K150557 · Podimetrics,Inc. · OIZ · Oct 8, 2015 · Physical Medicine
Device Facts
Record ID
K150557
Device Name
Podimetrics Remote Temperature Monitoring System
Applicant
Podimetrics,Inc.
Product Code
OIZ · Physical Medicine
Decision Date
Oct 8, 2015
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 890.5050
Device Class
Class 1
Indications for Use
The Podimetrics Remote Temperature Monitoring System™ (RTM System™) is intended to be used by a patient in conjunction with a healthcare professional or caretaker for periodic evaluation of the temperature over the soles of the feet for signs of inflammation. It will provide information indicating when the patient and healthcare provider should communicate for further evaluation and treatment regarding any persistent localized inflammation observed on the feet via the electronic sensing system and remote visualization of its data. The Podimetrics RTM System™ is intended to be used under the direction of a healthcare professional as an adjunct to, and not in replacement of, self-examination and periodic foot care and examination conducted by a healthcare professional and does not diagnose any specific disease state.
Device Story
System consists of floor-based mat and internet application (Thermogram Explorer™). Patient stands on mat daily for ~20 seconds; 2D array of temperature-sensitive resistors collects thermal scan of plantar foot surface. Data transmitted via internal cellular modem to remote server. Healthcare providers and patients access thermograms via web application to monitor for localized inflammation. Device intended for home use; facilitates communication between patient and provider for timely physical examination. Benefits include early detection of potential inflammatory changes, potentially reducing risk of foot ulcers. Does not diagnose disease; serves as adjunct to standard clinical care.
Clinical Evidence
Bench testing only. Accuracy within 1°F (range 59-104°F); precision 0.5°F; resolution 0.2°F. 14-day in-home human factors study (n=not specified) confirmed usability for setup, scanning, and data transmission. Biocompatibility testing per ISO 10993 (parts 5, 10, 11). Electrical safety/EMC per IEC 60601-1, 60601-1-2, and 60601-1-11. Cyclic loading and battery testing confirmed >2-year service life.
Technological Characteristics
Mat-based form factor; polyurethane elastomer surface with silver ion additive. Sensing: 2D array of electronic temperature-sensitive resistors. Connectivity: Internal cellular modem for cloud transmission. Power: Rechargeable battery. Software: Web-based application (Thermogram Explorer™) for data visualization. Standards: ISO 10993 (biocompatibility), IEC 60601-1/1-2/1-11 (electrical/EMC).
Indications for Use
Indicated for patients, including those with diabetes, neuropathy, and risk for foot ulcers or inflammatory conditions, for periodic evaluation of plantar foot temperature to detect signs of inflammation. Used as an adjunct to professional foot care; not for diagnosis of specific disease states.
Regulatory Classification
Identification
A daily activity assist device is a modified adaptor or utensil (e.g., a dressing, grooming, recreational activity, transfer, eating, or homemaking aid) that is intended for medical purposes to assist a patient to perform a specific function.
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Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
October 8, 2015
Podimetrics, Inc. Jonathan Bloom, MD CEO and Co-Founder 231 R Holland Street Somerville, Massachusetts 02144
Re: K150557
Trade/Device Name: Podimetrics Remote Temperature Monitoring System™ Regulation Number: 21 CFR 890.5050 Regulation Name: Daily Activity Assist Device Regulatory Class: I Product Code: OIZ Dated: September 1, 2015 Received: September 2, 2015
Dear Dr. Bloom:
We have reviewed your Section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
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Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting (reporting of medical device-related adverse events) (21 CFR 803); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820); and if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
If you desire specific advice for your device on our labeling regulation (21 CFR Part 801), please contact the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/Resourcesfor You/Industry/default.htm. Also, please note the regulation entitled. "Misbranding by reference to premarket notification" (21CFR Part 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to
http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm for the CDRH's Office of Surveillance and Biometrics/Division of Postmarket Surveillance.
You may obtain other general information on your responsibilities under the Act from the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm.
