DISPOSABLE AND REUSABLE CONCENTRIC NEEDLES / DISPOSABLE AND REUSABLE MONOPOLAR NEEDLE
K092973 · Bionen S.A.S. · IKT · Oct 7, 2010 · Physical Medicine
Device Facts
Record ID
K092973
Device Name
DISPOSABLE AND REUSABLE CONCENTRIC NEEDLES / DISPOSABLE AND REUSABLE MONOPOLAR NEEDLE
Applicant
Bionen S.A.S.
Product Code
IKT · Physical Medicine
Decision Date
Oct 7, 2010
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 890.1385
Device Class
Class 2
Indications for Use
The BIONEN Disposable Concentric Needle electrodes are sterile electrodes indicated for recording muscle activity for Electro-myography (EMG) applications. The electrodes are for single patient use only. The BIONEN Disposable Monopolar/Subdermal Needle electrodes are sterile electrodes indicated for recording muscle activity for Electro - myography (EMG) and/or Electroencephalography (EEG) applications. The electrodes are for single patient use only. The BIONEN Disposable Monopolar Needle electrodes are sterile electrodes indicated for injection of Botulinum Toxin while recording muscle activity with Electroymyography (EMG) applications. The electrodes are for single patient use only.
Device Story
BIONEN needle electrodes (concentric, monopolar, subdermal) are sterile, single-use devices for recording biopotential signals (EMG/EEG) or facilitating Botulinum Toxin injection. Concentric needles feature a stainless steel cannula (reference) and an inner stainless steel or platinum conductor (active measure point) separated by insulation. Monopolar/subdermal needles consist of a formed stainless steel needle with an attached lead wire. Monopolar needles for injection feature an open lumen. All devices terminate in touch-proof safety connectors to prevent contact with hazardous voltage. Used in clinical settings by healthcare professionals, the electrodes connect to EMG/EEG recording equipment. The output is a biopotential signal used by clinicians for neuromuscular system examination or monitoring during drug delivery. Benefits include diagnostic utility for neuromuscular conditions and precise guidance for toxin injection.
Clinical Evidence
No clinical data. Evidence consists of bench testing and biocompatibility studies. Bench testing verified penetration force, friction force, electrical continuity, and isolation. Biocompatibility testing (ISO 10993-5, -10) confirmed non-cytotoxicity, non-irritation, and non-sensitization. Shelf-life and sterility (gamma irradiation) were validated.
Technological Characteristics
Stainless steel cannula; inner conductor (stainless steel or platinum); epoxy insulator; plastic (NYLON/PE) hub; PTFE coating (monopolar injection needles). Sensing: biopotential recording. Connectivity: touch-proof safety connector (DIN 42802 compatible). Sterilization: Gamma irradiation. Standards: IEC 60601-1, ISO 10993-1/5/10, ISO 11137, DIN 13097.
Indications for Use
Indicated for recording muscle activity for EMG and/or EEG applications, or for injection of Botulinum Toxin while recording muscle activity via EMG. For single patient use only.
Regulatory Classification
Identification
A diagnostic electromyograph needle electrode is a monopolar or bipolar needle intended to be inserted into muscle or nerve tissue to sense bioelectrical signals. The device is intended for medical purposes for use in connection with electromyography (recording the intrinsic electrical properties of skeletal muscle).
{0}------------------------------------------------
# 092973
Image /page/0/Picture/1 description: The image shows the logo for Bionen Medical Devices. The logo features a stylized letter "B" in a bold, sans-serif font, with a smaller, outlined "B" nested within the larger one. Below the "B" symbol, the word "BIONEN" is printed in a simple, sans-serif typeface, followed by the words "medical devices" in a smaller font size.
#### 1 510(k) Summary or 510(k) Statement
Bionen s.a.s Via P. Petrocchi, 42/1 Florence, Italy 50127 P: 39 055 4265945 F: 39 055 412188
Contact: Allison Scott, RAC
Date: September 21, 2010
Trade Name: Disposable Concentric Needle Electrode Disposable Monopolar/Subdermal Needle Electrode Disposable Monopolar Needle Electrode
Common Name: Needle Electrodes
Classification Name: EMG Diagnostic Needle (21 CFR 890.1385, Product Code IKT) Needle Electrode (21 CFR 882.1350, Product Code GXZ)
# Predicate Devices:
| 510(k) Number | Trade or Proprietary or Model Name | Manufacturer |
|---------------------------------------|-----------------------------------------------------------------------------------------------------|------------------------------|
| Concentric Needle Electrode | | |
| K071186 | Neuroline, Disposable Concentric needle<br>electrode | Ambu A/S |
| K931966 | Needle electrode EMG | Alpine Biomed<br>(ex Dantec) |
| Monopolar/Subdermal Needle Electrode | | |
| K050194 | Subdermal Needle Electrodes, Twisted Pair Needle<br>Electrodes, Corkscrew (spiral) Needle Electrode | Axon Systems, Inc. |
| Disposable Monopolar Needle Electrode | | |
| K091410 | Myobot Needles | Spes Medica |
| K062437 | Disposable Hypodermic Needle Electrode | Technomed Europe |
{1}------------------------------------------------
#### Device Description:
The BIONEN Disposable Concentric Needle Electrode is used for electromyography (EMG) recording for examination of the peripheral neuromuscular system, by registration of the electrical activity from the muscles.
