SONY HYBIRD GRAPHIC UP-971AD, SONY HYBIRD GRAPHIC PRINTER UP-991AD
K141346 · Sony Electronics, Inc. · LMC · Jun 26, 2014 · Radiology
Device Facts
Record ID
K141346
Device Name
SONY HYBIRD GRAPHIC UP-971AD, SONY HYBIRD GRAPHIC PRINTER UP-991AD
Applicant
Sony Electronics, Inc.
Product Code
LMC · Radiology
Decision Date
Jun 26, 2014
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 892.2040
Device Class
Class 2
Indications for Use
The Sony UP-991AD / UP-971AD Hybrid Graphic Printers are compact, medical grade black and white printers that can accept both analog and digital signal inputs. They are designed to be integrated into radiology imaging systems such as mobile c-arm, ultrasound, cardiac catheterization laboratory and other compatible medical imaging systems and produce hard copy prints of still images captured by these systems for the patient record or for referrals.
Device Story
Compact black and white thermal printers; accept analog and digital signal inputs from radiology imaging systems (mobile C-arm, ultrasound, cardiac cath lab). Transform captured still images into 325 dpi high-resolution hard copies on paper or transparent blue film (UP-991AD only). Operated by clinicians in clinical settings. Features include multi-picture print mode, panoramic printing, and LCD display. UP-991AD includes USB flash drive storage, automatic media detection, and integrated media cutter. Output used as reference prints for patient records or referrals; not for diagnostic purposes.
Clinical Evidence
No clinical data. Safety and effectiveness confirmed by hardware and software bench testing, including compliance with IEC 60601-1 and IEC 60601-1-2 standards.
Technological Characteristics
Direct thermal printing; 325 dpi resolution; 8-bit (256 levels) processing. Inputs: Analog (BNC, NTSC/PAL) and Digital (USB). Features: LCD display with white LED backlight, automatic media detection, integrated media cutter (UP-991AD). Power: 100-240V AC. Connectivity: USB 2.0, BNC video I/O. Standards: IEC 60601-1, AAMI/ANSI ES 60601-1, IEC 60601-1-2.
Indications for Use
Indicated for use with radiology imaging systems (e.g., mobile C-arm, ultrasound, cardiac cath lab) to produce hard copy prints of still images for patient records or referrals. Not for diagnostic use.
Regulatory Classification
Identification
A medical image hardcopy device is a device that produces a visible printed record of a medical image and associated identification information. Examples include multiformat cameras and laser printers.
Special Controls
*Classification.* Class II (special controls; voluntary standards—Digital Imaging and Communications in Medicine (DICOM) Std., Joint Photographic Experts Group (JPEG) Std., Society of Motion Picture and Television Engineers (SMPTE) Test Pattern). The device is exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to the limitations in § 892.9.
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# JUN 2 6 2014
K141346
Page 1 of 7
# 510(K) SUMMARY FOR THE SONY ELECTRONICS, INC. Sony UP-991AD / UP-971AD Hybrid Graphic Printers
(per 21 CFR 807.92 and http://www.fda.gov/McdicalDevices/DeviceRegulationandGuidant.htm)
## 1. SUBMITTER/510(K) HOLDER
Sony Electronics Inc. Sony Medical Systems Division l Sony Drive Park Ridge, NJ 07656 Phone: 201-258-4182 Establishment Registration No: 2246606
Brian Zimmer Contact: Contact's Phone: 201-930-6746 Contact's Fax: 201-358-4977 Contact's Email: Brian.zimmer(@am.sony.com
## 2. DEVICE NAME
| Proprietary Name: | Sony UP-991AD / UP-971AD Hybrid Graphic Printers |
|------------------------|--------------------------------------------------|
| Common/Usual Name: | Medical Image Hardcopy Device |
| Classification Name: | Camera, Multi Format, Radiological |
| Classification Panel: | Radiology |
| Device Class: | Class II |
| Classification Number: | 21 CFR 892.2040 |
| Product Code: | LMC |
### 3. PREDICATE DEVICES
The following devices are legally marketed devices cleared under K882958 as Sony UP Series Video Printers to which equivalence is being claimed:
- UP-701 Video Graphic Printer .
- UP-811 Video Graphic Printer .
- UP-1000/1100 Color Video Printer t
- . UP-5000 Color Video Printer
### 4. DEVICE DESCRIPTION
The UP-991AD and UP-971AD Hybrid Graphic Printers are compact black and white printers designed for use with both analog and digital radiology imaging systems such
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as mobile C-arm, ultrasound, cardiac catheterization laboratory and other compatible medical imaging systems. They provide 325 dpi high resolution hard copies of still images captured by the imaging system that can then be used as reference prints for patient record purposes or referrals. 1
Both the UP-991AD and UP-971AD Hybrid Graphic Printers provide a multi-picture print mode and panoramic print capability. Additionally, the UP-991AD can store images on a connected USB flash drive and print on transparent blue film media, in addition to paper media. Other conveniences offered by the UP-991AD include automatic detection of media type and an integrated media cutter.