Sincerely yours, Tina Kiang -S
for Erin I. Keith, MS Director Division of Dental. Anesthesiology, General Hospital, Respiratory, and Infection Control Devices Office of Device Evaluation Center for Devices and Radiological Devices
Enclosure
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## Indications for Use
510(k) Number (if known)
## K150557
#### Device Name
Podimetrics Remote Temperature Monitoring System
#### Indications for Use (Describe)
The Podimetrics Remote Temperature Monitoring System™ (RTM System™) is intended to be used by a patient in conjunction with a healthcare professional or caretaker for periodic evaluation of the temperature over the soles of the feet for signs of inflammation. It will provide information indicating when the patient and healthcare provider should communicate for further evaluation and treatment regarding any persistent localized inflammation observed on the feet via the electronic sensing system and remote visualization of its data. The Podimetrics RTM System™ is intended to be used under the direction of a healthcare professional as an adjunct to, and not in replacement of, self-examination and periodic foot care and examination conducted by a healthcare professional and does not diagnose any specific disease state.
| Type of Use (Select one or both, as applicable) |
|-------------------------------------------------|
|-------------------------------------------------|
> Prescription Use (Part 21 CFR 801 Subpart D)
_ Over-The-Counter Use (21 CFR 801 Subpart C)
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# 008 Summary
Image /page/3/Picture/3 description: The image shows the logo for Podimetrics. The logo consists of a circular emblem with two white footprints inside, along with a shield in the center of the footprints. To the right of the emblem, the word "PODIMETRICS" is written in a sans-serif font.
# 510(k) Summary for the Podimetrics Remote Temperature Monitoring System™
### 8.1 Submitter/510(k) Holder
Podimetrics, Inc. 49 Day St., Suite A Somerville, MA 02144
Contact: Jonathan Bloom (p) 617-990-6597 (f) 617-507-3496 jon@podimetrics.com
Date Prepared: February 23, 2015
### 8.2 Device Name
Trade Name: Podimetrics Remote Temperature Monitoring System™ Common Name: Foot Temperature Monitor Classification Name: Daily Activity Assist Device, (Product Code OIZ, 21 CFR 890.5050) Device Classification: Class I
### 8.3 Predicate Device
Visual Footcare Technologies TempStat™ (K080816, Product Code OIZ)
### 8.4 Indications for Use
The Podimetrics Remote Temperature Monitoring System™ (RTM System™) is intended to be used by a patient in conjunction with a healthcare professional or caretaker for periodic evaluation of the temperature over the soles of the feet for signs of inflammation. It will provide information indicating when the patient and
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healthcare provider should communicate for further evaluation and treatment regarding any persistent localized inflammation observed on the feet via the electronic sensing system and remote visualization of its data. The Podimetrics RTM System™ is intended to be used under the direction of a healthcare professional as an adjunct to, and not in replacement of, self-examination and periodic foot care and examination conducted by a healthcare professional and does not diagnose any specific disease state.
### 8.5 Device Description
The Podimetrics RTM System™ is designed to help a patient and healthcare professional periodically evaluate the temperature over the soles of the feet for signs of inflammation. This evaluation may be helpful for determining when the patient and healthcare provider should communicate for physical examinations or care in addition to normally scheduled visits.
The system is comprised of the Podimetrics Mat and the Thermogram Explorer™ internet application. The Podimetrics Mat is about the same size and shape as a floor mat and placed on the floor of the patient's home. The patient stands on the mat once per day for about 20 seconds to collect a thermal scan of the soles of the feet. The thermal scan is recorded electronically via 2-dimensional array of temperaturesensitive resistors covering the top surface of the mat and the data is transmitted by an internal cellular modem to a remote server via cellular network.
The thermal scan data is processed and stored on the remote server and is displayed in Thermogram Explorer™, an internet application. The patient and healthcare professional can use Thermogram Explorer™ to access the thermograms and evaluate them for signs of inflammation. If any signs are observed, the patient can see the healthcare professional for a physical examination.
### 8.6 Technological Characteristics and Substantial Equivalence
The Podimetrics RTM System is substantially equivalent to the Visual Footcare Technologies, LLC TempStat™. Both devices include a sensor pad upon which the feet are placed to measure the temperature across the plantar surface of the feet.
The TempStat™ uses liquid crystals embedded in a polycarbonate plastic which change color corresponding to the skin temperature they are in contact with. The Podimetrics RTM System™ uses electronic temperature-sensitive resistors encased in a polyurethane elastomer which record the temperature applied and display it on a computer. Although the technological method differs, both devices generate a 2dimensional heat map, or thermogram, of the feet which can be used to evaluate for signs of inflammation in the same manner. Both devices produce thermograms that are evaluated by the patient, and the Podimetrics RTM System™ can additionally be accessed by the healthcare provider for remote evaluation. This may lead to more
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frequent communication and physical examination by the healthcare professional compared to the standard of care.
The differences in the intended use between the Podimetrics RTM System™ and the TempStat™ are minor and do not affect the device's intended use.