BIONEN Disposable Concentric Needle Electrode consists of a stainless steel cannula and an inner conductor of stainless steel or platinum. Between these two conductors there is an insulation layer. The inner conductor is the active measure point and the outer conductor of stainless steel is the reference point. The Stainless steel cannula is coated with a low friction lubricant.
The BIONEN Disposable Monopolar/Subdermal Needle Electrode is intended to be inserted in the subdermal, muscle or nerve tissue for use with recording equipment for the recording of biopotentials signals, EEG or EMG, and proximally connected to electromyography/Electroencephalogram recording equipment. The electrodes consist of a formed stainless steel needle with a lead wire attached. The wire can be directly connected or removable and terminates in a safety connector that cannot be connected to an AC power outlet or and cannot get in touch with possible hazardous voltage.
The BIONEN Disposable Monopolar Needle Electrode is intended to be inserted in the muscle while recording electromyography activity, and proximally connected to electromyography recording equipment. The electrodes consist of an hypodermic stainless steel needle with an open lumen and a lead wire attached. The wire can be directly connected or removable and terminates in a safety connector that cannot be connected to an AC power outlet or and cannot get in touch with possible hazardous voltage.
#### Indications for Use:
The BIONEN Disposable Concentric Needle electrodes are sterile electrodes indicated for recording muscle activity for Electroymyography (EMG) applications. The electrodes are for single patient use only.
The BIONEN Disposable Monopolar/Subdermal Needle electrodes are sterile electrodes indicated for recording muscle activity for Electroymyography (EMG) and/or Electroencephalography (EEG) applications. The electrodes are for single patient use only.
The BIONEN Disposable Monopolar Needle electrodes are sterile electrodes indicated for injection of Botulinum Toxin while recording muscle activity with Electroymyography (EMG) applications. The electrodes are for single patient use only.
## Technological Characteristics:
BIONEN Disposable Concentric Needle Electrode consists of a stainless steel cannula and an inner conductor that can be of stainless steel or platinum. Between these two conductors there is an insulation layer. The inner conductor is the active measure point and the outer conductor of stainless steel is the reference point. The Stainless steel cannula is coated with a low friction lubricant. The Electrode has a plastic (NYLON) ergonomic hub.
BIONEN Disposable Monopolar/Subdermal Needle Electrode consists of a formed stainless steel needle with a lead wire attached. The lead wire terminates in a safety connector that cannot be connected to an AC power outlet.
{2}------------------------------------------------
BIONEN Disposable Monopolar Needle Electrode consists of an hypodermic stainless steel needle with an open lumen and a lead wire attached. The lead wire terminates in a safety connector that cannot be connected in a AC power outlet.
#### Substantial Equivalence Discussion:
Compared to the predicate, the subject devices have intended use, similar physical and performance characteristics and are manufactured using similar processes.
