Cannulated PediGuard Needle#1, Cannulated PediGuard Needle#2, Cannulated PediGuard Needle 120mm, Cannulated PediGuard Handle; PediGuard Tri Tip Ø4.0mm, PediGuard Tri Tip Ø3.2mm, PediGuard Tri Tip Ø2.5mm, PediGuard Ø2.5mm XS, PediGuard Curv, PediGuard Curv XS
Applicant
Spineguard S.A.
Product Code
PDQ · Ear, Nose, Throat
Decision Date
Jan 23, 2015
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 874.1820
Device Class
Class 2
Indications for Use
The PediGuard is indicated for use during pedicle screw pilot hole drilling to provide feedback to the surgeon via visual and audible alerts that indicate a change in impedance at the tip of the probe and may indicate contact of the tip with soft tissues and possible vertebral cortex perforation. The PediGuard System is indicated for use in both open and percutaneous (MIS) surgical approaches to the spine. PediGuard is also indicated for use with fluoroscopic guidance in percutaneous (MIS) surgical approaches to the spine. The PediGuard also is specifically indicated for use in intraoperative electromyographic ("EMG") surveillance to assist in the location and evaluation of spinal nerves during surgery of the spine, by administration of low voltage electrical energy to tissues and nerves at the operative site, and EMG monitoring of muscle groups associated with those nerves.
Device Story
PediGuard is a single-use, sterile, handheld surgical probe for pedicle screw pilot hole drilling. Device features a stainless steel shaft with a distal sensor measuring real-time electrical impedance of surrounding tissues. During drilling, device provides visual and audible alerts upon detecting impedance changes, signaling potential soft tissue contact or vertebral cortex perforation. Additionally, device performs intraoperative EMG surveillance by delivering low-voltage electrical energy to tissues/nerves, with EMG monitoring of associated muscle groups. Used by surgeons in open or percutaneous (MIS) spinal procedures, often with fluoroscopic guidance. Feedback assists surgeons in avoiding nerve injury and optimizing screw placement. Device includes a lithium-ion battery and is designed for single-use, preventing reuse via battery exhaustion.
Clinical Evidence
Clinical evidence includes a cadaver trial (T10-L5 level) comparing Cannulated PediGuard to a Jamshidi needle, showing a 60% reduction in screw breach and 86.8% reduction in fluoroscopy shots. A clinical study comparing open posterior pedicle screw fixation (PPSF) and MIS posterior spine arthrodesis procedures showed no difference in optimal screw placement between the two approaches using PediGuard.
Technological Characteristics
Materials: 316L Stainless Steel (ASTM F138), 304 Stainless Steel (ASTM F899), 17-4PH (ASTM F899), and plastic. Sensing: Electrical impedance measurement at distal tip. Energy: Lithium-ion battery. Form factor: Handheld probe with T-handle, straight or curved shafts (120mm-165mm). Connectivity: Standalone. Sterilization: Ethylene oxide. Software: Firmware on programmable chip (capacitors, resistors, diodes). Standards: IEC 60601-1, IEC 60601-1-4, ISO 10993 series, ISO 11135-1, ISO 11607.
Indications for Use
Indicated for patients undergoing spinal surgery requiring pedicle screw pilot hole drilling or intraoperative EMG surveillance for spinal nerve location and evaluation. Applicable to both open and percutaneous (MIS) surgical approaches.
Regulatory Classification
Identification
A surgical nerve stimulator/locator is a device that is intended to provide electrical stimulation to the body to locate and identify nerves and to test their excitability.
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Image /page/0/Picture/1 description: The image is a black and white logo for the U.S. Department of Health & Human Services. The logo features a stylized depiction of three human profiles facing to the right. The profiles are connected by a flowing line that forms a wave-like shape. The text "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA" is arranged in a circular pattern around the central image.
Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
January 23, 2015
Donald W. Guthner Orgenix LLC 111 Hill Road Douglassville, PA 19518
Re: K143159
Trade/Device Name: Modular Models
P2ND1001 - Cannulated PediGuard® Needle#1 (165mm) P2ND1002 - Cannulated PediGuard® Needle#2 (165mm) P2ND1101 - Cannulated PediGuard® Needle (120mm) P2HE1000 - Cannulated PediGuard® Handle Single-Piece Models P1-AU411 - PediGuard® Tri Tip Ø4.0mm P1-AU412 - PediGuard® Tr Tip Ø3.2mm P1-AU413 - PediGuard® Tri Tip Ø2.5mm P1-AU414 - PediGuard® Ø2.5mm XS P1-AU450 - PediGuard® Curv P1-AU451 - PediGuard® Curv XS Regulation Number: 21 CFR §874.1820 Regulation Name: Surgical Nerve Stimulator/Locator Regulatory Class: Class II
Product Code: PDO, ETN
Dated: November 3, 2014 Received: November 3, 2014
Dear Dr. Guthner:
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
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Page 2 - Dr. Donald W. Guthner
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 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 (OS) 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/ResourcesforYou/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,
# Felipe Aquel -S
Carlos L. Peña, PhD, MS for Carlos L Division of Neurological and Physical Medicine Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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## Indications for Use
510(k) Number (if known) K143159
#### Device Name
Cannulated PediGuard® Needle - P2ND1001, P2ND1002, P2ND1101; Cannulated PediGuard® Handle - P2HE1000 PediGuard® Tri Tip - P1-AU411, P1-AU412, P1-AU413; PediGuard® Ø2.5mm XS - P1-AU414; PediGuard® Curv - P1-AU450, P1-AU451
#### Indications for Use (Describe)
The PediGuard is indicated for use during pedicle screw pilot hole drilling to provide feedback to the surgeon via visual and audible alerts that indicate a change in impedance at the tip of the probe and may indicate contact of the tip with soft tissues and possible vertebral cortex perforation. The PediGuard System is indicated for use in both open and percutaneous (MIS) surgical approaches to the spine. PediGuard is also indicated for use with fluoroscopic guidance in percutaneous (MIS) surgical approaches to the spine.
The PediGuard also is specifically indicated for use in intraoperative electromyographic ("EMG") surveillance to assist in the location and evaluation of spinal nerves during surgery of the spine, by administration of low voltage electrical energy to tissues and nerves at the operative site, and EMG monitoring of muscle groups associated with those nerves.
| Type of Use (Select one or both, as applicable) | |
|-------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------|
| | <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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## 510(k) SUMMARY
#### SpineGuard's PediGuard®
Submitter:
SpineGuard, S.A. 5-7 rue l' Amiral Courbet 94160 Saint Mande France Phone: +(33) 1 45 18 45 19
#### Contact Person:
Donald W. Guthner Orgenix LLC 111 Hill Road Douglassville, PA 19518 Phone: 646-460-2984 Facsimile: 484-363-5879
Date Prepared: December 19, 2014
Name of Device:
Modular Models P2ND1001 - Cannulated PediGuard® Needle#1 (165mm) P2ND1002 - Cannulated PediGuard® Needle#2 (165mm) P2ND1101 - Cannulated PediGuard® Needle (120mm) P2HE1000 - Cannulated PediGuard® Handle Single-Piece Models P1-AU411 - PediGuard® Tri Tip Ø4.0mm P1-AU412 - PediGuard® Tr Tip Ø3.2mm P1-AU413 - PediGuard® Tri Tip Ø2.5mm P1-AU414 - PediGuard® Ø2.5mm XS P1-AU450 - PediGuard® Curv
P1-AU451 - PediGuard® Curv XS
| Common or Usual Name: | Nerve Stimulator |
|-----------------------|-----------------------------------|
| Classification Name: | Surgical Nerve Stimulator/Locator |
| Review Panel: | Neurology |
| Product Code: | PDQ and ETN |
| Device Class: | Class II |
| Regulation: | 21 C.F.R. §874.1820 |
Predicate Devices
SpineGuard S.A., PediGuard Nerve Detector (K030526; K123390)
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## Device Description
The PediGuard® modular and single-piece devices are single use, devices composed of stainless steel and plastic, and are provided sterile. The PediGuard devices consist of a handle containing the electronics and a stainless steel shaft with distal sensor for measuring electrical impedance of the tissues immediately in contact with the sensor during use. The devices produce visual and audible signals to indicate changes in impedance associated with possible vertebral perforation.
All PediGuard® models provide real-time visual and auditory feedback to the surgeon during the preparation of the pedicle screw pilot holes, sounding an alert when the tip of the sensor senses a change in the impedance of the surrounding tissues, which may indicate that the tip is in contact with soft tissues and a possible vertebral cortex perforation.
## Intended Use/Indications for Use
The PediGuard is indicated for use during pedicle screw pilot hole drilling to provide feedback to the surgeon via visual and audible alerts that indicate a change in impedance at the tip of the probe and may indicate contact of the tip with soft tissues and possible vertebral cortex perforation. The PediGuard System is indicated for use in both open and percutaneous (MIS) surgical approaches to the spine. PediGuard is also indicated for use with fluoroscopic quidance in percutaneous (MIS) surgical approaches to the spine.
