The Task Force® CORE (TFC) is intended for the measurement of non-invasive continuous blood pressure, pulse rate, and the determination of associated derived hemodynamic parameters. The TFC is intended to be used in professional healthcare facilities and operated by qualified healthcare professional staff. The TFC is intended to be used for adults and under uninterrupted surveillance of the operator. The TFC contains software which runs on a separate computer and which is used to operate the device. This software includes a basic frontend (Task Force® CORE Viewer) as well as an interface for integration into other software products. The TFC can provide all signals as well as measured and derived parameters to the analog output interface and can acquire signals from the analog input interface.
Device Story
Task Force CORE (TFC) performs continuous non-invasive blood pressure, pulse rate, and hemodynamic monitoring using Pénaz-Principle (vascular unloading) via finger-mounted optopneumatic sensors. System comprises TFC Main Unit, CNAP Classic Sensor Unit, NBP cuffs, and TFC Viewer software running on external third-party computer. Operated by qualified healthcare staff in professional facilities; requires uninterrupted operator surveillance. Device provides real-time signals and derived parameters via analog I/O or software interface. Unlike some predicates, TFC lacks integrated alarms and height correction hardware, relying instead on software-based artifact detection and recalibration prompts. Output assists clinicians in hemodynamic assessment; benefits include continuous monitoring without invasive arterial access.
Clinical Evidence
Clinical performance testing conducted on adult subjects (n=42-44 per study). Blood pressure accuracy validated against invasive arterial reference (ISO 81060-2:2018). Cardiac output validated against thermodilution reference (Critchley criteria). Pulse rate and inter-beat-interval validated against ECG (IEC 60601-2-25:2011, ANSI/AAMI EC13:2002). No adverse effects reported during testing.
Technological Characteristics
Optopneumatic sensor (Pénaz-Principle) for vascular unloading. Components: Main Unit, CNAP Classic Sensor, NBP cuffs. Connectivity: USB to external PC, analog I/O interface. Software: TFC Viewer (v1.0.7). Biocompatibility per ISO 10993-1:2018. Electrical safety per IEC 60601-1 Ed 3.1, IEC 80601-2-30. EMC per IEC 60601-1-2 Ed 4.0.
Indications for Use
Indicated for non-invasive continuous blood pressure, pulse rate, and hemodynamic parameter measurement in adult patients within professional healthcare facilities under operator surveillance.
Regulatory Classification
Identification
A noninvasive blood pressure measurement system is a device that provides a signal from which systolic, diastolic, mean, or any combination of the three pressures can be derived through the use of tranducers placed on the surface of the body.
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April 12, 2023
CNSystems Medizintechnik GmbH Raphael Gunacker Head of Quality Reininghausstrasse 13 Graz, 8020 Austria
Re: K223332
Trade/Device Name: Task Force CORE Regulation Number: 21 CFR 870.1130 Regulation Name: Noninvasive Blood Pressure Measurement System Regulatory Class: Class II Product Code: DXN, Dated: October 21, 2022 Received: October 31, 2022
Dear Raphael Gunacker:
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 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 (OS) 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 mediation-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,
# Robert T. Kazmierski - S
for
LCDR Stephen Browning Assistant Director Division of Cardiac Electrophysiology, Diagnostics, and Monitoring Devices Office of Cardiovascular 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) K223332
Device Name Task Force® CORE
Indications for Use (Describe)
The Task Force® CORE (TFC) is intended for the measurement of non-invasive continuous blood pressure, pulse rate, and the determination of associated derived hemodynamic parameters.
The TFC is intended to be used in professional healthcare facilities and operated by qualified healthcare professional staff. The TFC is intended to be used for adults and under uninterrupted surveillance of the operator.
The TFC contains software which runs on a separate computer and which is used to operate the device. This software includes a basic frontend (Task Force® CORE Viewer) as well as an interface for integration into other software products.
The TFC can provide all signals as well as measured and derived parameters to the analog output interface and can acquire signals from the analog input interface.
| Type of Use (Select one or both, as applicable) | |
|----------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------|
| <span> <span style="text-decoration: underline;">☑</span> Prescription Use (Part 21 CFR 801 Subpart D) </span> | <span> ☐ Over-The-Counter Use (21 CFR 801 Subpart C) </span> |
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Image /page/3/Picture/1 description: The image shows the logo for CN Systems. The text "cn" is in red, and the text "systems" is in gray. To the right of the text is a red drawing of a dress form.
## 510(k) Summary 5
This 510(k) summary is being submitted in accordance with the requirements of 21 CFR 807.92.
