K141574 · Siemens Medical Solutions USA, Inc. · OWB · Sep 5, 2014 · Radiology
Device Facts
Record ID
K141574
Device Name
ARTIS ZEE/ZEEGO SW VC21
Applicant
Siemens Medical Solutions USA, Inc.
Product Code
OWB · Radiology
Decision Date
Sep 5, 2014
Decision
SESE
Submission Type
Special
Regulation
21 CFR 892.1650
Device Class
Class 2
Attributes
Pediatric
Indications for Use
Artis zee / zeego is a family of dedicated angiography systems developed for single and biplane diagnostic imaging and interventional procedures including, but not limited to, pediatric and obese patients. Procedures that can be performed with the Artis zee / zeego family include cardiac angiography, general angiography, rotational angiography, multipurpose angiography and whole body radiographic fluoroscopic procedures as well as procedures next to the table for i.e. patient extremities. Additional procedures that can be performed include angiography in the operating room, image guided surgery by X-ray, by image fusion, and by navigation systems. The examination table as an integrated part of the system can be used for Xray imaging, surgery and interventions. Artis zee / zeego can also support the acquisition of position triggered imaging for spatial data synthesis. The Artis zee and Artis zeego include also the software option DynaCT which identifies the Artis as a system with a C-arm CBCT functionality. DynaCT is an x-ray imaging software option, which allows the reconstruction of two-dimensional images acquired with a standard angiographic C-arm device into a three-dimensional image format. DynaCT is intended for imaging both hard soft tissues as well as other internal body structures for diagnosis, surgical planning, interventional procedures and treatment follow-up.
Device Story
Modular angiography system; components include C-arm, X-ray tube, flat detector, digital imaging system, collimator, generator. Inputs: X-ray signals; outputs: 2D/3D radiographic/fluoroscopic images. Used in OR/clinic by healthcare professionals for diagnostic/interventional procedures. Includes DynaCT software for 2D-to-3D reconstruction (C-arm CBCT). Quantitative CARE claims added to optimize dose/image quality. System supports image fusion and navigation. Output used by clinicians for diagnosis, surgical planning, and treatment monitoring. Benefits: enables minimally invasive interventions, precise surgical guidance, and diagnostic imaging across diverse patient populations.
Clinical Evidence
No clinical data. Bench testing only. Performance verified through integration and functional testing, risk analysis, and adherence to electrical/mechanical safety standards (IEC 60601 series, ISO 10993-1, ISO 14971).
Technological Characteristics
Modular C-arm X-ray system. Components: X-ray tube, flat panel detector, generator, digital imaging system. Connectivity: NEMA PS 3.1-3.20 (DICOM). Software: Major Level of Concern. Standards: IEC 60601-1, 60601-1-2, 60601-1-3, 60601-1-4, 60601-2-43, AAMI ANSI ISO 10993-1, IEC ISO-14971.
Indications for Use
Indicated for diagnostic imaging and interventional procedures, including cardiac, neuro, general, and rotational angiography, and whole-body radiographic/fluoroscopic procedures. Applicable to pediatric and obese patients. Used for image-guided surgery, image fusion, and navigation. DynaCT option indicated for 3D imaging of hard/soft tissues and internal structures for diagnosis, surgical planning, and treatment follow-up.
Regulatory Classification
Identification
An image-intensified fluoroscopic x-ray system is a device intended to visualize anatomical structures by converting a pattern of x-radiation into a visible image through electronic amplification. 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). An anthrogram tray or radiology dental tray intended for use with an image-intensified fluoroscopic 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. In addition, when intended as an accessory to the device described in paragraph (a) of this section, the fluoroscopic compression device is exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to the limitations in § 892.9.
Artis Q and Q.zen – Modular Angiographic System (K123529)
Submission Summary (Full Text)
{0}------------------------------------------------
Image /page/0/Picture/1 description: The image shows the logo for the U.S. Department of Health and Human Services. The logo features a stylized caduceus symbol, which is a staff with two snakes entwined around it. The words "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA" are arranged in a circular pattern around the caduceus symbol. The logo is simple and recognizable, and it is used to represent the U.S. Department of Health and Human Services.
Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
September 5, 2014
Siemens Medical Solutions USA, Inc. % Patricia Jones Technical Regulatory Specialist 51 Vallev Stream Parkwav, D-02 MALVERN, PA 19355
Re: K141574
Trade/Device Name: Artis zee/zeego SW VC21 Regulation Number: 21 CFR 892.1650 Regulation Name: Image-Intensified Fluoroscopic X-Ray System Regulatory Class: Class II Product Code: OWB, JAA, IZI, JAK Dated: August 5, 2014 Received: August 6, 2014
Dear Ms. Jones:
We have reviewed your Section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food. Drug, and Cosmetic Act (Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be 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 and Part 809); medical device reporting (reporting of medical device-related adverse events) (21 CFR 803); good manufacturing practice requirements
{1}------------------------------------------------
as set forth in the quality systems (OS) regulation (21 CFR Part 820); and if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
If vou desire specific advice for your device on our labeling regulation (21 CFR Part 801 and Part 809), please contact the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm. Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR Part 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to
http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm for the CDRH's Office of Surveillance and Biometrics/Division of Postmarket Surveillance.
You may obtain other general information on your responsibilities under the Act from the Division of Industry and Consumer Education at its toll-free number (800) 638 2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm.
Sincerely yours,

Janine M Morris Director Division of Radiological Health Office of In Vitro Diagnostics and Radiological Health Center for Devices and Radiological Health
for
Enclosure
{2}------------------------------------------------
Image /page/2/Picture/0 description: The image features the word "SIEMENS" in a bold, sans-serif font. The color of the text is a light teal. A horizontal black line is located directly underneath the text.
DEPARTMENT OF HEALTH AND HUMAN SERVICES Food and Drug Administration
## Indications for Use
Form Approved: OMB No. 0910-0120 Expiration Date: January 31, 2017 See PRA Statement below.
510(k) Number (if known)
Device Name Artis zee and Artis zeego
## Indications for Use (Describe)
Artis zee / zeego is a family of dedicated angiography systems developed for single and biplane diagnostic imaging and interventional procedures including. but not limited to, pediatric and obese patients.
Procedures that can be performed with the Artis zee / zeego family include cardiac angiography, general angiography. rotational angiography, multipurpose angiography and whole body radiographic fluorossopic procedures as well as procedures next to the table for i.e. patient extremities.
Additional procedures that can be performed include angiography in the operating room. image guided surgery by X-ray. by image fusion, and by navigation systems. The examination table as an integrated part of the system can be used for Xray imaging, surgery and interventions.
Artis zee / zeego can also support the acquisition of position triggered imaging for spatial data synthesis.
The Artis zee and Artis zeego include also the software option DynaCT which identifies the Artis as a system with a Carm CBCT functionality.
DynaCT is an x-ray imaging software option, which allows the reconstruction of two-dimensional images acquired with a standard angiographic C-arm device into a three-dimensional image format.
DynaCT is intended for imaging both hard soft tissues as well as other internal body structures for diagnosis, surgical planning, interventional procedures and treatment follow-up.
Type of Use (Select one or both, as applicable)
> Prescription Use (Part 21 CFR 801 Subpart D)
Over-The-Counter Use (21 CFR 801 Subpart C)
## PLEASE DO NOT WRITE BELOW THIS LINE - CONTINUE ON A SEPARATE PAGE IF NEEDED.
## FOR FDA USE ONLY
Concurrence of Center for Devices and Radiological Health (CDRH) (Signature)
{3}------------------------------------------------
Image /page/3/Picture/0 description: The image contains the word "SIEMENS" in a bold, sans-serif font. The letters are a light blue color. There is a black line underneath the word.
# 510(k) Summary: Artis zee/zeego - Modular Angiographic System
Company: Siemens Medical Systems, Inc. 51 Valley Stream Parkway Malvern, PA 19355
Date Prepared: August 5, 2014
This 510(k) summary of safety and effectiveness information is being submitted in accordance with the requirements of SMDA 1990 and 21 CFR § 807.92.
