 24, 2019
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 868.2375
Device Class
Class 2
Attributes
Pediatric
Indications for Use
Maxxi Rip Sensor is intended for measuring of respiratory effort signals. They function as accessories for sleep/ polysomnography (PSG) systems. The device is offered in different sizes to be used on adult patients. The intended environments are hospitals, institutions, sleep centers or sleep clinics.
Device Story
Maxxi Rip Sensor captures respiratory effort signals for PSG systems; utilizes elastic belt worn around thorax or abdomen; belt tension changes during respiration converted to electrical signal via interface box; output transmitted to PSG recorder for clinician analysis; used in hospitals, institutions, sleep centers, or clinics; assists in sleep study diagnostics; device validated for use with Neurovirtual BWMini PSG.
Clinical Evidence
Bench testing only. Evidence includes signal integrity testing (signal-to-noise ratio, bandwidth, linearity), electrical safety (IEC 60601-1), and electromagnetic compatibility (IEC 60601-1-2). Performance verification protocols confirmed signal output quality, physical dimensions, and connectivity against established acceptance criteria.
Technological Characteristics
Respiratory inductive plethysmography (RIP) technology. Components: disposable RIP belts (polyester/Dorlastan, ABS buckles, Nylon/Velcro), reusable interface box (ABS plastic), and cables (PVC). Frequency response: 0-1Hz. Connectivity: Monopolar DIN 42-802 touch-proof connector. Power: Passive (not grid-connected). Standards: IEC 60601-1, IEC 60601-1-2. Dimensions: 50.80 x 36.50 x 18.90 mm.
Indications for Use
Indicated for measuring respiratory effort signals in adult patients (>2 years of age) as an accessory to sleep/polysomnography (PSG) systems in clinical environments.
Regulatory Classification
Identification
A breathing (ventilatory) frequency monitor is a device intended to measure or monitor a patient's respiratory rate. The device may provide an audible or visible alarm when the respiratory rate, averaged over time, is outside operator settable alarm limits. This device does not include the apnea monitor classified in § 868.2377.
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June 24, 2019
Neurovirtual USA, INC. Eduardo Faria CEO 2315 NW 107th Ave Suite# 1M27 Doral, Florida 33172
Re: K171304
Trade/Device Name: Maxxi Rip Sensor Regulation Number: 21 CFR 868.2375 Regulation Name: Breathing Frequency Monitor Regulatory Class: Class II Product Code: MNR Dated: May 17, 2019 Received: May 22, 2019
Dear Eduardo Faria:
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 Actinclude 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
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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-devices/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 (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,
for James J. Lee. Ph.D. Assistant Director DHT1C: Division of ENT. Sleep Disordered Breathing, Respiratory and Anesthesia Devices OHT1: Office of Ophthalmic, Anesthesia, Respiratory, ENT and Dental Devices Office of Product Evaluation and Quality Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known) K171304
Device Name Maxxi Rip Sensor
Indications for Use (Describe)
Maxxi RIP Sensor is intended for measuring of respiratory effort signals. They function as accessories for sleep/ polysomnography (PSG) systems.
The device is offered in different sizes to be used on adult patients.
The intended environments are hospitals, institutions, sleep centers or sleep clinics.
| Type of Use (Select one or both, as applicable) | |
|-----------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------|
| <div> <span> <span style="text-decoration: line-through;">X</span> Prescription Use (Part 21 CFR 801 Subpart D) </span> </div> | <div> <span> <span style="">☐</span> Over-The-Counter Use (21 CFR 801 Subpart C) </span> </div> |
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Image /page/3/Picture/0 description: The image shows the logo for Neurovirtual. The logo consists of a stylized waveform graphic in shades of orange, followed by the word "NEUROVIRTUAL" in dark blue. A thin, light orange line extends from the waveform graphic over the word "NEUROVIRTUAL".
Neurovirtual USA Inc. 3303 W Commercial Blvd Suite #100 Fort Lauderdale. FL 33309 - USA Phone: (786) 693-8200 – Fax (305) 393-8429
#### Section 5 510(k) SUMMARY
- A) Submitter's Name: Neurovirtual USA. Inc.
Owner / Operator Registration Number: 9091724 Manufacture Registration Number: 3006136239
- B) Address: 3303 W Commercial Blvd #100 Fort Lauderdale, FL 33309 USA
- C) Phone and Fax Numbers Phone: (786) 693-8200 Fax: (305) 393-8429
- D) Contact Person: Eduardo J. Faria
- E) Preparation Date: June 21, 2019
- F) Classification Name:
Common / Usual Name: Ventilatory effort recorder Proprietary Name: Maxxi Rip Sensor Product Code: MNR Class: Class II Regulation: 21 CFR 868.2375
## G) Device Description
Maxxi Rip Sensor is a device intended to capture respiratory effort from a patient and output the signal to a PSG device for sleep studies. This signal is captured using an elastic belt fastened around the thorax or abdomen that will exhibit a change in tension as the thorax or abdomen expands or contracts. This change in tension is measured and converted to a signal output by the interface and processed by a PSG device.
The product is composed of 3 major parts, the interface box, the cable and the belt.
