K201977 · Blue Spark Technologies, Inc. · FLL · Dec 3, 2020 · General Hospital
Device Facts
Record ID
K201977
Device Name
TempTraq
Applicant
Blue Spark Technologies, Inc.
Product Code
FLL · General Hospital
Decision Date
Dec 3, 2020
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 880.2910
Device Class
Class 2
Attributes
Pediatric
Indications for Use
The Wireless thermometers are battery-operated electronic devices with intended use of measuring human body temperature precisely. The devices are single-use and intended for armpit temperature measurement for persons of all ages.
Device Story
TempTraq (TT-100, TT-200, TT-300) is a single-use, wearable, battery-operated electronic thermometer patch; applied to the axilla via biocompatible adhesive. Device senses, processes, and stores temperature data; transmits via Bluetooth LE to smart devices (iOS/Android) or hospital gateways. Models differ by operating time (24, 48, 72 hours). Used in home and clinical environments by patients and clinicians. Data is displayed via mobile/web applications; optionally shared via TempTraq Connect cloud service. Clinicians use output for patient monitoring; enables remote temperature tracking and clinical decision-making. Benefits include continuous, non-invasive temperature monitoring without manual checks.
Clinical Evidence
Bench testing only. No clinical data. Testing included accuracy, temperature stabilization, operating time, and adherence properties. Biocompatibility testing per ISO 10993-1. Electrical safety (IEC 60601-1) and EMC (IEC 60601-1-2) testing performed. Software verification and validation conducted per IEC 62304 and FDA guidance. Cybersecurity testing (penetration testing) and usability testing (IEC 60601-1-6) performed.
Technological Characteristics
Flexible circuit board between foam layers; biocompatible silicone gel adhesive. Sensing: electronic temperature sensor. Energy: 3.0V DC (two 1.5V batteries). Connectivity: Bluetooth LE 4.0 (2.4GHz). Dimensions: 100x50x2mm. Standards: ISO 10993-1 (biocompatibility), IEC 60601-1 (electrical safety), IEC 60601-1-2 (EMC), IEC 60601-1-6 (usability), IEC 62304 (software).
Indications for Use
Indicated for armpit temperature measurement in persons of all ages.
Regulatory Classification
Identification
A clinical electronic thermometer is a device used to measure the body temperature of a patient by means of a transducer coupled with an electronic signal amplification, conditioning, and display unit. The transducer may be in a detachable probe with or without a disposable cover.
Special Controls
(1) Device is not a clinical thermometer with telethermographic functions;
(2) Device is not a clinical thermometer with continuous temperature measurement functions; and
(3) Appropriate analysis and testing (such as that outlined in the currently FDA-recognized editions, as appropriate, of ISO 80601-2-56, “Medical electrical equipment—Part 2-56: Particular requirements for basic safety and essential performance of clinical thermometers for body temperature measurement,” or ASTM E1965, “Standard Specification for Infrared Thermometers for Intermittent Determination of Patient Temperature,” or ASTM E1112, “Standard Specification for Electronic Thermometer for Intermittent Determination of Patient Temperature,” or ASTM E1104, “Standard Specification for Clinical Thermometer Probe Covers and Sheaths”) must validate specifications and performance of the device.
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December 3, 2020
Blue Spark Technologies Inc. % Rita King CEO MethodSense, Inc. 1 Copley Pkwy. Ste. 410 Morrisville, North Carolina 27560
Re: K201977
Trade/Device Name: TempTraq, Model: TT-100, TT-200, TT-300 Regulation Number: 21 CFR 880.2910 Regulation Name: Clinical Electronic Thermometer Regulatory Class: Class II Product Code: FLL Dated: November 3, 2020 Received: November 4, 2020
Dear Rita King:
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,
for Payal Patel Acting Assistant Director DHT3C: Division of Drug Delivery and General Hospital Devices. and Human Factors OHT3: Office of Gastrorenal, ObGyn, General Hospital and Urology 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) K201977
#### Device Name
TempTraq, Model: TT-100, TT-200, TT-300
#### Indications for Use (Describe)
The Wireless thermometers are battery-operated electronic devices with intended use of measuring human body temperature precisely. The devices are single-use and intended for armpit temperature measurement for persons of all ages.
