The Wireless/Wired Yushan X-Ray Flat Panel Detector is intended to capture for display radiographic images of human anatomy. It is intended for use in general projection radiographic applications wherever conventional film/screen or CR systems may be used. The Yushan X-Ray Flat Panel Detector is not intended for mammography, fluoroscopy, tomography, and angiography applications.
Device Story
Portable digital X-ray detector system (V14C/V14G) captures radiographic images of human anatomy; utilizes GOS or CsI scintillator to convert X-rays to digital signals; transmits data via wired (Gigabit Ethernet) or wireless (IEEE 802.11 ac/a/g/n) connection to a PC workstation. System includes flat panel sensor, SDK, and driver software for image acquisition, processing, annotation, and storage. Used in clinical environments (wall/table bucky or free cassette) by radiology staff. Output displayed on manufacturer-designed UI for clinical review. Benefits include digital image capture replacing film/CR systems, facilitating efficient diagnostic workflows.
Clinical Evidence
No clinical study performed. Substantial equivalence demonstrated through non-clinical bench testing, including image quality evaluation, EMC testing, wireless performance, and biocompatibility (ISO 10993).
Technological Characteristics
Portable digital X-ray detector; GOS or CsI scintillator; 140 μm pixel pitch; 16-bit A/D conversion; 2500 x 3052 pixels; rechargeable lithium battery; wired (Gigabit Ethernet) and wireless (IEEE 802.11 ac/a/g/n) connectivity. Complies with AAMI/ANSI ES60601-1, IEC 60601-1, IEC 60601-1-2, IEC 62304, ISO 10993. Software level of concern: moderate.
Indications for Use
Indicated for general projection radiographic applications in adults. Not for mammography, fluoroscopy, tomography, or angiography.
Regulatory Classification
Identification
A stationary x-ray system is a permanently installed diagnostic system intended to generate and control x-rays for examination of various anatomical regions. This generic type of device may include signal analysis and display equipment, patient and equipment supports, component parts, and accessories.
Special Controls
*Classification.* Class II (special controls). A radiographic contrast tray or radiology diagnostic kit intended for use with a stationary x-ray system only 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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Image /page/0/Picture/0 description: The image contains the logo of the U.S. Food and Drug Administration (FDA). On the left is the Department of Health & Human Services logo. To the right of that is the FDA logo, with the letters "FDA" in a blue box, followed by the words "U.S. FOOD & DRUG ADMINISTRATION" in blue text.
InnoCare Optoelectronics Corp. Yumei Cheng Senior Engineer Rm. B, No. 2, Sec. 2, Huanxi Rd., Xinshi Dist Tainan City 744, TAIWAN
Re: K191939
Trade/Device Name: Yushan X-Ray Flat Panel Detector Regulation Number: 21 CFR 892.1680 Regulation Name: Stationary x-ray system Regulatory Class: Class II Product Code: MQB Dated: July 15, 2019 Received: July 19, 2019
#### Dear Yumei Cheng:
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. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database located at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
August 29, 2019
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Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting of medical device-related adverse events) (21 CFR 803) for devices or postmarketing safety reporting (21 CFR 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-reportingcombination-products); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR Part 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to https://www.fda.gov/medical-device-safety/medical-device-reportingmdr-how-report-medical-device-problems.
For comprehensive regulatory information about medical devices and radiation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/medicaldevices/device-advice-comprehensive-regulatory-assistance) and CDRH Learn (https://www.fda.gov/training-and-continuing-education/cdrh-learn). Additionally, you may contact the Division of Industry and Consumer Education (DICE) to ask a question about a specific regulatory topic. See the DICE website (https://www.fda.gov/medical-device-advice-comprehensive-regulatoryassistance/contact-us-division-industry-and-consumer-education-dice) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,
For
Thalia Mills, Ph.D. Director Division of Radiological Health OHT7: Office of In Vitro Diagnostics and Radiological Health Office of Product Evaluation and Quality Center for Devices and Radiological Health
Enclosure
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#### DEPARTMENT OF HEALTH AND HUMAN SERVICES Food and Drug Administration
#### Indications for Use
510(k) Number (if known) K191939
Device Name
Yushan X-Ray Flat Panel Detector
#### Indications for Use (Describe)
The Wireless/Wired Yushan X-Ray Flat Panel Detector is intended to capture for display radiographic images of human anatomy. It is intended for use in general projection radiographic applications wherever conventional film/screen or CR systems may be used. The Yushan X-Ray Flat Panel Detector is not intended for mammography, fluoroscopy, tomography, and angiography applications.