Cables are used to connect between the respiratory effort sensor (RIP belts) and the applicable sleep recorder/polysomnography (PSG) system.
The device is offered in different sizes to be used on adult patients.
The Maxxi Rip was validated with Neurovirtual BWMini PSG device recorder only, therefore we don't quarantee compatibility with other devices.
## H) Substantial Equivalence:
The Maxxi Rip Sensor is equivalent with the following products:
| 510(k) Number | Model | Company |
|---------------|---------------|-----------------|
| K151361 | Nox RIP Belts | Nox Medical ehf |
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Image /page/4/Picture/0 description: The image shows the logo for Neurovirtual. The logo features a stylized waveform graphic in shades of orange and yellow on the left. To the right of the graphic is the word "NEUROVIRTUAL" in a bold, sans-serif font, with the "O" in "NEURO" replaced by a solid orange circle.
Neurovirtual USA Inc. 3303 W Commercial Blvd Suite #100 Fort Lauderdale, FL 33309 - USA Phone: (786) 693-8200 – Fax (305) 393-8429
# 1. Indications for Use:
| Indications for Use Comparison | |
|----------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------|
| Neurovirtual | Nox Medical ehf |
| Maxxi Rip Sensor | Nox RIP Belts |
| Maxxi RIP Sensor is intended for measuring of<br>respiratory effort signals. They function as<br>accessories for sleep/polysomnography (PSG)<br>systems. | Nox RIP Belts are intended for measuring of<br>respiratory effort signals. They function as<br>accessories for sleep/polysomnography (PSG)<br>systems. |
| The device is offered in different sizes to be used<br>on adult patients. | The intended environments are hospitals,<br>institutions, sleep centers, sleep clinics, or other<br>test environments, including the patient´s home. |
| The intended environments are hospitals,<br>institutions, sleep centers or sleep clinics. | |
# 2. Technological Characteristics Comparison:
The predicate devices used to establish substantial equivalence for the Maxxi Rip Sensor is outlined below. This section of this submission will provide a comparison of design, materials, and technical specifications of the Maxxi Rip Sensor to each of the predicate devices stratified by functional modality.
| Specifications Comparison | | | |
|--------------------------------------------------|-------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------|------------|
| Device Brand and<br>Common Name | Neurovirtual<br>Maxxi Rip Sensor | Nox Medical ehf<br>Nox RIP Belts | Comments |
| 510(k) Number | K171304 | K151361 | NA |
| Classification | MNR | MNR | Identical |
| Regulation # | 21 CFR 868.2375 | 21 CFR 868.2375 | Identical |
| Classification Name | Ventilatory effort recorder | Ventilatory effort recorder | Identical |
| Patient Population | Indicated for use on patients<br>greater than 2 years of age | Indicated for use on patients greater<br>than 2 years of age | Identical |
| Prescription Use | YES | YES | Identical |
| Mechanism of<br>action/Principle of<br>operation | respiratory inductance<br>plethysmograph | respiratory inductance<br>plethysmograph | Identical |
| Intended Environment<br>Use | hospitals, institutions, sleep<br>centers or sleep clinics | hospitals, institutions, sleep centers,<br>sleep clinics, or other test<br>environments, including the<br>patient´s home | Equivalent |
| Type of modules | RIP Belt and Interface | Rip Belt and Interface | Identical |
| Frequency Response | 0-1Hz | Not declared | Equivalent |
| Disposable | RIP Belts: Disposable<br>Interface and Cable: Reusable<br>Adjustable Belt: Reusable | RIP Belts: Disposable<br>Interface and Cable: Reusable | Equivalent |
| Shelf life | 10 years | Not declared | Equivalent |
| Dimensions | 50.80 x 36.50 x 18.90 mm | Not declared | Equivalent |
| Different belt sizes | YES from X-Small to X-Large | YES from X-Small to X-Large | Identical |
| RIP Belt Material | Polyester/Dorlastan<br>ABS Buckles<br>Nylon - Velcro | Polyester/Dorlastan | Equivalent |
| Cables Material | PVC - plastic injection | - PVC - wire jacket | Equivalent |
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Image /page/5/Picture/0 description: The image shows the logo for Neurovirtual. The logo consists of a stylized waveform graphic in shades of orange, followed by the word "NEUROVIRTUAL" in blue. The "O" in Neurovirtual is replaced with a solid orange circle. The waveform graphic is positioned to the left of the text, with a horizontal line extending from the waveform to the beginning of the word "NEUROVIRTUAL".