| product<br>characteristics | Needle electrodes | Neuroline, Disposable<br>Concentric needle<br>electrode | DCN™ Disposable<br>Concentric Needle<br>Electrodes |
|------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| manufacturer | BIONEN s.a.s. | Ambu A/S | Alpine Biomed (ex Dantec) |
| 510K number | K092973 | K071186 | K931966 |
| Device class | Class II | Class II | Class II |
| Product code | IKT | IKT | IKT |
| Device type | Needle electrode | Disposable Concentric<br>needle<br>electrode | Electrode, needle,<br>diagnostic electromyograph |
| Regulation<br>number | 882.1350<br>890.1385 | 890.1385 | 890.1385 |
| indications for<br>use | The BIONEN Disposable<br>Concentric Needle<br>electrodes are sterile<br>electrodes indicated for<br>recording muscle activity<br>for Electroymyography<br>(EMG) applications. The<br>electrodes are for single<br>patient use only. | The Neuroline, Disposable<br>Concentric needle<br>electrodes are made for<br>muscle activity recording<br>for Electromyography<br>(EMG) applications. The<br>electrodes are for single<br>patient use only. | Alpine Biomed Disposable<br>Needle Electrodes cannot<br>be re-sterilized and are for<br>single patient use only. Do<br>not reuse but discard used<br>needle electrodes in a<br>properly marked medical<br>biohazard sharps container. |
| anatomical sites | subdermal, muscle or nerve<br>tissue | muscles | subdermal, muscle or nerve<br>tissue |
| where used<br>(hospital, home,<br>ambulance, etc) | Electrode preparation and<br>application should be<br>supervised by a qualified<br>healthcare professional | same | same |
| product<br>characteristics | Needle electrodes | Neuroline, Disposable<br>Concentric needle<br>electrode | DCN™ Disposable<br>Concentric Needle<br>Electrodes |
| manufacturer | BIONEN s.a.s. | Ambu A/S | Alpine Biomed (ex Dantec) |
| design | Ergonomic connector and<br>geometric sharper tip.<br>Color-coded hub | Ergonomic and Color-coded<br>hub | Pre-sterilized DCN™<br>Electrodes have true<br>ergonomic design and are<br>always sharp.<br>Each needle has a matching<br>colour-coded hub and<br>package for easy<br>identification and<br>reordering.<br>The hub has a raised bevel<br>indicator, so you always<br>know the direction of the<br>recording surface. The<br>needle features a coaxial<br>hub that allows you to<br>easily connect the needles<br>into the HUSH™ electrode<br>cables without orientation.<br>A wiping contact is used<br>inside the hub to optimize<br>the connection throughout<br>the life of the cable and<br>reduce oxide build-up. The<br>cable can withstand a 50 lbs<br>pull test, so it is made to<br>last. |
| performance | Tested for penetration<br>and friction force and<br>electrical properties<br>(according to DIN 13097).<br>Ageing tests are performed<br>to verify and ensure the<br>functionality during the<br>shelf life of the product. | Tested for penetration<br>and friction force and<br>electrical properties<br>(according to DIN 13097).<br>Ageing tests are performed<br>to verify and ensure the<br>functionality during the<br>shelf life of the product. | Unknown |
| standards met | IEC 60601-1<br>ISO 10993-1<br>ISO 10993-10<br>ISO 10993-5<br>ISO 11137<br>UNI EN 11607-1<br>UNI EN 868-5 | unknown | Unknown |
| | | | |
| product<br>characteristics | Needle electrodes | Neuroline, Disposable<br>Concentric needle<br>electrode | DCN™ Disposable<br>Concentric Needle<br>Electrodes |
| manufacturer | BIONEN s.a.s. | Ambu A/S | Alpine Biomed (ex Dantec) |
| materials | Stainless Steel cannula,<br>Platinum / Stainless Steel<br>sensor,<br>Polyethylene (PE) Hub,<br>Epoxy Insulator,<br>PELD Plastic protector,<br>Stainless steel/gold plated<br>connection | Stainless steel cannula,<br>Silver sensor,<br>ABS Hub,<br>Epoxy Insulator,<br>Polyethylene (PE) Plastic<br>protector,<br>brass/gold plated<br>connection | Stainless Steel cannula,<br>Platinum sensor |
| Dimensions | Diameter = 0.45/0.35 mm<br>L=25-30-35-40-45-50-65mm | Diameter = 0.45/0.35 mm<br>L=25-30-38-50-75mm | Diameter = 0.30/0.46/0.64<br>mm<br>L=25-37-50-75mm |
| Recording area | $0,02 - 0,07mm^2$ | $0,02 - 0,07mm^2$ | $0.019 - 0.07mm^2$ |
| Connector cable | Din 5 poles | Din 5 poles | Din 5 poles |
| biocompatibility | selection of materials,<br>which demonstrate<br>appropriate<br>levels of biocompatibility.<br>Tests on the basis of ISO<br>10993-1 | selection of materials,<br>which demonstrate<br>appropriate<br>levels of biocompatibility.<br>Tests on the basis of ISO<br>10993-1 | Unknown |
| compatibility<br>with the<br>environment<br>and other<br>devices | Compatibility is achieved<br>through the<br>connecting cable to<br>EMG/EEG machines or<br>similar physiological<br>recording devices. | unknown | Unknown |
| sterility | Gamma irradiation | E-beam | E-Beam. |
| Shelf life | 60 months | 36 months | 36 months |
| electrical safety | The "touch-proof' safety<br>connector is specifically<br>designed so that it cannot<br>be plugged into AC power<br>outlet and cannot get in<br>touch with possible<br>hazardous voltage | unknown | Unknown |
| mechanical<br>safety | Packaged needle covered<br>with a needle cover. | Packaged needle covered<br>with a needle cover. | Packaged needle covered<br>with a needle cover. |
| chemical safety | Not applicable | Not applicable | Not applicable |
| thermal safety | Not applicable | Not applicable | Not applicable |
| radiation safety | Not applicable | Not applicable | Not applicable |
#### Concentric Needle Electrodes
{3}------------------------------------------------
:
ﮯ
:
.
