K121475 · Iridex Corp · GEX · Nov 28, 2012 · General, Plastic Surgery
Device Facts
Record ID
K121475
Device Name
TXCELL SCANNING LASER DELIVERY SYSTEM
Applicant
Iridex Corp
Product Code
GEX · General, Plastic Surgery
Decision Date
Nov 28, 2012
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 878.4810
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
When the TxCell Scanning Laser Delivery System is connected to the IQ 532 (532 nm), the IQ 577 (577 nm) or the IQ 810 (810 nm) Laser Console, from the IRIDEX Family of IQ Laser Systems and used to deliver laser energy in CW-Pulse, MicroPulse or LongPulse mode, it is intended to be used by a trained ophthalmologist for the treatment of ocular pathology of both the anterior and posterior segments of the eye.
Device Story
Slit lamp adapter system for ophthalmologists; attaches to existing slit lamps to deliver laser energy from compatible IRIDEX IQ laser consoles. Components include scanning slit lamp adapter (SSLA), control box, and cables. Enables both single-spot and multi-spot pattern scanning laser delivery. Physician selects patterns via console touchscreen; scanner controller manages spatial positioning. Output energy delivered in continuous wave or MicroPulse modes. Benefits include expanded treatment options (multi-spot patterns) for ocular pathologies. Clinical decision-making guided by visual assessment of ocular structures; device provides precise, automated spatial delivery of laser energy to target tissues.
Clinical Evidence
Bench testing only. Evaluated laser output variations of single-spot and multi-spot scanned applications. Compared continuous wave and MicroPulse modes. Results confirmed pulse-to-pulse power variation <0.5% and duration variability <0.25% for both modes. No clinical data presented.
Technological Characteristics
Slit lamp adapter with optical fiber; connects to external laser console. Wavelengths: 532 nm, 577 nm, 810 nm. Aiming beam: 635 nm direct diode. Power: up to 2 W. Delivery modes: single-spot and multi-spot patterns. Spot sizes: 50-500 μm (single), 100-500 μm (multi-spot). Connectivity: wired to laser console. Software: scanner controller for spatial positioning.
Indications for Use
Indicated for ophthalmologists to treat ocular pathology in anterior and posterior segments, including diabetic retinopathy (nonproliferative/proliferative, macular edema), retinal tears/detachments, lattice degeneration, AMD with CNV, sub-retinal neovascularization, central/branch retinal vein occlusion, primary open angle glaucoma (trabeculoplasty), and angle closure glaucoma (iridotomy/iridoplasty).
Regulatory Classification
Identification
(1) A carbon dioxide laser for use in general surgery and in dermatology is a laser device intended to cut, destroy, or remove tissue by light energy emitted by carbon dioxide.(2) An argon laser for use in dermatology is a laser device intended to destroy or coagulate tissue by light energy emitted by argon.
Predicate Devices
Family of IRIDEX IQ Laser Systems (IQ 532, IQ 577, IQ 630-670, IQ 810) (K071687)
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K121475
### 510(k) Summary Section 5: TxCell™ Scanning Laser Delivery System
NOV 2 8 2012
### Trade Name A.
TxCellTM Scanning Laser Delivery System
### B. Common Name
Scanning Photocoagulator Slit Lamp Adapter Delivery System
### C. Device Classification
Laser Instrument, Surgical, Powered (21CFR 878.4810)
#### D. Product Code:
GEX
#### E. Establishment Registration Number
2939653
### Manufacturer's Identification F.
IRIDEX Corporation 1212 Terra Bella Ave. Mountain View, CA 94043-1824 (650) -962-8848 Ext. 8872 (650) 940-4710 (FAX)
Official Correspondent
Paul Hardiman Vice President Regulatory Affairs/Quality Assurance phardiman@iridex.com
### G. Performance Standards
Bench testing was performed to compare the laser output variations of single spot and multispot scanned applications using the TxCell Scanning Laser Delivery System and a compatible Laser Console. Variations in continuous wave and MicroPulse laser applications were also assessed for both single spot and multi-spot delivery. Results showed that the laser system controls pulse to pulse power variations for both single spot and multi-spot scanning modes to better than 0.5%; and that the duration variability for both single spot and multi-spot scanning modes was less than 0.25%. The test confirmed that the output energy from the TxCell Scanning Laser Delivery System was consistently delivered in both single spot and multi-spot modes while delivering either continuous wave or MicroPulse laser applications. Pulse to pulse variations are controlled by the laser console and are independent of spatial positioning due to changes in spot location by the scanner.