The following table contains a summary of the descriptive and technological characteristics of the Podimetrics RTM System™ compared to the predicate device.
| Characteristic | TempStat™<br>(K080816) | Podimetrics RTM<br>System™ | Discussion of<br>equivalency |
|---------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Manufacturer | Visual Footcare<br>Technologies | Podimetrics | |
| Product Code | OIZ | OIZ | Same |
| CFR | 890.5050 | 890.5050 | Same |
| Intended Use | Foot examination tool<br>used for potential<br>inflammatory changes | Foot examination tool<br>used for potential<br>inflammatory changes | Same |
| Characteristic | TempStat™<br>(K080816) | Podimetrics RTM<br>System™ | Discussion of<br>equivalency |
| Indications for<br>use | TempStat is a daily activity assist device that is intended to assist a patient to visualize the image and condition of the soles of their feet in connection with a daily self-examination for signs of inflammation on the sole of the foot. TempStat will assist the patient in determining when they should contact their healthcare provider for further diagnosis and treatment regarding any skin changes seen by a mirror and/or highlighted by the liquid crystal foot pads. TempStat is intended to be used as an adjunct to, and not in replacement of, periodic foot care and examinations conducted by a health care professional and used under the direction of a health care professional and does not diagnose any specific disease state. | The Podimetrics Remote Temperature Monitoring (RTM) System™ is intended to be used by a patient for periodic evaluation of the temperature over the soles of the feet for signs of inflammation in conjunction with a healthcare professional or caretaker. It will assist in determining when the patient and healthcare provider should communicate for further diagnosis and treatment regarding any persistent localized inflammation observed on their feet via the electronic sensing system and remote visualization of its data. The Podimetrics RTM System is intended to be used under the direction of a healthcare professional as an adjunct to, and not in replacement of, self-examination and periodic foot care and examination conducted by a healthcare professional and does not diagnose any specific disease state. | Similar. Whereas the predicate device displays the thermal data qualitatively in a color-map on the device, the Podimetrics RTM System measures temperature electronically and displays the same type of data quantitatively for evaluation by the patient and healthcare provider through a web application. |
| Prescription Use | The TempStat™ is for prescription only. | The Podimetrics RTM System™ is for prescription only. | Same |
| Target<br>population | Marketed for diabetics, especially those with neuropathy and risk for foot ulcers or other inflammatory conditions. | Marketed for diabetics, especially those with neuropathy and risk for foot ulcers or other inflammatory conditions. | Same |
| Characteristic | TempStat™<br>(K080816) | Podimetrics RTM<br>System™ | Discussion of<br>equivalency |
| Anatomical site | The plantar aspect of the feet. | The plantar aspect of the feet. | Same |
| Where used | The patient's home. | The patient's home. | Same |
| Performance | Liquid crystal pads are<br>accurate to within 1°F<br>with respect to color<br>changes. | Electronic sensors are<br>accurate to within 1°F. | Same |
| Data format | Provides a color-coded<br>thermogram on the<br>surface of the device. | Provides a color-coded<br>and quantitative<br>thermogram with actual<br>temperature in the web<br>application. | Both devices generate<br>and display a color-<br>coded thermogram of<br>the feet. The<br>Podimetrics RTM<br>System™<br>additionally displays<br>the temperature<br>quantitatively in<br>Thermogram<br>Explorer™. |
| Energy used<br>and/or delivered | No energy is used or<br>delivered. | The Podimetrics Mat is<br>powered by a<br>rechargeable battery but<br>does not deliver any<br>energy. | Neither device<br>delivers any energy to<br>the patient. |
| Human Factors | The user places their feet<br>on the TempStat sensing<br>pads for 60 seconds<br>while sitting. | The user stands on the<br>Podimetrics Mat for 20<br>seconds. | Both devices are<br>placed on the floor<br>and require the user<br>to place their feet on<br>the top surface for a<br>short measurement. |
| Materials and<br>Biocompatibility | Foot contacting material:<br>Liquid crystals encased<br>within polycarbonate<br>plastic. | Foot contacting material:<br>Polyurethane film with<br>silver ion additive | Although the specific<br>materials differ<br>between the<br>Podimetrics and<br>predicated device, the<br>patient-contacting<br>material of the<br>Podimetrics product<br>has been tested in<br>accordance with ISO<br>10993 parts 5, 10, and<br>11. |
| Characteristic | TempStat™<br>(K080816) | Podimetrics RTM<br>System™ | Discussion of<br>equivalency |