.
.
{4}------------------------------------------------
・
:
{5}------------------------------------------------
# Monopolar/Subdermal Needle Electrodes
| product | Needle electrodes | Subdermial Needle Electrodes, |
|----------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------|
| characteristics | | Twisted Pair Needle Electrodes, |
| | | Corkscrew (spiral) Needle Electrode |
| manufacturer | BIONEN s.a.s. | Axon Systems, Inc. |
| 510K number | K092973 | K050194 |
| Device class | Class II | Class II |
| Product code | GXZ | GXZ |
| Device type | Monopolar/Subdermal Needle electrode | Subdermal Needle electrode |
| Regulation number | 882.1350 | 882.1350 |
| indications for use | The BIONEN Disposable | Axon Systems' Subdermal Needle |
| | Monopolar/Subdermal Needle electrodes | Electrodes are intended for use with |
| | are sterile electrodes indicated for | recording, monitoring and |
| | recording muscle activity for | stimulation/recording equipment for the |
| | Electroymyography (EMG) and/or | recording of biopotential signals including |
| | Electroencephalography (EEG) | electroencephalograph (EEG), |
| | applications. The electrodes are for | electromyograph (EMG) and nerve |
| | single patient use only. | potential signals and for stimulation |
| | | during the intraoperative diagnosis of |
| | | acute dysfunction in corticospinal axonal |
| | | conduction. |
| anatomical sites | subdermal, muscle or nerve tissue | subdermal |
| where used | Electrode preparation and application | Use by a licensed physician or |
| (hospital, home, | should be supervised by a qualified | technologist under the supervision of a |
| ambulance, etc) | healthcare professional. | physician. |
| design | Ergonomic connector and geometric | Unknown |
| | sharper tip. | |
| | Color-coded hub | |
| performance | Sharpening; Camera visual | Unknown |
| | examination with special | |
| | attention to bevel and burrs; Electrical | |
| | continuity and isolation of all | |
| | poles; | |
| standards met | IEC 60601-1 | unknown |
| | ISO 10993-1 | |
| | ISO 10993-10 | |
| | ISO 10993-5<br>ISO 11137 | |
| | UNI EN 11607-1 | |
| | UNI EN 868-5 | |
| materials | Stainless Steel / platinum needle | Stainless steel needle |
| Dimensions | Diameter=0,35mm | Diameter=0,4mm |
| | L=15-20mm | |
| biocompatibility | selection of materials, which | unknown |
| | demonstrate appropriate | |
| | levels of biocompatibility. Tests on the | |
| | basis of ISO 10993-1 | |
| compatibility with | Compatibility is achieved through the | unknown |
| the environment and | connecting cable to EMG/EEG machines | |
| other devices | or similar physiological recording devices. | |
| product<br>characteristics | Needle electrodes | Subdermial Needle Electrodes,<br>Twisted Pair Needle Electrodes,<br>Corkscrew (spiral) Needle Electrode |
| manufacturer | BIONEN s.a.s. | Axon Systems, Inc. |
| Shelf life | 60 months | unknown |
| electrical safety | The "touch-proof' safety connector is<br>specifically designed so that it cannot be<br>plugged into AC power outlet and cannot<br>get in touch with possible hazardous<br>voltage | The DIN 42802 "touch-proof' safety<br>connector is specifically designed so that<br>it cannot be plugged into AC power outlet |
| mechanical safety | Packaged needle covered with a<br>needle cover. | Packaged needle covered with a<br>needle cover. |
| chemical safety | Not applicable | Not applicable |
| thermal safety | Not applicable | Not applicable |
| radiation safety | Not applicable | Not applicable |
.
{6}------------------------------------------------
#### Disposable Monopolar Needle electrode
| product | Disposable Monopolar | Myobot Needle | Disposable Hypodermic |
|------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| characteristics | Needle electrode | | Needle Electrode |
| manufacturer | BIONEN s.a.s. | Spes Medica | Technomed Europe |
| 510K number | K092973 | K091410 | K062437 |
| Device class | Class II | Class II | Class II |
| Product code | IKT | IKT | IKT |
| Device type | Needle electrode | Needle electrode | Needle electrode |
| Regulation number | 890.1385 | 890.1385 | 890.1385…
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.