Neurovirtual USA Inc. 3303 W Commercial Blvd Suite #100 Fort Lauderdale. FL 33309 - USA Phone: (786) 693-8200 – Fax (305) 393-8429
| | TPE - device end strain relief<br>TPU - wire jacket<br>Ni plated stainless steel – snaps | ABS/PC - belts end<br>TPE - device end strain relief<br>Gold plated stainless steel - snaps | |
|-----------------------------------------|-------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------|------------|
| Interface Enclosure<br>Material | Plastic ABS enclosure<br>Electronic components<br>Printed Circuit board | ABS plastic | Equivalent |
| Connection to Patient | Around the abdomen or thorax | Around the abdomen or thorax | Identical |
| Type of Equipment to<br>Be Connected to | Sleep recorder | Sleep recorder | Identical |
| Connector Type | Monopolar DIN 42-802<br>touch proof | Nox proprietary RIP snaps | Equivalent |
| Signals Measured | Respiratory Effort (Abdomen and<br>Thorax) | Respiratory Effort (Abdomen and<br>Thorax) | Identical |
| Respiratory Effort<br>Technology | RIP (Respiratory Inductive<br>Plethysmography)<br>technology | RIP (Respiratory Inductive<br>Plethysmography)<br>technology | Identical |
| Power Source | Not intended to be connected to<br>the power grid | Not intended to be connected to the<br>power grid | Identical |
| Isolation | No component included in the<br>RIP Belts that<br>are relied on as means of<br>protection | No component included in the RIP<br>Belts that<br>are relied on as means of protection | Identical |
| Applicable Standards | IEC 60601-1<br>IEC 60601-1-2 | IEC 60601-1<br>IEC 60601-1-2 | Identical |
| Packing | Plastic bag | Plastic bag | Identical |
Discussion: As showed above the comparison shows that Maxxi Rip Sensor was developed to be substantial equivalent to the predicate, despite the small differences in the intended environment use and material the subject device does meet the performance criteria when compared with the predicate demonstrating substantially equivalence.
## I) Performance Testing Summary:
## 1. Safety and Effectiveness Testing
The Maxxi Rip was submitted to standard IEC 60601-1 test which resulted in full compliance as reported in the test reports.
#### 2. EMC Testing
The Maxxi Rip was submitted to electromagnetic compatibility test, standard IEC 60601-1-2 which resulted in full compliance as reported in the test reports.
#### 3. Risk Analysis
The Maxxi Rip was developed according to the ISO14971 for appropriate actions related to risks found during the development to reach appropriate performance, safety and substantially equivalence with the predicate.
## 4. Signal Quality and Comparison Testing:
Siqnal integrity tests were conducted for the Maxxi Rip Sensor with focus on signal to noise ratio, signal range, bandwidth and linearity and the test results compared to the signal integrity test conducted for the predicate NOX-RIP.
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Neurovirtual USA Inc. 3303 W Commercial Blvd Suite #100 Fort Lauderdale, FL 33309 - USA Phone: (786) 693-8200 – Fax (305) 393-8429
# 5. Performance Testing:
The performance test is executed for certain % amount of the products manufactured. This phase is necessary to identify possible flaws with the product and manufacturing process mistakes.
| Performance Test<br>protocol | Description | Acceptance Criteria |
|--------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Belt Signal Verification | Verify the signal output stretching and<br>releasing the inductive belt in order to get<br>a sine wave form in the output. | The signal must have a clean sine wave form<br>following the belts stimulation. Devices with<br>showing the signal output with interreferences will<br>be rejected. |
| Belt Dimensions | Verify if the dimensions of the belts in rest<br>are within the acceptable range in<br>accordance with the product<br>specifications. | Smaller adjustment: 900mm<br>Larger adjustment: 1200mm<br>Allowance: +-10% |
| Belt Connectivity | Using a multimeter in continuity scale,<br>check if the internal belt wiring has<br>connectivity. | Not allowed false contact, or no connectivity. |
| Belt Visual Conditions | Verify the visual aspects of the product.<br>Any scratches, ruptures, wrong labels,<br>oxidation, packing flaws, and connector<br>conditions will be rejected. | All damage types are not allowed, products with<br>scratches, wire ruptures, wrong labeling, oxidation,<br>packing flaws or connector issues will be rejected<br>and not put to sales. |
| Cable Dimensions | Verify if the cable length is within the<br>acceptable range. | Cable A: 250mm<br>Cable B: 2000mm<br>Allowance: +-5% |
| Cable Connectivity | Using a multimeter in continuity scale,<br>check if the cable has connectivity. | Not allowed false contact, or no connectivity. |
| Cable Visual Conditions | Verify the visual aspects of the product.<br>Any scratches, ruptures, wrong labels,<br>oxidation, packing flaws, and connector<br>conditions will be rejected. | All damage types are not allowed, products with<br>scratches, wire ruptures, wrong labeling, oxidation,<br>packing flaws or connector issues will be rejected<br>and not put to sales. |
| Interface functional<br>test | Verify if the signal output from the pre-<br>approved belt is working properly. | The signal must have a clean sine wave form<br>following the belts stimulation. Devices with<br>showing the signal output with interreferences will<br>be rejected. |
| Interface<br>Visual Conditions | Verify the visual aspects of the product.<br>Any scratches, ruptures, wrong labels,<br>oxidation, packing flaws, and connector<br>conditions will be rejected. | All damage types are not allowed, products with<br>scratches, wire ruptures, wrong labeling, oxidation,<br>packing flaws or connector issues will be rejected<br>and not put to sales. |
Conclusion: Based on the performance test applied to this Maxxi Rip Sensor and the predicate comparison, we conclude that the quality and performance for the specified Indications for use for this product was reached as well the substantially equivalency to the predicate.
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.