The PediGuard also is specifically indicated for use in intraoperative electromyographic ("EMG") surveillance to assist in the location and evaluation of spinal nerves during surgery of the spine, by administration of low voltage electrical energy to tissues and nerves at the operative site, and EMG monitoring of muscle groups associated with those nerves.
## Substantial Equivalence
The subject PediGuard® models are identical with the corresponding predicate models. No hardware or software changes were made to the current devices to prepare for the requested change to the Indications for Use statement. The only technological difference between the subject PediGuard and the predicate device is the introduction of a 120mm Cannulated PediGuard. The 120mm length device is identical in all aspects (materials, electronics, connectors and dimensions) to the cleared 160mm Cannulated PediGuard, with the exception of being shorter. These minor technological raise no new issues of safety or effectiveness. Thus, the subject PediGuard is substantially equivalent to the cleared predicated PediGuard (K123390).
## Substantial Equivalence Chart
| | Subject PediGuard® models | Cleared PediGuard® models<br>(K123390) |
|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Intended Use /<br>Indications for Use | The PediGuard® is indicated for use<br>during pedicle screw pilot hole drilling<br>to provide feedback to the surgeon<br>via visual and audible alerts that | The PediGuard® is indicated for use<br>during pedicle screw pilot hole drilling<br>to provide feedback to the surgeon<br>via visual and audible alerts that |
| | | |
| indicate a change in impedance at the tip of the probe and may indicate contact of the tip with soft tissues and possible vertebral cortex perforation. The PediGuard System is indicated for use in both open and percutaneous (MIS) surgical approaches to the spine. PediGuard is also indicated for use with fluoroscopic guidance in percutaneous (MIS) surgical approaches to the spine.<br><br>The PediGuard also is specifically indicated for use in intraoperative electromyographic ("EMG") surveillance to assist in the location and evaluation of spinal nerves during surgery of the spine, by administration of low voltage electrical energy to tissues and nerves at the operative site, and EMG monitoring of muscle groups associated with those nerves. | indicate a change in impedance at the tip of the probe and may indicate contact of the tip with soft tissues and possible vertebral cortex perforation. The PediGuard also is specifically indicated for use in intraoperative electromyographic ("EMG") surveillance to assist in the location and evaluation of spinal nerves during surgery of the spine, by administration of low voltage electrical energy to tissues and nerves at the operative site, and EMG monitoring of muscle groups associated with those nerves. | |
| Handle Shape | Gearshift T-Handle | |
| Components | Single Piece, Stainless Steel shaft, plastic handle, ceramic insulator or modular with removable handle | |
| Shaft Material | Inner electrode: 316L Stainless Steel (ASTM F138) Outer electrode and/or shaft: 304 Stainless Steel (ASTM F899), 316L Stainless Steel and/or 17-4PH (ASTM F899) | |
| Safety Features | Device cannot be turned off until battery exhausted. Prevents reuse of device. | |
| Power Source | Lithium-Ion Battery | |
| Sterility | Sterile | |
| Single Use or Reusable | Single-use | |
| Distal Shaft shape | Curved or straight; or straight (cannulated) with removable inner starter stylet (optional) and sensory needle. | |
| Dimensions | 2.5mm shaft diameter / tapered for 2mm to 4mm; 3.0 mm shaft diameter (cannulated) | |
| Circuit board | Capacitors, Resistors and Diodes - Firmware (programmable chip) on | |
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| circuit board | circuit board |
|---------------|---------------|
|---------------|---------------|
## Performance Data
The PediGuard® models conform to the following standards:
- ASTM F138-08, Standard specification for wrought 18 Chromium 14 Nickel 2.5 . Molybdenum Stainless Steel Bar and Wire for surgical implants (UNS S31673) (Version 8) (2008).
- ASTM F899-1, Standard specification for wrought stainless steel for surgical . instruments (Version 11) (2009).
- . IEC 60601-1 Medical Electrical Equipment - Part 1: General requirements for safety, Amendment 1, Amendment 2.
- . IEC 60601-1-4, Medical Electrical Equipment - Part 1-4: General requirements for safety, Collateral Standard: Programmable electrical medical systems, Edition 1.1
- ISO 10993-5, Biological Evaluation of Medical Devices: Tests for in vitro cytotoxicity (1999).