| Type of Use (Select one or both, as applicable) |
|-------------------------------------------------|
|-------------------------------------------------|
| <div> <span> <span style="font-size: 20px;">☑</span> Prescription Use (Part 21 CFR 801 Subpart D) </span> </div> | <span>☐ Over-The-Counter Use (21 CFR 801 Subpart C)</span> |
|----------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------|
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# 510(k) Summary K191939
#### I. SUBMITTER
InnoCare Optoelectronics Corp. Rm. B, No. 2, Sec. 2, Huanxi Rd., Xinshi Dist., Tainan City 744, Taiwan (R.O.C.) TEL: +886-6-505-1889 # 22598 Email: Yumei.cheng@innolux.com Contact Person: Yumei Cheng / Senior Engineer Date Prepared: Aug 09, 2019
#### II. DEVICE
Trade name: Yushan X-Ray Flat Panel Detector Model name: Yushan V14C, Yushan V14G Regulation description: Stationary x-ray system. Review panel: Radiology Product code: MQB Regulation number: 21 CFR 892.1680 Device class: Class II
#### III. PREDICATE DEVICE
Substantial equivalence to the following predicate device is as follows: Trade/Device Name: FDR D-EVO II Flat Panel Detector System FDA 510(k) clearance number: K142003 Manufacturer: FUJIFILM Medical Systems U.S.A., Inc. Decision Date:10/21/2014 Regulation description: Stationary x-ray system. Review panel: Radiology Product code: MQB Regulation number: 21 CFR 892.1680 Device class: Class II
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### IV. DESCRIPTION OF THE DEVICE SUBJECT TO PREMERKET NOTIFI-CATION
InnoCare's Yushan X-Ray Flat Panel Detector (Yushan V14C, Yushan V14G) is a portable digital detector system. The Yushan X-Ray Flat Panel Detector is designed to be used in any environment that would typically use a radiographic cassette for examinations of adults. The detector models support both wireless and wired/tethered data communication between the detector and the system. Detectors can be placed in a wall bucky for upright exams, a table bucky for recumbent exams, or removed from the bucky for non-grid or free cassette exams.
The Yushan X-Ray Flat Panel Detector is currently indicated for general projection radiographic applications and offers two different detector types in terms of scintillator materials (gadolinium oxysulfide (GOS) and cesium iodide (Csl)).
The Yushan X-Ray Flat Panel Detector sensor can automatically collects x-ray images from an x-ray source. The Yushan X-Ray Flat Panel Detector sensor collects xrays and digitizes the images for their transfer and display to a computer. The sensor does not have an x-ray source, which is provided and controlled by independent system manufacturers. The sensor includes a flat panel for x-ray acquisition and digitization and a computer (including proprietary processing software) for processing, annotating and storing x-ray images.
The SDK(software development kit) software library runs on a PC workstation and provides the interface for system manufacturer to control the Yushan X-Ray Flat Panel Detector. SDK initiates the taking of X-ray images from the Yushan X-Ray Flat Panel Detector, through the Sensor Driver application. Once an X-ray is taken, Sensor Driver reads it from the flat panel and transfers it to SDK.
Then the user interface which designed by the system manufacture will take the image data from SDK for further image process and display. Please be noted that the software is not based on the predicate device.
The software level of concern for the Yushan X-Ray Flat Panel Detector has been determined to be moderate based on the "Guidance for the Content of Premarket Submissions for Software Contained in Medical Devices.
The cybersecurity risks of the Yushan X-Ray Flat Panel Detector have been addressed
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to assure that no new or increased cybersecurity risks were introduced as a part of device risk analysis. These risks are defined as sequence of events leading to a hazardous situation, and the controls for these risks were treated and implemented as proposed in the risk analysis (e.g., requirements, verification).