IRIDEX Corporation 510(k) Submission for: TxCell Scanning Laser Delivery System
Section 5: 510(k) Summary - Page 5-1
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#### H. Predicate Devices:
Family of IRIDEX IQ Laser Systems (IQ 532, IQ 577, IQ 630-670, IQ 810) (K071687) Quantel SUPRA SCANTM Delivery System (K100678) Topcon PASCAL Streamline 577 (K111108)
#### I. Product Description:
'
The TxCell™ Scanning Laser Delivery System is a slit lamp adapter laser delivery system which is installed by the customer on existing slit lamps in their office or clinic and is used by ophthalmologists to deliver laser energy to various ocular targets. The TxCell™ delivery system delivers laser applications in both single spot mode and multi-spot mode.
The TxCell™ Scanning Laser Delivery System adds the use of multi-spot pattern scanning technology when coupling with commercially available IRIDEX laser systems. This offers existing IRIDEX laser systems the ability to deliver, in addition to standard single spot applications, a full spectrum of multi-spot pattern scanning options through a variety of customer owned slit lamps.
The TxCell™ Scanning Laser Delivery System consists of the following system components:
- TxCell™ Scanning Slit Lamp Adapter (SSLA) that may be coupled to Zeiss-style 1. or Haag Streit-style slit lamps or the IRIDEX Laser Workstations.
- TxCell™ Control Box with power supply, scanner controller, drive electronics and 2. electrical connections. The Control Box is paired with an SSLA.
- . 3. Cables to connect the SSLA to the Control Box and the Control Box to the laser console.
The TxCell Scanning Laser Delivery System requires connection to a TxCell compatible Laser Console from the IRIDEX Family of IQ Laser Systems (IQ 532, IQ 577, IQ 810). The touchscreen on the TxCell compatible IQ Family Laser Console accesses a Pattern Selection Screen and the knobs on the Laser Console set the pattern parameters. All other user interface screens and menus are unchanged and operate the same as on the standard IQ Family Laser Console.
IRIDEX Corporation 510(k) Submission for: TxCell Scanning Laser Delivery System
### Section 5: 510(k) Summary - Page 5-2
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### Summary of Technological Characteristics દ્વાન
The technological characteristics of the TxCell Scanning Laser Delivery System when coupling with commercially available IRIDEX laser systems (IQ 532, IQ 577 & IQ 810) are substantially equivalent to those of the predicate devices.
| Manufacturer | IRIDEX Corporation | IRIDEX Corporation | QUANTEL MEDICAL | TOPCON<br>Corporation |
|---------------------------------------------|----------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------|---------------------------------------------------------------------------------|-------------------------------------------------------------------------|
| Device<br>Description | TxCellTM<br>Scanning Laser Delivery<br>System w/ IQ Family Laser<br>(IQ 532, IQ 577, IQ 810) | EasyFitTM<br>Slit Lamp Adapter<br>w/ IQ Family Laser<br>(IQ 532, IQ 577, IQ 810) | SUPRA SCANTM<br>Delivery System<br>w/ SUPRA 532 | PASCAL® Streamline<br>577 |
| 510 (k) Number | K121475 | K071687 | K100678 | K111108 |
| Treatment Laser<br>Wavelengths | 532 nm,577 nm, 810 nm | 532 nm,577 nm,810 nm | 532 nm | 577 nm |
| Treatment Laser<br>Sources | Frequency doubled solid-state<br>(532 nm, 577 nm) and direct<br>diode (810 nm) | Frequency doubled solid-<br>state (532 nm, 577 nm) and<br>direct diode (810 nm) | Frequency doubled solid-<br>state | Frequency doubled<br>solid-state |
| Treatment Laser<br>Power | Up to 2 W | Up to 5 W | Up to 2 W | Up to 2 W |
| Duty Cycle | Variable | Variable | Not reported | 100% |
| Repetition Mode | Available with single spot<br>mode only | Available with single spot<br>mode only | Not reported | Available with single<br>spot mode only |