### Submitter's Information 5.1
| 510(k) submitter | CNSystems Medizintechnik GmbH<br>Reininghausstrasse 13<br>8020 Graz, Austria<br>Tel: 0043-316-723456-0<br>e-Mail: regulatory@cnsystems.com<br>Establishment Registration Number: 3006113127 |
|--------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Primary contact person | Raphael Gunacker/ Head of Quality<br>Tel: 0043-316-723456-701<br>E-Mail: raphael.gunacker@cnsystems.com |
| Alternate contact person | Tijana Rajcevic/ Regulatory Affairs & Quality Manager<br>Tel: 0043-316-723456-703<br>E-Mail: tijana.rajcevic@cnsystems.com |
| Date prepared | March 6th, 2023 |
### Device Information 5.2
| Trade/Device name | Task Force® CORE |
|-------------------|-----------------------------------------------------------------------------------------------|
| Common name | Measurement system for continuous non-invasive blood pressure,<br>pulse rate and hemodynamics |
| Regulation number | 21 CFR 870.1130 |
| Regulation name | Noninvasive blood pressure measurement system |
| Regulatory class | Class II |
| Product code | DXN |
| Review panel | Cardiovascular devices |
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Image /page/4/Picture/1 description: The image shows the logo for CN Systems. The text "cnsystems" is displayed in a sans-serif font, with "cn" in red and "systems" in gray. To the right of the text is a red silhouette of a dress form or mannequin, suggesting a connection to fashion or design.
#### 5.4 Predicate Devices
#### 5.4.1 Primary predicate device (PPD): Finapres NOVA: K173916
Manufacturer:
Finapres Medical Systems B.V. Hogehilweg 8, 1101 CC Amsterdam, The Netherlands
The Finapres NOVA is a medical device for continuous and non-invasive blood pressure measurement and further hemodynamic parameters derived from the measured signals. The Task Force® CORE and the Finapres NOVA share the same intended use and the same fields of application in the market.
#### Secondary predicate device (SPD): CNAP® Monitor 500 HD: 5.4.2 K183521
Manufacturer: CNSystems Medizintechnik GmbH
Graz, Austria
The CNAP® Monitor 500HD is a stand-alone device for continuous non-invasive blood pressure and hemodynamic monitoring with alarming functionality. The continuous non-invasive blood pressure is measured on the patient's finger using a double finger cuff. The oscillometric blood pressure measurement function is used for intermittent calibration of the continuous blood pressure curve.
The Task Force® CORE and the CNAP® Monitor 500 HD utilize the same measurement (CNAP®) technology and share functionality and sensors, with exception for alarming functionality (according to IEC 60601-1-8) of the CNAP Monitor 500HD, which the Task Force CORE does not have.
#### 5.5 Device Description
The medical device Task Force® CORE (TFC) with software version 1.0.7 is a new product, which is intended to be used in professional healthcare facilities and operated only by qualified healthcare professional staff, as described in the Indications for use.
The Task Force® CORE is intended to be used for the non-invasive continuous measurement of blood pressure and pulse rate, and the determination of associated derived hemodynamic parameters. . The principle of a continuous non-invasive measurement of a blood pressure is based on the Pénaz-Principle (vascular unloading).
The TFC consists of several components necessary for the intended operation:
- . Task Force® CORE Main Unit -TFC MU (see Figure 1) connected to an application computer via USB.
- . Applied parts (detachable components): CNAP® Classic Sensor Unit (see Figure 2) and TFC NBP Cuffs (see Figure 3)
- The TFC I/O Cable for using the Analog I/O interface (see Figure 4)
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Image /page/5/Picture/0 description: The image shows the logo for CN Systems. The letters "cn" are in red, while the word "systems" is in gray. To the right of the text is a red silhouette of a woman's torso.
- Task Force® CORE Viewer as graphical user interface (see Figure 5) and TFC Driver, executed ● on an application computer (third - party manufacturer). Please note that the application computer is not a part of the subject device (SD) and therefore not within the scope of this submission.
Image /page/5/Picture/3 description: The image shows a Task Force Core device, which is a medical device used for cardiovascular monitoring. The device is white and has a variety of ports and connectors on the front panel, including a USB port, an analog I/O port, and a power connector. The device also has a logo on the top panel that says "TASK FORCE CORE".