| Type of Use (Select one or both, as applicable) | |
|------------------------------------------------------------|--------------|
| <span></span> Prescription Use (Part 21 CFR 801 Subpart D) | |
| <span></span> Over-The-Counter Use (21 CFR 801 Subpart C) | <div> </div> |
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# Summary of 510(k)
### Blue Spark Technologies Inc. K201977
This 510(k) Summary is in conformance with 21CFR 807.92
| Submitter: | Blue Spark Technologies Inc.<br>806 Sharon Drive, Suite G,<br>Westlake, OH 44145 USA<br>Phone: 440-249 5400<br>Fax: Phone: 440-249 5400 |
|------------------|-----------------------------------------------------------------------------------------------------------------------------------------|
| Primary Contact: | Rita King, CEO<br>MethodSense, Inc.<br>Email: ritaking@methodsense.com<br>Phone: 919-313-3961<br>Fax: 919-313-3979 |
| Company Contact: | John Gannon<br>CEO<br>Email: jgannon@bluesparktechnologies.com |
| Date Prepared: | November 3rd 2020 |
Device Name and Classification
| Trade Name: | TempTraq TT-100, TT-200, TT-300 |
|-----------------------|---------------------------------|
| Common Name: | Clinical electronic thermometer |
| Classification: | Class II |
| Regulation Number: | 21 CFR 820.2910 |
| Classification Panel: | General Hospital |
| Product Code: | FLL |
Predicate Device:
| | Predicate |
|---------------------------|---------------------------------|
| Trade Name | TempTraq TT-100 |
| Common Name | Clinical Electronic Thermometer |
| 510(k) Submitter / Holder | Blue Spark Technologies Inc. |
| 510(k) Number | K143267 |
| Regulation Number | 21 CFR 820.2910 |
| Classification Panel | General Hospital |
| Product Code | FLL |
### Device Description
TempTraq is a single-use device used to monitor temperature. The type of temperature that can be taken by the TempTraq patch is axillary only. The TempTraq temperature patches consist of a flexible circuit board that is positioned between two pieces of foam.
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The TempTraq temperature sensor patch is applied to the patient via foam that is backed with a biocompatible adhesive and transmits body temperature data via low energy Bluetooth transmission to a smart device running a TempTraq application. The patch is worn on the underarm and senses, processes, stores, and transmits temperature data to a smart device running a compatible TempTrag application using Bluetooth LE.
The TempTraq temperature sensor patch is available in three (3) different configurations: TT-100 (24-hour operating time), TT-200 (48-hour operating time), and TT-300 (72-hour operating time). The TempTraq temperature sensor patches are intended to be used in different use environments. The patches can only be connected to specific TempTraq applications depending on their intended use environment:
| Patch Model | Compatible TempTraq Applications | Use Environment |
|-------------|------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------|
| TT-100 | TempTraq Consumer Mobile Application<br>TempTraq Patient Mobile Application<br>TempTraq Clinician Mobile Application<br>TempTraq Clinician Web Application | Home and Clinical |
| TT-200 | TempTraq Consumer Mobile Application | Home |
| TT-300 | TempTraq Patient Mobile Application<br>TempTraq Clinician Mobile Application<br>TempTraq Clinician Web Application | Clinical |
Table 1: Compatible TempTraq Patches, Applications, and Use Environments
To view temperature data from the TempTraq temperature sensor patch, a user can use one of four configurations of the TempTraq application, depending on the role of the user:
| | | Table 2: TempTraq Applications Use Environments and End Users | | |
|--|--|---------------------------------------------------------------|--|--|
|--|--|---------------------------------------------------------------|--|--|
| TempTraq Application | Use Environment | End Users |
|---------------------------------------|-----------------|------------------|
| TempTraq Consumer Mobile Application | Home | Home User |
| TempTraq Patient Mobile Application | Clinical | Hospital Patient |
| TempTraq Clinician Mobile Application | Clinical | Clinician |
| TempTraq Clinician Web Application | Clinical | Clinician |
The TempTraq Consumer Mobile Application is intended to be used by home users to receive data to their smart device from TempTraq TT-100 and TT-200 patches via Bluetooth connection. Multiple patches can transmit data to the application so that multiple patients' temperatures can be monitored. Additionally, the application features an optional TempTraq Connect cloud service that allows temperature data to be shared with other TempTraq Connect users and an export function that allows data to be shared with others via email.