- ISO 10993-10, Biological Evaluation of Medical Devices: Tests for irritation and ● sensitization.
- ISO 10993-11, Biological Evaluation of Medical Devices: Tests for systemic toxicity. ●
- . ISO 11135-1, Sterilization of health care products - Ethylene oxide: Requirements for the development, validation and routine control of a sterilization process for medical devices (2007).
- . ISO 10993-7, Biological evaluation of medical devices: Ethylene Oxide sterilization residuals (2008).
- ISO 11737-1, Sterilization of medical devices Microbiological methods: ● Determination of a population of microorganisms on products (2006).
- . ISO 11737-2, Sterilization of medical devices - Microbiological methods: Tests of sterility performed in the definition, validation and maintenance of a sterilization process (2000).
- ISO 11607-1, Packaging for terminally sterilized medical devices: Requirements for . materials, sterile barrier systems and packaging systems (2006).
- . ISO 11607-2, Packaging for terminally sterilized medical devices: Validation requirements for forming, sealing and assembly processes (2006).
- . ASTM F88, Standard test method for seal strength of flexible barrier materials (2009).
- ASTM F1929, Standard test method for detecting seal leaks in porous medical . packaging by dye penetration.
- . ASTM F1980, Standard guide for accelerated aging of sterile medical device packages (2007).
- ASTM D4169, Standard practice for performance testing of shipping containers and . systems (2005).
In support of this clarification to the indications for use of the PediGuard, SpineGuard conducted a cadaver trial in which thoracolumbar pedicle screws were placed at T10-L5 level in cadavers. The
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results show a 60% reduction in screw breach and an 86.8% reduction of total fluoroscopy shots when using the Cannulated PediGuard over use of the Jamshidi needle. In addition, the company submitted a clinical study of PediGuard in both open posterior pedicle screw fixation (PPSF) procedures and MIS posterior spine arthrodesis procedures. The results of this study showed no difference in optimal screw placement when using the PediGuard in either open or MIS surgery.
## Conclusion
The PediGuard has the same intended use and similar indications for use and technological characteristics as the predicate PediGuard. As confirmed through bench and clinical testing data, the PediGuard® is as safe and effective for its intended use as its predicate device. Accordingly, the PediGuard is substantially equivalent.
Two short videos show you everything — or skip straight to the written tutorial if you'd rather read. You can reopen this any time from the Tutorial button in the top bar.
Part 1 — Search, results, and everyday workflows 16 min
Part 2 — Embeddings: the galaxy map 3 min
1. Search: exact and fuzzy
Type a phrase like "coronary artery calcification" into the search box. You get two kinds of results. Exact results match the literal phrase — prefix searches work ("coronary artery calcificati") but suffix searches do not. Fuzzy results match on the meaning and intent of your phrase rather than the exact words, and are sorted by relevance score. Hover over the Exact or Fuzzy badge on any row to see exactly why it matched.
Use the checkboxes above the results to narrow: SaMD keeps only software-only devices, AI / ML keeps only devices with AI.
Exact vs. fuzzy search: what's the difference?
Exact matches on the literal phrase (prefix search works, suffix does not). Fuzzy matches on the meaning and intent of the phrase rather than the exact words. Hover over the badge on any row to see why it matched.
You search "coronary artery calcification" and want only software devices with AI. What two filters do you apply?
Narrow by SaMD (software-only devices), then narrow by AI/ML (devices with AI).
2. The results table
Scroll right in the results table. The intended use is extracted for you — no need to open the PDF. The device story gives a high-level snapshot of what the device does and how it's used. The AI Performance sub-table shows each output name, acceptance criteria, observed values, and development/test dataset descriptions — the same format Innolitics uses for regulatory strategy outputs, and the fastest high-level fingerprint of an AI device. It is AI-generated but has been very reliable in practice.
Where do you find a device's intended use without opening the PDF?
Scroll right in the search results table. The intended use column is extracted for you; no need to dig into the 510(k) summary PDF.
What does the AI Performance sub-table show, and why is it useful?
Output name, acceptance criteria, observed values, development dataset description, and test dataset description. It's the same format we use for regulatory strategy output and Fast 510(k) input, and the fastest high-level fingerprint of an AI device. AI-generated but reliable in practice.