#### 1. General Information:
Importer / Distributor: Siemens Medical Systems. Inc. 51 Valley Stream Parkway Malvern, PA 19355 Establishment Reqistration Number: 2240869
## Manufacturing Site:
SIEMENS AG Sector Healthcare Siemensstraße 1 D-91301 Forchheim, Germany Establishment Registration Number: 2240869
#### 2. Contact Person:
Ms. Patricia D Jones Technical Specialist, Regulatory Submissions Siemens Medical Solutions USA, Inc. 51 Valley Stream Parkway D-02 Malvern, PA 19355 Phone: (610) 448 -3536 Fax: (610) 448-1787 Email: patricia.d.jones@siemens.com
## 1. Device Name and Classification: Trade Name:
Classification Name: Classification Panel: Classification Regulation: Device Class: Product Code: Secondary Product Code:
Artis zee and Artis zeego - Modular Angiographic System lmage-Intensified Fluoroscopic X-ray System Radiology 21 CFR §892.1650 Class II OWB, JAA, IZI JAK
{4}------------------------------------------------
## Artis zee/zeego VC21 CARE Claims K141574 Al Response
- Legally Marketed Primary Predicate Device 2.
| Trade Name: | Artis zee/zeego with CSX-10 Detector VC21 |
|-------------------------|---------------------------------------------|
| 510(k) Clearance | K122644 |
| Clearance Date | May 16, 2013 |
| Classification Name: | Image-Intensified Fluoroscopic X-ray System |
| Classification Panel: | Radiology |
| CFR Section: | 21 CFR §892.1650 |
| Device Class: | Class II |
| Product Code: | OWB, JAA, IZI |
| Secondary Product Code: | JAK |
Legally Marketed Secondary Predicate Device
| Trade Name: | Artis Q and Q.zen – Modular Angiographic System |
|-------------------------|-------------------------------------------------|
| 510(k) Clearance | K123529 |
| Clearance Date | February 26, 2013 |
| Classification Name: | Image-Intensified Fluoroscopic X-ray System |
| Classification Panel: | Radiology |
| CFR Section: | 21 CFR §892.1600 & 21 CFR §892.1650 |
| Device Class: | Class II |
| Product Code: | OWB, JAA, IZI |
| Secondary Product Code: | JAK |
## 3. Device Description:
/zeego Modular Anqiography System is designed as a set of components that may be combined into different configurations to provide specialized angiography systems. This submission contains Quantitative CARE claims to be added.
The Artis zee / zeego Modular Angiography System with the Quantitative CARE claims is the same Angiography System cleared in 510(k) K122644 with the addition of CARE Claims cleared in 510(k) K123529 the Artis Q and Artis Q.zen Modular Angiography systems. All components are described in the Device Description Section 10 and the Substantial Equivalence Section 11.
The intended use of the modified device, as described in the labeling, has not changed as a result of the modification(s).
## 4. Indication for Use:
Artis zee / zeego is a family of dedicated angiography systems developed for single and biplane diagnostic imaging and interventional procedures including, but not limited to, pediatric and obese patients.
Procedures that can be performed with the Artis zee / zeego family include cardiac angiography, neuro-angiography, general angiography, rotational angiography, body radiographic/fluoroscopic procedures as well as procedures next to the table for i.e. patient extremities.
{5}------------------------------------------------
Additional procedures that can be performed include angiography in the operating room, image quided surgery by X-ray, by image fusion, and by navigation systems. The examination table as an integrated part of the system can be used for X-ray imaging, surgery and interventions.
Artis zee / zeego can also support the acquisition of position triggered imaging for spatial data synthesis.
The Artis zee and Artis zeego include also the software option DynaCT which identifies the Artis as a system with a C-arm CBCT functionality.
DynaCT is an x-ray imaging software option, which allows the reconstruction of two-dimensional images acquired with a standard angiographic C-arm device into a three-dimensional image format.
DynaCT is intended for imaging both hard and soft tissues as well as other internal body structures for diagnosis, surgical planning, interventional procedures and treatment follow-up.