The TempTrag Patient Mobile application is intended to be used by hospital patients to receive data to their smart device from TempTraq TT-100 and TT-300 patches. Only the patient's own data can be viewed in the patient application and all data is shared with their clinician via TempTraq Connect cloud services. The patient's Clinician can then view the temperature data via the TempTrag Clinician Mobile Application or TempTraq Clinician Web Application. Multiple patients can be added to and monitored via the Clinician Mobile and Web Applications. If patients do not own a smart device, data from the TempTrag patches can also be obtained via Bluetooth gateways strategically placed throughout a hospital which then transmit data directly to the TempTraq Connect cloud services.
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# Indications for Use
The Wireless thermometers are battery-operated electronic devices with intended use of measuring human body temperature precisely. The devices are single-use and intended for armpit temperature measurement for persons of all ages.
### Substantial Equivalence
The table below provides a detailed comparison of TempTraq to the predicate device.
| ltem | Subject Device<br>TempTraq, models<br>TT-100, TT-200 and TT-300 | Predicate Device<br>TempTraq, model TT-100 | Comparison |
|----------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------|
| Indications<br>for Use | The Wireless thermometers<br>are battery-operated<br>electronic devices with<br>intended use of measuring<br>human body temperature<br>precisely. The devices are<br>single-use and intended for<br>armpit temperature<br>measurement for persons of<br>all ages. | The Wireless thermometer,<br>model TT-100, is a battery-<br>operated electronic device<br>with intended use of<br>measuring human body<br>temperature precisely. This<br>device is single-use and<br>intended for armpit<br>temperature measurement<br>for persons of all age. | Similar.<br>See Note 1. |
| Product<br>Code | FLL | FLL | Identical |
| Regulation # | 21CFR880.2910 | 21CFR880.2910 | Identical |
| Display Use<br>Specification | iOS device display, Android<br>device display, Web based | iOS device display and<br>Android device display | Similar.<br>See Note 2. |
| Working<br>Voltage | 3.0V DC | 3.0V DC | Identical |
| Battery | Two (2) Blue Spark 1.5 V<br>batteries (103-UT1) | Two (2) Blue Spark 1.5 V<br>batteries (103-UT1) | Identical |
| Measurement<br>Range | 30 - 42.4 °C (86 °F ~ 108.3<br>°F) | 30 - 42.4 °C (86 °F ~ 108.3<br>°F) | Identical |
| Accuracy | +/- 0.1 °C (0.2 °F) between<br>30 °C ~ 42.4 °C (86 °F ~<br>108.3 °F) | +/- 0.1 °C (0.2 °F) between<br>30 °C ~ 42.4 °C (86 °F ~<br>108.3 °F) | Identical |
| Temperature<br>Unit | °C or °F | °C or °F | Identical |
| Signal<br>Transmission | Wireless Bluetooth BLE 4.0<br>operating at 2.4Ghz | Wireless Bluetooth BLE 4.0<br>operating at 2.4Ghz | Identical |
| Receiver | Wireless Bluetooth BLE 4.0<br>enabled smart devices<br>running Apple operating<br>system iOS 9.0 and further<br>or Android operating system<br>4.3 and further | Wireless Bluetooth BLE 4.0<br>enabled smart devices<br>running Apple operating<br>system iOS 7.1 through 8.1<br>or Android operating system<br>4.3 through 4.4.4 | Similar.<br>See Note 3. |
| Valid<br>Transmission | Up to 40 feet | Up to 40 feet | Identical |
| Item | Subject Device<br>TempTraq, models<br>TT-100, TT-200 and TT-300 | Predicate Device<br>TempTraq, model TT-100 | Comparison |
| Operating<br>Temperature | 16 C ~ 40 °C (60.8 °F ~ 104 °F) | 16 C ~ 40 °C (60.8 °F ~ 104 °F) | Identical |