| Aiming Beam λ<br>(power output) | 635 nm; Direct diode<br>(adjustable to < 1mW) | 635 nm; Direct diode<br>(adjustable to < 1mW) | 635 nm | 635 nm; Direct diode<br>(adjustable to < 1mW) |
| Type of Delivery<br>System | Slit lamp adapter with optical<br>fiber connected to a separate<br>laser source | Slit lamp adapter with<br>optical fiber connected to a<br>separate laser source | Slit lamp adapter with<br>optical fiber connected to<br>a separate laser source | Slit lamp adapter with<br>optical fiber with<br>integrated laser source |
| Laser Delivery<br>Modes | Single spot & Multi-spot<br>patterns | Single spot | Single spot & Multi-spot<br>patterns | Single spot & Multi-<br>spot patterns |
| Range of spot sizes for<br>single spot mode | 50 - 500 μm | 50 - 500 μm | 50 - 500 μm | 60-400 μm |
| Range of spot sizes for<br>multi-spot mode | 100 - 500 μm | na | 100-500 μm | 100 - 400 μm |
### K. Rationale for Substantial Equivalence
The TxCell Scanning Laser Delivery System shares the same or similar indications for use, design features, functional features with, and therefore is substantially equivalent to, the predicate devices.
The TxCell™ Scanning Laser Delivery System is found to be substantially equivalent to the predicate devices.
IRIDEX Corporation 510(k) Submission for: TxCell Scanning Laser Delivery System
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# DEPARTMENT OF HEALTH & HUMAN SERVICES
Image /page/3/Picture/1 description: The image shows the logo for the U.S. Department of Health & Human Services. The logo consists of a stylized eagle with three stripes forming its wing and body. The text "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA" is arranged in a circular fashion around the eagle.
### Public Health Service
Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
Iridex, Corporation % Mr. Paul H. Hardiman Vice President, Regulatory Affairs and Quality Assurance 1212 Terra Bella Avenue Mountain View. California 94043
November 28, 2012
Re: K121475
Trade/Device Name: TxCell™ Scanning Laser Delivery System Regulation Number: 21 CFR 878.4810 Regulation Name: Laser surgical instrument for use in general and plastic surgery and in dermatology Regulatory Class: Class II Product Code: GEX Dated: November 07, 2012
Received: November 19, 2012
Dear Mr. Hardiman:
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. Drue, 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. Iisting of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA). it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting (reporting of medical
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# Page 2 – Mr. Paul H. Hardiman
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 go to http://www.fda.gov/AboutFDA/CentersOffices/CDRH/CDRHOffices/ucm115809.htm for the Center for Devices and Radiological Health's (CDRH's) Office of Compliance. 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 Small Manufacturers, International and Consumer Assistance 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.
Sincerely yours,
# Peter D. Rumm -S
Mark N. Melkerson Acting Director Division of Surgical Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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# 240(K) INDICATIONS FOR USE STATEMENT
K121475 510(k) Number (if known):
??
Device Name: TxCell™ Scanning Laser Delivery System
### Indications for Use:
When the TxCell Scanning Laser Delivery System is connected to the IQ 532 (532 nm), the IQ 577 (577 nm) or the IQ 810 (810 nm) Laser Console, from the IRIDEX Family of IQ Laser Systems and used to deliver laser energy in CW-Pulse, MicroPulse or LongPulse mode, it is intended to be used by a trained ophthalmologist for the treatment of ocular pathology of both the anterior and posterior segments of the eye.