### V. COMPARISON OF TECHNOLOGICAL CHARACTERISTICS WITH THE PREDICATE DEVICE
Both Yushan X-Ray Flat Panel Detector and FDR D-EVO II (DR-ID1200) are portable digital detector systems that are used to acquire x-ray exposures. Yushan X-Ray Flat Panel Detector has the same Indications for Use, and very similar functional and technical requirements as the predicate device, K142003. The comparison of technological characteristics are listed in the following table. Yushan X-Ray Flat Panel Detector has been successfully tested and validated, please refer to the next section for more detailed information.
| | InnoCare Yushan X-Ray Flat Panel<br>Detector | FDR D-EVO II (DR-ID 1200) flat<br>panel sensor system | |
|------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------|
| Product name | | | |
| Model name | V14G<br>V14C | DR-ID 1201SE<br>DR-ID 1211SE | |
| Manufacturer | InnoCare Optoelectronics Corp. | FUJIFILM Medical Systems<br>U.S.A., Inc. | |
| Qualified<br>number | - | CE0123/K142003 | |
| Clinical | | | |
| Indications for<br>use | The Wireless/Wired InnoCare Yu-<br>shan X-Ray Flat Panel Detector is<br>intended to capture for display ra-<br>diographic images of human anat-<br>omy. It is intended for use in gen-<br>eral projection radiographic appli-<br>cations wherever conventional | The Wired/Wireless FDR D-EVO<br>II flat panel sensor system is in-<br>tended to capture for display ra-<br>diographic images of human anat-<br>omy. It is intended for use in gen-<br>eral projection radiographic appli-<br>cations including pediatric and | |
| | | | |
| | film/screen or CR systems may be<br>used. The InnoCare Yushan X-Ray<br>Flat Panel Detector is not intended<br>for mammography, fluoroscopy,<br>tomography, and angiography ap-<br>plications. | neonatal exams wherever conven-<br>tional film/screen or CR systems<br>may be used. The FDR D-EVO II<br>is not intended for mammography,<br>fluoroscopy, tomography, and an-<br>giography applications. | |
| Compliance<br>standard | - FDA Standards 21 CFR<br>892.1680 for stationary x-ray<br>system<br>- European Medical Devices<br>Directive (93/42/EEC)<br>- EN ISO 13485<br>- ISO 14971<br>- ANSI/AAMI ES60601-1<br>- CAN/CSA C22.2 No. 60601-<br>1:14<br>- IEC 60601-1-2<br>- IEC 62304<br>- IEC 60601-1-6<br>- IEC 62366-1<br>- ISO 10993-1<br>- ISO 10993-5<br>- ISO 10993-10<br>- ISO 15223-1 | - AAMI/ANSI ES60601-1<br>- IEC 60601-1<br>- IEC 60601-1-2<br>- IEC 62304<br>- IEC 62366 | |
| | Technical | | |
| | | V14G: | DR-ID 1201SE: |
| | Dimensions<br>(mm) | 460(W)×383(L)×15(H) | 460(W)×384(L)×15(H) |
| | | V14C: | DR-ID 1211SE: |
| | | 460(W)×383(L)×15(H) | 460(W)×384(L)×15(H) |
| | Weight (Kg) | V14G: 2.7 | DR-ID 1201SE: 2.6 |
| | | V14C: 2.7 | DR-ID 1211SE: 2.6 |
| | Scintillator | V14G: GOS<br>V14C: CsI | DR-ID 1201SE: GOS<br>DR-ID 1211SE: CsI |
| | Pixel Pitch | 140 μm | 150 μm |
| | | GOS: at 1 lp/mm, RQA5 is 0.27<br>CsI: at 1 lp/mm, RQA5 is 0.48 | GOS: at 1 lp/mm, RQA5 is 0.30<br>CsI: at 1 lp/mm, RQA5 is 0.54 |
| | DQE | Although the results show small differences. We, InnoCare has the Yu- shan image compared with the predicate device's image, and the image quality do not show significant difference. | |
| | GOS: at 1 lp/mm, RQA5 is 0.52<br>CsI: at 1 lp/mm, RQA5 is 0.69 | GOS: at 1 lp/mm, RQA5 is 0.60<br>CsI: at 1 lp/mm, RQA5 is 0.80 | |
| MTF | Although the results show small differences. We, InnoCare has the Yu- shan image compared with the predicate device's image, and the image quality do not show significant difference. | | |
| Max.<br>resolution | GOS: 3.57 lp/mm<br>CsI: 3.57 lp/mm | GOS: 3.33 lp/mm<br>CsI: 3.33 lp/mm | |
| A/D Conver-<br>sion | 16 bit | 16 bit | |