| Operating<br>Humidity | 15%-95% RH | 15%-95% RH | Identical |
| Anatomical<br>Application | Armpit<br>peel-and-stick contact<br>thermometer sensor | Armpit<br>peel-and-stick contact<br>thermometer sensor | Identical |
| Patient<br>Usage | Single-Use | Single-use | Identical |
| Temperature<br>Measurement<br>Interval | Continuous-transmitter<br>measures body temperature<br>every 10 seconds | Continuous-transmitter<br>measures body temperature<br>every 10 seconds | Identical |
| Memory<br>Function | TT-100: Can store up to 24<br>hours of readings<br>TT-200: Can store up to 48<br>hours of readings<br>TT-300: Can store up to 72<br>hours of readings | TT-100: Can store up to 24<br>hours of readings | Different.<br>See Note 4. |
| Storage | Data back-up- Stored in app<br>and optionally TempTraq<br>Connect | Data back-up- stored in App | Different.<br>See Note 5. |
| Run Time | TT-100: 24-Hours<br>TT-200: 48-Hours<br>TT-300: 72-Hours | TT-100: 24-Hours | Different.<br>See Note 6. |
| Patient<br>Contacting<br>Materials | ISO 10993-1:2009(R)2013<br>Compliant Silicone Gel<br>Adhesive | ISO 10993-1:2009(R)2013<br>Compliant Acrylic Adhesive | Different.<br>See Note 7. |
| Applications | TempTraq Consumer Mobile<br>Application<br>TempTraq Patient Mobile<br>Application<br>TempTraq Clinician Mobile<br>Application<br>TempTraq Clinician Web<br>Application | TempTraq Mobile Application | Different.<br>See Note 8. |
| Dimensions | Length: 100.0 mm<br>Height: 50.0 mm<br>Thickness: 2.0 mm<br>Weight: 5.1 grams | Length: 98.2 mm<br>Height: 46.6 mm<br>Thickness: 3.0 mm<br>Weight: 4.5 grams | Different.<br>See Note 9. |
| Item | Subject Device<br>TempTraq, models<br>TT-100, TT-200 and TT-300 | Predicate Device<br>TempTraq, model TT-100 | Comparison |
| Flexible<br>Printed<br>Circuit | Version 6.0 | Version 4.0 | Similar.<br>See Note 10. |
| Storage<br>Temperature | -4 to 122 °F (-20 °C to 50 °C) | -4 to 122 °F (-20 °C to 50 °C) | Identical |
| Storage<br>Humidity<br>Range | 15 - 95% RH (non-<br>condensing) | 15 - 95% RH (non-<br>condensing) | Identical |
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- Note 1. The Indications for Use of the proposed TempTrag System, models TT-100, TT-200 and TT-300, is similar to the predicate device, but is inclusive of all models. This difference does not affect safety and effectiveness.
- Note 2. The Display Use Specification for the proposed TempTraq System is similar to the predicate device, with an additional web-based display use specification. Software Verification and Validation and Performance testing was conducted to demonstrate this difference does not affect safety and effectiveness.
- Note 3. The Receiver for the proposed TempTraq System differs from the predicate device, with different operating system compatibility. Software Verification and Validation testing was conducted to demonstrate this difference does not affect safety and effectiveness.
- Note 4. The Memory Function for the proposed TempTraq System differs from the predicate device. Performance testing was conducted to demonstrate this difference does not affect safety and effectiveness.
- Note 5. The Storage for the proposed TempTraq System differs from the predicate device. Software Verification and Validation and Performance testing was conducted to demonstrate this difference does not affect safety and effectiveness.
- Note 6. The Run Time for two new models (TT-200 and TT-300) of the proposed TempTraq System differs from the predicate device. Performance testing was conducted to demonstrate this difference does not affect safety and effectiveness.