### 5. Substantial Equivalence:
The Artis zee / zeego Modular Angiography System with the Quantitative CARE claims is the same as the legally marketed device and substantial equivalent to Artis zee / zeego Modular Angiography System with CSX-10 Panel detector as listed below. The quantitative CARE claims are that have been cleared with Artis Q and Artis Q.zen.
| 510(k) Number | Date of<br>Clearance | Device Name |
|--------------------------------|----------------------|-----------------------------------------|
| Primary Predicate<br>K122644 | May 16, 2013 | Artis zee/zeego with CSX-10<br>Detector |
| Secondary Predicate<br>K123529 | February 26,<br>2013 | Artis Q and Artis Q.zen |
## Table 5: Predicate Devices
- 6. Summary of Technological Characteristics of the Subject Device as Compared with the Predicate Device:
Artis zee / zeego Modular Angiography System is designed as a set of components (C-arm, X-ray tube and housing, flat detector, digital imaging system, collimator, generator etc.) that may be combined into different configurations to provide specialized angiography systems. All of the components used with Artis zee / zeego are the same as used with the current available Artis zee/zeego (K122644). The Quantitative CARE claims of the Artis zee/zeego are the same as cleared in 510(k) K123529 (Artis Q and Artis Q.zen) this information is provided in the Device Description.
{6}------------------------------------------------
SIEMENS
The components of the subject device have the same technological characteristics as the ones from the predicate device. The technological characteristics do not differ from the predicate device Artis zee/zeego cleared in 510(k) K122644.
The subject device Artis zee/zeego does not affect the indication for use nor the intended use of the device nor does it alter its fundamental scientific technology for the 510(k) cleared predicate device Artis zee/zeego K122644.
### 7. Non-Clinical Performance Testing
Non-clinical tests were conducted for the Artis zee/zeego configured with software version VC21 during product development. The labeling modifications described in this Premarket Notification are supported with same evidence cleared in the Artis Q./Q.zen 510(k) K123529.
Siemens claims conformance to a signed statement of conformance to performance standards as follows: IEC 60601-1: 60601-1-1; IEC 60601-1-2; IEC 60601-1-3; IEC 60601-1-4 ; IEC 60601-2-43; AAMI ANSI ISO 10993-1. IEC ISO-14971 and NEMA PS 3.1 - 3.20 (2011)
Software documentation for a Major Level of Concern per FDA's Guidance Document "Guidance for the Content of Premarket Submission for Software Contained in Medical Devices" issued on May 11, 2005 is also included as part of this submission. The performance data demonstrates continued conformance with special controls for medical devices containing software. Non-clinical tests (integration and functional) were conducted on the Artis zee/ Artis zeego software during product development.
The Risk analysis was completed and risk control implemented to mitigate identified hazards. The testing results supports that all software specifications have met the acceptance criteria. Testing for verification and validation of the device was found acceptable to support the claims of substantial equivalence.
EMC/electrical safety was evaluated according to the IEC standards.
Siemens certify to conform to Voluntary Standards covering Electrical and Mechanical Safety. In conclusion, the identified risk of electrical hazards was mitigated and is substantially equivalent to the predicate devices in terms of safety and effectiveness. All testing and validation have been completed.
Clinical testing was not applicable as the Artis zee/ Artis zeego has no new indication for use nor were new clinical applications introduced to the system.
#### 8. General Safety and Effectiveness Concerns:
Instructions for use are included within the device labeling, and the information provided will enable the user to operate the device in a safe and effective manner.
{7}------------------------------------------------
SIEMENS
Risk management is ensured via a hazard analysis, which is used to identify potential hazards. These potential hazards are controlled via software development, verification and validation testing. To minimize electrical, mechanical and radiation hazards, Siemens adheres to recognized and established industry practice, and all equipment is subject to final performance testing. Furthermore the operators are health care professionals familiar with and responsible for the evaluating and post processing of X-ray images.
### 9. Conclusion as to Substantial Equivalence:
The Artis zee / zeego Modular Angiography System with Quantitative CARE claims have the same indication for use as the predicate device Artis zee / zeego with software VC21. The addition of the Quantitative CARE claims were cleared in the Artis Q and Q.zen 510(k) K123529.
The functionality of Artis zee / zeego Modular Angiography System is the same as the predicate device. It is Siemens opinion, that the Artis zee / zeego Modular Angiography System VC21 is substantially equivalent to the Artis zee / zeego VC21 Modular Angiography System (K122644) and the Quantitative CARE claims is substantially equivalent to the Artis Q and Artis Q.zen Modular Antiography System (K123529)..
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.