3. Judging fuzzy relevance
Fuzzy results trail off in relevance as you scroll. Use three signals to decide how far down to go: the fuzzy badge explanations, the intended use column, and whether your target output (e.g., Cobb angle) still appears in the AI Performance sub-table. Once it stops appearing, you're past the relevant zone. A top hit with a low score (~0.4) and a stretched explanation is a hint the closest predicates are far away — the project may be headed for De Novo. Note the fuzzy search is a pattern match: it doesn't handle negation ("not") well, and hardware devices can appear — filter by SaMD/AI ML to cut them.
How do you judge how far down fuzzy search results to go?
Use the relevancy signals: the fuzzy badge explanations, the intended use column, and whether the target output (e.g., Cobb angle) still appears in the AI Performance sub-table. Once it stops appearing, results are trailing off in relevancy.
4. Device detail page: chat and citations
Click a device name to open its detail page: device facts on the left, a chat window on the right. Ask something like "Describe the training data". The answer carries little citation bubbles — click one to jump to the highlighted passage in the source PDF, so you can verify every AI answer against the document. There's also a Download PDF button for sharing.
How do you verify an AI chat answer on the device detail page?
Click the citation bubbles to jump to the relevant highlight in the source document.
Reading rule for every project: how many summaries do you read in full?
At least the three most relevant 510(k) or De Novo summaries, in full. After that, use targeted chat questions to confirm your memory quickly. The tool supports this professional habit — it doesn't replace it.
5. Side-by-side comparison
Select multiple rows in the results table (aim for under ~10), then open the PDF Viewer tab. Ask one question — it goes to all selected devices in parallel, each with citations. This is the fastest way to compare and contrast devices: training data, PCCP scope, how they handled adding new scanners, and so on.
What does the side-by-side PDF viewer mode do?
Select multiple devices, open the PDF viewer tab, and ask one question (e.g., "Describe the training data"). It queries all selected devices simultaneously with citations, so you can compare and contrast quickly.
6. Collections
With rows selected, go to the Collections tab and create a labeled collection (e.g., "Cobb Angle Project"). Reload that selection any time — before a client call, pull up the collection and ask questions across all of its devices at once.
How do you save a set of selected devices for later use?
Select the rows, go to the Collections tab, and create a labeled collection (e.g., "Cobb Angle Project"). You can reload the selection anytime and carry it into the PDF viewer and other tabs that support selections.
7. Product codes and the regulations tree
Click a product code in the results to jump to it in the regulations tree — identification text, sibling product codes, and devices you can open in a PDF viewer on the right. Click a regulation number to see its identification, special controls, and related product codes. You can also search by product code or regulation number at the top of the tree. Always read the special controls if any exist for your device — it broadens your search and sharpens pre-kickoff research.
What can you do from the regulations tree view?
Browse product codes and regulation numbers, read the identification text and special controls, browse sibling product codes, open device PDFs on the right, and search by product code or regulation number at the top of the tree.
8. Chart view
Click Show Chart and segment by regulation number (or product code) to see which regulations dominate your result set. Clicking a regulation takes you into the regulations tree. Great for spotting that most matches are, say, hardware laparoscopic devices — a cue to go back and filter.
How do you see which regulations dominate a search result set?
Click "Show Chart" and segment by Regulation Number. Clicking a regulation takes you to the regulations tree.
9. The predicate graph
Open the Predicates tab for a family-tree view of predicate relationships. Click a node to trace its parents and children; selections from search carry over pre-selected. Commonly predicated devices are worth reading — a lot of people predicated them for a reason. The visual lineage is also handy on client calls, e.g. to show how a predicate family evolved and justify why your predicate still holds.
In the predicate graph, why are commonly predicated devices worth reading?
A lot of people predicated them for a reason. Clicking a node traces parents and children, and selections from search carry over pre-selected.
10. Embeddings: the galaxy map
The Embeddings tab plots every matching document in a 2-D "galaxy map" where semantically similar devices cluster together. Hover or click clusters to explore, and let AI label the clusters for you. Embeddings beat product codes for grouping: two devices can carry different product codes (LLZ vs. QIH) yet do the same thing — the embedding captures the meaning of the intended use and device story. This is also exactly how retrieval-augmented generation (RAG) works under the hood, and it makes a great visual on client calls.
Try it yourself
Head to the search page and work through a few of these AI/ML fuzzy searches to build intuition: perivascular fat on CT · aortic valve calcification opportunistic screening on noncontrast CT · breast cancer prediction on digital pathology slides · autism detection · gestational age prediction · a hearing aid that can also detect a pulse · foundation model based analysis of ECG · large language models · penetration test. Watch how the relevance scores, intended use, and AI Performance tables tell you when results stop being meaningful.