#### 5. INDICATIONS FOR USE / INTENDED USE
The Sony UP-991AD / UP-971AD Hybrid Graphic Printers are compact, medical grade black and white printers that can accept both analog and digital signal inputs. They are designed to be integrated into radiology imaging systems such as mobile Carm, ultrasound, cardiac catheterization laboratory and other compatible medical imaging systems and produce hard copy prints of still images captured by these systems for the patient record or for referrals.
# 6. SUMMARY OF TECHNOLOGICAL CHARACTERISTICS COMPARED TO THE PREDICATE DEVICE
The proposed UP-991AD and UP-971AD Hybrid Graphic Printers represent a technological upgrade to the predicate Sony UP Series Video Printers. Both the proposed and predicate devices are thermal printers that provide hard copy images captured by connected imaging systems. The proposed UP-991AD and UP-971AD Hybrid Graphic Printers have increased resolution and provide a number of technological features that are not available for the predicate devices - including a multi-picture print mode and panoramic print capability. Additionally, the UP-991AD can store images on a connected USB flash drive and print on transparent blue film media, in addition to paper media. Other conveniences offered by the UP-991AD include automatic detection of media type and an integrated media cutter.
Printer control for the predicate devices is provided by a front panel or keypad. The proposed printers have an LCD display panel with a white LED backlight.
May 16, 2014 Sony Electronics Inc., Traditional 510(k) Sony UP-991AD / UP-971AD Hybrid Graphic Printers
I The images printed from the UP-991AD and UP971AD are not to be used for diagnosis.
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- 7. SUMMARY OF NON-CLINICAL PERFORMANCE TESTING AS BASIS FOR SUBSTANTIAL EQUIVALENCE
The safety and effectiveness of the proposed UP-991AD and UP-971AD Hybrid Graphic Printers has been confirmed by hardware and software testing. The proposed printers comply with applicable requirements of the following standards:
- · IEC 60601-1:2005 + C1:2006 + C2:2007
- · AAMI/ANSI ES 60601-1: 2005 + C1:2009 + A2:2010
- · IEC 60601-1-2:2007-03
#### 8. SUMMARY OF CLINICAL TESTING AS BASIS FOR SUBSTANTIAL EQUIVALENCE
Not applicable.
#### 9. SUMMARY OF OTHER INFORMATION
Not applicable.
#### 10. CONCLUSIONS DRAWN FROM NON-CLINICAL AND CLINICAL TESTS
The indications for use, principles of operation, and technological characteristics of the proposed Sony UP-991AD / UP-971AD Hybrid Graphic Printers are substantially equivalent to the predicate device Sony UP Series Video Printers (subject of K.882958). Differences between the proposed and predicate device are limited to minor differences in technological characteristics. These differences do not impact the safety and effectiveness of the printers for the intended use.
The safety and performance of the Sony UP-991AD / UP-971AD Hybrid Graphic Printers for its intended use are demonstrated by non-clinical testing. Based on the evidence provided. Sony Electronics believes that the proposed Sony UP-991AD / UP-971AD Hybrid Graphic Printer is substantially equivalent to the predicate Sony UP Series Video Printers.