- Note 7. The patient contacting material for the proposed TempTraq System differs from the predicate device. Biocompatibility testing was conducted in accordance with ISO 10993-1 to demonstrate this difference does not affect safety and effectiveness.
- Note 8. The Applications for the proposed TempTrag System differ from the predicate device. Software Verification and Validation and Performance testing was conducted to demonstrate this difference does not affect safety and effectiveness.
- Note 9. The dimensions for the proposed TempTraq System differ from the predicate device. This difference does not have any impact on safety or effectiveness.
- Note 10. The Flexible Printed Circuit for the proposed TempTrag System is similar to the predicate device. Electrical Safety (IEC 60601-1 Edition 3.1) and EMC testing (IEC 60601-1-2 4th Edition) was conducted to demonstrate this difference does not affect safety and effectiveness.
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# Non-Clinical Testing to Determine Substantial Equivalence
As part of the previously cleared submission (K143267), the following testing was performed for the TempTraq TT-100 device. This testing is still applicable for this submission:
- System verification was performed via bench testing, including testing to E1112-00 . standard specification for electronic thermometer for intermittent determination of patient temperature, temperature range testing, operating time testing, and distance testing.
Blue Spark performed the following additional testing in order to demonstrate substantial equivalence for the proposed TempTraq System (TT-100, TT-200, and TT-300):
- Real time aging tests were completed. The shelf life of all packaged TempTraq models . was confirmed to be four years.
- . Biocompatibility testing for the TempTrag devices of TT-100. TT-200, and TT-300 was repeated for the updated materials of the TempTraq device.
- . Battery capacity for the TempTrag devices of TT-200 and TT-300 was tested in order to confirm the battery life of the TT-200 supports a 48-hour operational life and TT-300 supports a 72-hour operational life. The testing was performed similar to the previous testing done on the TT-100 from the previously cleared submission (K143267).
- . Electrical safety (IEC 60601-1 Edition 3.1) and EMC testing (IEC 60601-1-2 4th Edition) was repeated for the updated circuit board of TempTraq.
- . Engineering Analysis and Verification Testing to confirm that the updated TempTraq System (with updated circuit and device design) meets the requirements of the predicate (K143267).
- . Bench testing was completed for the TempTrag System (models TT-100, TT-200 and TT-300) to confirm the performance of the patch. These additional tests contain an accuracy test, temperature stabilization test, and an operating time test. They confirmed that the additional TT-200 and TT-300 models meet the performance of the TT-100 model previously cleared.
- . Adherence properties of the TT-200 and TT-300 were tested in order to confirm that they are consistent with the adherence performance of the previously cleared TT-100 model.
- . Software verification and validation was performed for the different configurations of the TempTraq Application (TempTraq Consumer Mobile Application, TempTraq Patient Mobile Application, and TempTrag Clinician Mobile Application for iOS and Android and TempTraq Web Application for Chrome, Safari, and Firefox) in accordance with FDA's "Guidance for Industry and FDA Staff: General Principles of Software Validation" (January 11, 2002) and IEC 62304:2015.
- . Cybersecurity testing was performed for the TempTraq system. This includes Software Penetration Verification and Validation Testing, performed for both the Android App and iOS App. This testing confirmed that appropriate information security controls are implemented within the network and host environment to preserve the integrity,
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confidentiality, and availability of its information and computing resources based on considerations from "Guidance for Industry and Food and Drug Administration Staff: Content of Premarket Submissions for Management of Cybersecurity in Medical Devices" (October 2, 2014).
- . Software verification and validation was performed for TempTraq Connect cloud services in order to determine that the sharing data functionality was safe and effective.
- . Usability testing was performed for the TempTraq System in accordance with IEC 60601-1-6 and based on considerations from "Guidance for Industry and Food and Drug Administration Staff: Applying Human Factors and Usability Engineering to Medical Devices" (February 3, 2016).
# Conclusions
Based on the performance testing, comparison, and analysis, the subject device is substantially equivalent to the predicate device.
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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?
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You search "coronary artery calcification" and want only software devices with AI. What two filters do you apply?
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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.
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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.
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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?
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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.