| Pixels | 2500 x 3052 | 2336 x 2836 | |
| Interface | Wired: Gigabit Ethernet<br>(100BASE-TX or 10BASE-T)<br>Wireless: IEEE802.11 ac /a/g/n | Wired: Gigabit Ethernet<br>(100BASE-TX or 10BASE-T)<br>Wireless: IEEE802.11 n | |
| Power Source | Rechargeable Lithium Battery | Rechargeable Lithium Battery | |
| Technical | | | |
| Biological<br>safety | All material contact with patients<br>are in accordance with ISO 10993. | All material contact with patients<br>are in accordance with ISO 10993. | |
| Others | | | |
| | | | |
| Accessories | - Battery (Optional) | - Battery Charger (Optional) | |
| | - Power supply (Adapter) | - Power supply | |
| | - SE cable (Back-up cable) | - SE cable | |
| | - Power Cord | | |
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### INCX
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## INCX
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#### VI. PERFORMANCE DATA
Non-clinical Performance Data: Yushan X-Ray Flat Panel Detector (Yushan V14C, Yushan V14G) conforms to the voluntary standards such as AAMI/ANSI ES60601-1, IEC 60601-1, IEC 60601-1-2, IEC 62304, IEC 60601-1-6, ANSI AAMI IEC 62366-1 and ANSI/AAMI HE75. In addition, the FDA's Guidance for the Submission of 510(k)s for Solid State X-ray Imaging Devices (issued on September 1, 2016) was followed to describe the detector characteristics; Radio Frequency Wireless Technology in Medical Devices (issued on August 14, 2013), FCC 47 CFR PART 15 SUBPART C, FCC 47 CFR PART 15 SUBPART E and FCC SAR were followed to test the wireless features; Guidance for the Content of Premarket Submissions for Software Contained in Medical Devices (issued on May 11, 2005) was followed to evaluate the level of concern as moderate; Content of Premarket Submissions for Management of Cybersecurity in Medical Devices (issued on October 2, 2014) was also followed to consider issues related to cybersecurity in the design and development process of this device. Additionaly, the risk analysis, necessary verification and validation activities were performed. Load-bearing characteristics and protection against ingress of water were tested and passed. The internal circuit design was demonstrated through EMC emission testing: IEC60601-1-2, FCC 47 CFR PART 15 SUBPART B, ETSI EN 301 489-17 V3.1.1:2017 and ETSI EN 301 489-1 V2.1.1:2017, and the results were satisfactory. Biocompatibilities were demonstrated through ISO 10993 series to prove the using material safe and effective. Furthermore, the image quality evaluation confirmed that the image quality of the Yushan X-Ray Flat Panel Detector is substantially equivalent to that of the predicate device.
Clinical Performance Data: No clinical study has been performed. The substantial equivalence has been demonstrated by non-clinical studies.
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## INCX
#### VII. CONCLUSIONS
Yushan X-Ray Flat Panel Detector is substantially equivalent to the predicate device in technical characteristics, design features, operating principles, functional and performance characteristics, and for the intended uses in the stated medical specialties. Yushan X-Ray Flat Panel Detector is designed to comply with applicable federal and international safety and performance standards.
Based upon the supporting data summarized above, we concluded the Yushan X-Ray Flat Panel Detector (Yushan V14C, Yushan V14G) is as safe and effective as the legally marketed device FDR D-EVO II (DR-ID 1200) flat panel sensor system (K142003), and do not raise different questions of safety and effectiveness than K142003.
> YS-FDA-Summary-A3 7of7
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.