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| Product<br>Characteristics | Sony Electronics Inc.<br>Sony UP-991AD / UP-971AD<br>Hybrid Graphic Printer | Sony Medical Electronics Co.<br>Sony UP Series Video Printers (UP-701, UP-811, UP-1000/1100, UP-5000) | | | | |
|-------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| | Proposed | UP-701 | UP-811 | UP-1000/1100 | UP-5000 | |
| Regulatory Status<br>Applications for Use | The Sony UP-991AD / UP-971AD Hybrid Graphic Printers<br>are compact, medical grade black<br>and white printers that can accept<br>both analog and digital signal<br>inputs. They are designed to be<br>integrated into radiology imaging<br>systems such as mobile c-arm,<br>ultrasound, cardiac<br>catheterization laboratory and<br>other compatible medical imaging<br>systems and produce hard copy<br>prints of still images captured by<br>these systems for the patient<br>record or for referrals. | Sony Video Printers are general purpose devices and are intended for use as accessories for a wide range of electronic<br>medical diagnostic equipment to provide hard copy images. | | | | |
| Product Code | LMC | | K882958 | | | |
| | | Features | | KQM | | |
| Printing Method | Direct thermal printing | Direct thermal printing | Direct thermal printing | Sublimation heat transfer<br>printing | Sublimation heat transfer<br>printing | |
| High Resolution | 325 dpi | 61 dpi | 169 dpi | 101dpi / 132dpi(h/w) | 102dpi/118dpi (h/w) | |
| Gradations | 8 bits (256 levels) processing | 16/32 (black and white) | 64 (black and white) | 64 levels each (yellow, red, blue) | 256 levels each (yellow, magenta, cyan) | |
| Picture Elements | Digital: 7680 x 2560 dots<br>Video NTSC: 720 x 504 dots<br>Video PAL: 720 x 604 dots | 235 x 512 dots (NORM),<br>241 x 512 dots (WIDE): | 472 x 602 dots (NORM),<br>490 x 640 dots (WIDE) | 466 x 784 PELS | 720 x 468 PELS | |
| Picture Area | DIGITAL:<br>600 x 200 mm (23 5/8 x 7 7/8 inch) (Max)<br>VIDEO:<br>STD NTSC: 182 x 144 mm<br>PAL: 188 x 140 mm<br>SIDENTSC: 244 x 184 mm<br>PAL: 244 x 183 mm | NORM 97 x 133mm(3 7/8 x 5 1/4 inches)<br>WIDE 100 x 133(3 7/8 x 5 1/4 inches) | NORM 71 x 90mm(2 3/4 x 3 1/2 inches)<br>WIDE 73 x 96(2 7/8 x 3 3/4 inches) | | 116.5 x 150mm | 116.5 x 155 mm |
| Product<br>Characteristics | Sony Electronics Inc.<br>Sony UP-991AD / UP-971AD<br>Hybrid Graphic Printer | UP-701 | UP-811 | Sony Medical Electronics Co.<br>Sony UP Series Video Printers (UP-701, UP-811, UP-1000/1100, UP-5000) | UP-1000/1100 | UP-5000 |
| Regulatory Status | Proposed | | | | K882958 | |
| Paper Size | Paper width of 8.25 in. [210 mm] | UPP-110S Paper Roll<br>Width: 4 3/8 inches<br>[110mm]<br>Length: Approx. 6ft 12 3/8 inches [20m] | UPP-110S Paper Roll<br>Width: 4 3/8 inches<br>[110mm]<br>Length: Approx. 6ft 12 3/8 inches [20m] | | UPP-1000 MAVIGRAPH<br>Printing Paper - 100 sheets<br>5 3/8 x 8 3/8 inches [140 x 210 mm] | Color: UPC-5010 - 100 sheets<br>OHP: UPC-5030 - 50 sheets |
| Picture Memory | Digital: 2816 x 7680 x 8 bits<br>Video: 6 frames (720 x 608 x 8 bits for one frame) | 128K x 4 bits | 448K x 5 bits | | 357K x 6bits | 1024K x 8bits |