| Compatibility<br>with the<br>environment and<br>other devices | TempStat™ includes no<br>electronics or chemicals<br>so there are no<br>compatibility concerns. | The Podimetrics Mat<br>includes electronics to<br>perform thermal scans<br>and which use RF<br>wireless technology to<br>transmit the data. | The Podimetrics Mat<br>has been tested for<br>EMC in accordance<br>with IEC 60601-1-2<br>and is subject to FCC<br>certification before<br>marketing. |
| Electrical Safety | The TempStat™<br>includes no electronics. | The Podimetrics Mat<br>includes electronics for<br>temperature sensing,<br>user interface, data<br>storage, and data<br>transmission. | The Podimetrics Mat<br>has been tested for<br>electrical safety in<br>accordance with IEC<br>60601-1 and IEC<br>60601-1-11. |
| Software | The TempStat™<br>includes no software. | The Podimetrics RTM<br>System™ uses software<br>to generate, store,<br>process, and visualize<br>thermometric data. | The Podimetrics<br>RTM System™<br>includes software<br>which adheres to<br>"General Principles of<br>Software Validation;<br>Final Guidance for<br>Industry and FDA<br>Staff" issued on<br>January 11, 2002. |
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## 8.7 Performance Characteristics of the Podimetrics RTM System™
The Podimetrics RTM System™ underwent a series of bench testing to demonstrate it is as safe and effective as the predicate for its intended use. Testing included:
- Accuracy: The Podimetrics RTM System™ is accurate within 19F over ● the range 59 to 104°F, with a precision of 0.5°F and a temperature resolution of 0.2°F.
- Scan time: Each thermal scan requires approximately 20 seconds to . complete using the Podimetrics Mat as demonstrated through laboratory bench testing and the human factors testing performed.
- Battery life: The Podimetrics Mat is cordless, has a battery life of greater . than one month of daily use.
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- . Battery safety: The rechargeable battery was tested for protection against overheating, over-discharging, and over-charging and met test requirements.
- Service life: The service life of the Podimetrics Mat is greater than 2 years . of daily use as demonstrated through cyclic loading tests, battery charge/discharge cycles, and cleaning tests.
- Electrical safety: The Podimetrics Mat has been tested for electromagnetic . compatibility and electrical safety in the home healthcare environment in accordance with IEC 60601-1 (3rd edition), 60601-1-2 (3rd edition), and 60601-1-11 (1st edition). The device met all requirements of the testing.
- · Wireless data transmission: The Podimetrics RTM System™ transmits data wirelessly securely and without loss of data. In the event of an inaccessible cellular network, the data is saved locally and transmitted upon reconnection.
- Human Factors: Podimetrics has conducted a 14-day in-home human . factors study to assess the ability of users to use the Podimetrics Mat at home. No patients reported any problems setting up the device, taking and transmitting thermal scans, or charging the batteries. No issues were identified. Podimetrics has also conducted a human factors study for the Thermogram Explorer web application to verify users can display a thermogram for a particular patient and compare temperatures between two locations on the feet.
- Biocompatibility: The patient-contacting material of the Podimetrics Mat ● has been tested for biocompatibility for the type of contact and duration of contact. The testing demonstrated that the patient contacting material met the individual test requirements and is considered biocompatible for the product's intended use.
- Floor safety: The top and bottom surface of the Podimetrics Mat were ● tested for non-slip properties. The product met the test criterion and is not considered a trip hazard.
- Shipping: The Podimetrics Mat packaging was tested to ensure the device ● maintains performance after shipping. The device functioned as intended post ship testing.
All testing performed demonstrates that the Podimetrics RTM System™ is as safe and effective as the predicate as an aid in detecting inflammation on the soles of a patient's foot.
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# 8.8 Conclusion
Podimetrics believes that, based on the descriptive information and testing provided in this submission, the Podimetrics RTM System™ is substantially equivalent to its predicate device.
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Part 1 — Search, results, and everyday workflows 16 min
Part 2 — Embeddings: the galaxy map 3 min
1. Search: exact and fuzzy
Type a phrase like "coronary artery calcification" into the search box. You get two kinds of results. Exact results match the literal phrase — prefix searches work ("coronary artery calcificati") but suffix searches do not. Fuzzy results match on the meaning and intent of your phrase rather than the exact words, and are sorted by relevance score. Hover over the Exact or Fuzzy badge on any row to see exactly why it matched.
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.