### 532 nm
Indicated for retinal photocoagulation, laser trabeculoplasty, iridotomy, iridoplasty including:
Retinal photocoagulation (RPC) for the treatment of:
Diabetic retinopathy, including:
Nonproliferative retinopathy
- Macular edema
- Proliferative retinopathy
Retinal tears and detachments
Lattice degeneration
Aqe-related macular degeneration (AMD) with choroidal neovascularization (CNV) Sub-retinal (choroidal) neovascularization
Central and branch retinal vein occlusion
- Laser trabeculoplasty for the treatment of: Primary open angle glaucoma
Laser iridotomy, iridoplasty for the treatment of: Angle closure glaucoma
Over-The-Counter Use Prescription Use AND/OR X (21 CFR 801 Subpart C) (Part 21 CFR 801 Subpart D) (PLEASE DO NOT WRITE BELOW THIS LINE-CONTINUE ON ANOTHER PAGE IF NEEDED) Concurrence of CDRH, Office of Device Evaluation (ODE)
# Neil R Ogden
# 2012.11.28 14:41:48 -05'00'
(Division Sign-Off) 205 MAN Division of Surgical Devices 510(k) Number _K121475
IRIDEX Corporation 510(k) Submission for: TxCell Scanning Laser Delivery System
Section 4: Indications for Use - Page 4-1
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# 210(K) INDICATIONS FOR USE STATEMENT
510(k) Number (if known):
K121475
Device Name: IxCell™ Scanning Laser Delivery System
## 577 nm
Indicated for use in photocoagulation of both anterior and posterior segments including:
Retinal photocoagulation, panretinal photocoagulation of vascular and structure abnormalities of the retina and choroid including:
Proliferative and nonproliferative diabetic retinopathy
Choroidal neovascularization
Branch retinal vein occlusion
Age-related macular degeneration (AMD) with choroidal neovascularization (CNV) Retinal tears and detachments
Laser trabeculoplasty for the treatment of: Primary open angle glaucoma
Laser iridotomy, iridoplasty for the treatment of: Angle closure glaucoma
| Prescription Use<br>(Part 21 CFR 801 Subpart D) | X | AND/OR | Over-The-Counter Use<br>(21 CFR 801 Subpart C) | |
|-------------------------------------------------|---|--------|------------------------------------------------|--|
|-------------------------------------------------|---|--------|------------------------------------------------|--|
(PLEASE DO NOT WRITE BELOW THIS LINE-CONTINUE ON ANOTHER PAGE IF NEEDED)
Concurrence of CDRH, Office of Device Evaluation (ODE)
# Neil R Ogden
2012.11.28 14:43:05 -05'00'
(Division Sign-Off) for mxm
| Division of Surgical Devices | |
|------------------------------|---------|
| 510(k) Number | K121475 |
IRIDEX Corporation 510(k) Submission for: TxCell Scanning Laser Delivery System
Section 4: Indications for Use - Page 4-2
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# ૨૫૦(K) INDICATIONS FOR USE STATEMENT
・ 510(k) Number (if known): K121475
Device Name: TxCell™ Scanning Laser Delivery System
# 810 nm
Indicated for retinal photocoagulation, laser trabeculoplasty, iridotomy including:
Retinal photocoagulation for the treatment of: Diabetic retinopathy, including: Nonproliferative retinopathy Macular edema Proliferative retinopathy Retinal tears, detachments and hole Lattice degeneration Age-related macular degeneration (AMD) with choroidal neovascularization (CNV) Sub-retinal (choroidal) neovascularization Central and branch retinal vein occlusion
Laser trabeculoplasty for the treatment of: Primary open angle glaucoma
Laser iridotomy, iridoplasty for the treatment of: Angle closure glaucoma
| Prescription Use | X | AND/OR | Over-The-Counter Use | |
|--------------------------------------------------------------------------|---|--------|------------------------|--|
| (Part 21 CFR 801 Subpart D) | | | (21 CFR 801 Subpart C) | |
| (PLEASE DO NOT WRITE BELOW THIS LINE-CONTINUE ON ANOTHER PAGE IF NEEDED) | | | | |
| Concurrence of CDRH, Office of Device Evaluation (ODE) | | | | |
# Neil R Ogden
2012.11.28 14:43:33 -05'00'
| (Division Sign-Off) | n MXm |
|------------------------------|-------|
| Division of Surgical Devices | |
| 510(k) Number<br>K121475 | |
IRIDEX Corporation 510(k) Submission for: TxCell Scanning Laser Delivery System
Section 4: Indications for Use - Page 4-3
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.