Figure 1: Task Force Core® Main Unit
Image /page/5/Figure/5 description: The image shows a TFC (Tanscutaneous Functional Connectivity) system. The system includes a TFC fingersensor, a TFC forearm controller, a TFC forearm controller clamp, and a TFC forearm controller fixing strap. The system also includes a TFC CNAP Classic Adapter and a TFC cable that is 2.5 meters long, and a connection to the TFC Main Unit.
Figure 2: Components and setup of the CNAP® Classic Sensor Unit
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Image /page/6/Picture/1 description: The image shows the logo for CN Systems. The letters "cn" are in red, and the word "systems" is in gray. To the right of the word "systems" is a red outline of a woman's body.
Image /page/6/Picture/2 description: The image shows a blood pressure cuff. The cuff is labeled "TASK FORCE CORE" and "TFC NBP Cuff MEDIUM". The reference number is TFC10014 and the lot number is 20DA15. The expiration date is 2020-04-15.
Figure 3: TFC NBP Cuffs
Image /page/6/Picture/4 description: The image shows a bundle of eight fiber optic cables. The cables are arranged in a parallel fashion, fanning out from a single connector on the left side of the image. Each cable has a connector on the right side of the image.
Figure 4: TFC I/O Cable
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Image /page/7/Picture/0 description: The image shows the logo for CN Systems. The letters "cn" are in red, and the word "systems" is in gray. To the right of the text is a red outline of a dress form.
Image /page/7/Figure/2 description: The image shows a CNSystems vital sign monitoring interface. A graph displays time on the x-axis, ranging from 13 to 27, and mmHg on the y-axis, ranging from 50 to 140. On the right side of the interface, there are indicators for SYS, DIA, (MAP), and PULSE, but all values are currently blank. The interface also displays a message indicating that CNAP Measurement is stopped.
Figure 5: Task Force® CORE Viewer
Detailed description of the device is to be found in Volume 10 (Device Description).
#### 5.5.1 TFC Touchable Components
The TFC components, which are deemed to be in direct contact with patient during measurements, are defined as the touchable components (TFC Fingersensor, TFC Forearm Controller Fixing Strap, TFC NBP Cuff and TFC Armsling). These components are intended to be in contact only with intact skin surfaces for a cumulative sum of duration of contact up to 24h.
The full description of the touchable components and the materials they are made of is included in Volume 15 (Biocompatibility).
#### Indications for Use 5.6
The Task Force® CORE (TFC) is intended for the measurement of non-invasive continuous blood pressure, pulse rate, and the determination of associated derived hemodynamic parameters.
The TFC is intended to be used in professional healthcare facilities and operated by qualified healthcare professional staff. The TFC is intended to be used for adults and under uninterrupted surveillance of the operator.
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Image /page/8/Picture/1 description: The image shows the logo for CN Systems. The text "cnsystems" is written in a modern sans-serif font, with "cn" in red and "systems" in gray. To the right of the text is a stylized red figure of a woman in a dress, possibly representing fashion or design.
The TFC contains software which runs on a separate computer and which is used to operate the device. This software includes a basic frontend (Task Force® CORE Viewer) as well as an interface for integration into other software products. The TFC can provide all signals, as well as measured and derived parameters, to the analog output interface and can acquire signals from the analog input interface.
#### 5.7 Comparison of technological characteristics with the predicate device
The SD (Task Force® CORE), as well as the PPD (Finapres NOVA) and the SPD (CNAP® Monitor 500 HD) provide a continuous non-invasive blood pressure measurement based on the Pénaz-Principle (vascular unloading), and therefore calculate the patients' blood pressure continuously via an optopneumatic sensor, which is applied to a patient's finger.
The Task Force® CORE and the CNAP® Monitor 500 HD utilize the same CNAP® technology and share functionality and sensors, with exception for alarming functionality (according to IEC 60601-1-8) of the CNAP Monitor 500HD, which the Task Force CORE does not have..
While both predicate devices have integrated displays, the Task Force® CORE uses an external (thirdparty manufacturer) application computer.
Another technological difference is the fact that the PPD relies on a height correction unit to account for hydrostatic pressure differences occurring due to movements of the finger sensor relative to the heart. On the other hand, the SP (TFC) and the SPD (CNAP® Monitor 500 HD) use algorithms for artifact detection (including movements of the sensor relative to the heart) and warnings and instructions (to recalibrate) in the instructions for use.
The present technological differences do not raise questions of safety and effectiveness.
For more details on comparison of technological characteristics between the Task Force® CORE and predicate devices, please refer to Volume 12 (Substantial equivalence discussion) of this submission.
#### 5.8 Performance data
#### 5.8.1 System testing
All system verification tests based on system requirements were passed, demonstrating conformance with design and performance specifications.