| Interface | USB terminal (type A) for USB<br>flash drive (X1) (UP-991AD<br>only)<br>Hi-Speed USB (USB 2.0) (x1)<br>VIDEO INPUT: BNC type (X1)<br>NTSC or PAL composite video<br>signals<br>1.0Vp-p, 75ohm (NTSC/PAL<br>automatically discriminated)<br>VIDEO OUTPUT: BNC type<br>(x1) Loop-through<br>REMOTE: Stereo mini jack (x1) | VIDEO INPUT: BNC type<br>NTSC composite video<br>signals 1.0Vp-p or 5.0 Vp-<br>p. 75ohms/high impedance<br>REMOTE: Stereo mini jack | VIDEO INPUT: BNC type<br>NTSC composite video<br>signals 1.0Vp-p or 5.0 Vp-<br>p, 75ohms/high impedance<br>MON OUT: BNC type<br>NTSC composite video<br>signals 1.0Vp-p. 75 ohms<br>Loop-through/D/A Output<br>Changeover Switch Method<br>REMOTE: Stereo mini jack | | VIDEO INPUT: BNC type<br>Composite video signals<br>1.0 +0.6/-0.3 Vp-p, 75<br>ohms, negative<br>COMPONENT INPUT:<br>BNC type R/R-Y, G/Y,<br>B/B-Y<br>[R-Y, Y, B-Y<br>Y 1.0+0.6/-0.3 Vp-p<br>R-Y, B-Y, 0.7+0.4/-0.2<br>Vp-p<br>R,G,B (analog)<br>0.7+0.4/-0.2 Vp-p<br>TTL (digital RGB)<br>TTL level (positive<br>polarity), 22 kilohms]<br>SIGNAL INPUT:<br>SYNC:BNC type,<br>4.0+1.3/-3.7 Vp-p<br>(negative polarity) 75<br>ohms<br>HD, VD:BNC type,<br>5.0+3.0/-4.0 Vp-p<br>(negative polarity), 5<br>kilohms<br>MONITOR OUTPUT:<br>MONITOR: BNC type<br>[R.G.B 0.7 +-0.1 Vp-p,<br>75 ohms | VIDEO INPUT: BNC type<br>NTSC Composite video<br>signals 1.0 Vp-p, 75 ohms,<br>negative<br>COMPONENT INPUT:<br>[R-Y, B-Y, Y<br>16 pin connector<br>Y: 1.0 Vp-p, 75 ohms<br>R-Y, B-Y: 0.7 Vp-p, 75<br>ohms<br>R.G.B VIDEO INPUT:<br>BNC type, 0.7 Vp-p. 75<br>ohms<br>S VIDEO INPUT:<br>(Separate luminance(Y)<br>and Chrominance<br>signals)<br>Y: 1 Vp-p<br>C: 0.29 Vp-p<br>75 ohms<br>MONITOR OUTPUT:<br>RGB<br>25 pin connector<br>R.G,B: 0.7 Vp-p, 75<br>ohms<br>SYNC: 1 Vp-p (negative<br>polarity), 75 ohms<br>VIDEO (NTSC composite<br>video signal) |
| Product<br>Characteristics | Sony Electronics Inc.<br>Sony UP-991AD / UP-971AD<br>Hybrid Graphic Printer | UP-701 | UP-811 | Sony Medical Electronics Co.<br>Sony UP Series Video Printers (UP-701, UP-811, UP-1000/1100, UP-5000) | UP-1000/1100 | UP-5000 |
| Regulatory Status | Proposed | | | K882958 | SYNC 1.0 +-0.4 Vp-p<br>(negative polarity) 75<br>ohms | |
| Power Requirements | AC 100 V to 240 V, 50/60 Hz | AC 100 V to 120 V, 50/60<br>Hz | AC 100 V to 120 V, 50/60<br>Hz | AC 120 V, 60 Hz | AC 120 V, 50/60 Hz | AC 120 V, 50/60 Hz |
| Weight | 15lb 7oz [7.0 kg] | 7lb 15oz [3.6 kg] | 8.8lb [4.0 kg] | 102lb 12oz [46.6 kg] | N/A | 33lb 1oz [15.0 kg] |
| Digital Video Input | N/A | N/A | N/A | N/A | N/A | N/A |
| Analog Video Input | Yes | Yes | Yes | Yes | Yes | Yes |
| Multi-picture Mode | Yes - 2, 4, and 6 (Analog) / 2 and<br>4 (Digital) | N/A | N/A | Yes - 4 | Yes - 4 | Yes - 4, 9 |
| Panoramic Printing | Yes up to a maximum of 600mm<br>in length | N/A | N/A | N/A | N/A | N/A |
| Printing Speed | Approx. 8 seconds/image (in<br>standard mode) | 8.5 seconds/screen | 8.8 seconds/screen | Color ribbon: 3 minutes;<br>Black ribbon: 1 minute | N/A | 1 minute |
| Storage Media | • USB Flash drive (UP-991AD<br>only) | N/A | N/A | N/A | N/A | N/A |
| Dimensions | 12.5 (W) x 5.25 (H) x 10.5 (D)<br>inches (D)<br>[316 (W) x 132.5 (H) x 265 (D)<br>mm] | 6 1/8 (W) x 6 ½ (H) x 12 ½<br>(D) inches<br>[154 (W) x 166 (H) x 318<br>(D) mm] | 6 1/8 (W) x 6 ½ (H) x 12 ½<br>(D) inches<br>[154 (W) x 165 (H) x 318<br>(D) mm] | 29 3/8 (W) x 12 1/8 (H) x<br>16 (D) inches<br>[743 (W) x 307 (H) x 405<br>(D) mm] | N/A | 16 3/4 (W) x 7 1/2 (H) x 18<br>3/4 (D) inches<br>[424 (W) x 190 (H) x 474<br>(D) mm] |
| LCD Display Panel | Yes | N/A | N/A | N/A | N/A | N/A |
| LED Backlight | Yes | N/A | N/A | N/A | N/A | N/A |
| Function Keys | Front Panel | Front Panel | Front Panel | Operation Panel | Keypad | Keypad |
| Settings Auto Lock | Yes | N/A | N/A | N/A | N/A | N/A |
| Contrast Knob | Yes | N/A | Yes | N/A | N/A | N/A |
| Brightness Knob | Yes | N/A | Yes | Yes | Yes | N/A |
| Automatic Media<br>Cutter | Yes (UP-991AD only) | N/A | N/A | N/A…
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.