#### 5.8.2 Biocompatibility testing
Biocompatibility evaluation was performed according to FDA's guideline "Use of International Standard ISO10993-1, "Biological evaluation of medical devices - Part 1: Evaluation and testing within a risk management process", dated September 4th 2020 and ISO 10993-1:2018.
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The Task Force® CORE is intended to contact intact skin on the upper arms and fingers of a patient, for a limited contact duration of up to 24 hours with touchable TFC components (TFC Fingersensor, TFC Forearm Controller Fixing Strap, TFC Armsling, and TFC NBP cuffs). All materials in patient contact of the Task Force® CORE are evaluated to be safe for the intended contact with intact skin and for a limited time. For more information, please refer to Volume 15 (Biocompatibility).
#### 5.8.3 Electrical safety and electromagnetic compatibility (EMC)
Electrical safety of the Task Force® CORE was demonstrated by type testing according to IEC 60601-1 Edition 3.1 2012 in combination with IEC 80601-2-30: Edition 2.0 2018-03.
Electromagnetic compatibly of the Task Force® CORE was demonstrated by system testing according to IEC 60601-1-2 Edition 4.0 2014-02, considering exception of recognition on subclause 8.9.
All tests on electrical safety and electromagnetic compatibility were passed. The respective test reports are attached in Volume 17 (Electromagnetic Compatibility and Electrical Safety).
#### 5.8.4 Software verification and validation testing
For the Task Force® CORE, according to its software safety classification as B (Moderate Concern) according to IEC 62304 Edition 1.1 2015-06, all required software lifecycle activities were conducted, including system and unit level verification. Volume 16 contains the proposed content as per FDA's Guidance for Industry and FDA Staff, "Guidance for the Content of Premarket Submissions for Software Contained in Medical Devices". Fulfillment of IEC 62304 Edition 1.1 2015-06 is also demonstrated by type testing, performed according to IEC 60601-1 Edition 3.1 2012 and IEC 62304 Edition 1.1 2015-06.
#### 5.8.5 Clinical performance testing
For the Task Force® CORE, performance tests were conducted regarding blood pressure, cardiac output and the parameters inter-beat-interval and pulse rate.
- . Clinical performance studies for blood pressure measurements included 42 (22 male, 20 female) adult subjects (age span 21 to 77 years),
- . Clinical studies for cardiac output determination included 44 (37 male, 7 female) adult subjects (age span 54 to 83 years),
- . The first clinical study for determination of the pulse rate and inter-beat-interval included 44 (22 male, 22 female) adult subjects (age span 21 to 77 years).
- The second clinical study for determination of the pulse rate and inter-beat-interval included 28 (16 male, 12 female) adult subjects (age span 18 to 66 years).
The patient population of the clinical performance study is representative of the intended patient population. As mentioned in the indications for use (please refer to Volume 04 Indications for Use Statement), the device is not intended to be used on pediatric patients.
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Image /page/10/Picture/1 description: The image shows the logo for CN Systems. The logo consists of the text "cnsystems" in a sans-serif font. The "cn" portion of the text is in red, while the "systems" portion is in gray. To the right of the text is a red abstract figure of a person.
Performance of blood pressure measurement was tested against the gold standard invasive arterial reference and was found to comply with the requirements of ISO 81060-2:2018.
Performance of cardiac output determination was tested against the gold standard thermodilution reference and was found to fulfill the widely accepted Critchley criteria.
Performance of the inter-beat-interval and pulse rate determinations was tested against the gold standard reference electrocardiography and was found to fulfill the requirements derived from IEC 60601-2-25:2011 and ANSI/AAMI EC13:2002, respectively.
When used according to the instructions for use, the Task Force® CORE showed no adverse effects during the clinical performance testing.
The results obtained from clinical performance testing demonstrate that the Task Force® CORE with SW V1.0.7 and HW V1.0 is substantially equivalent concerning measurement performance to the primary predicate device Finapres NOVA (K173916) and the secondary predicate device CNAP Monitor 500 HD (K183521).
#### 5.9 Conclusion
The subject device and the two predicate devices share intended use and similar technological characteristics. Thus, the subject device is regarded to be substantially equivalent to the legally marketed predicates.
The Task Force® CORE successfully passed safety, functional and performance testing, including software verification and validation and bench tests.
The information submitted within the premarket notification confirms that the Task Force® CORE is as safe, as effective and performs as well as or better than the predicate devices.
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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.
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.
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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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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.
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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.