K202767 · Canon Medical Systems Corporation · LNH · Jan 15, 2021 · Radiology
Device Facts
Record ID
K202767
Device Name
Vantage Orian 1.5T, MRT-1550, V6.0
Applicant
Canon Medical Systems Corporation
Product Code
LNH · Radiology
Decision Date
Jan 15, 2021
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 892.1000
Device Class
Class 2
Attributes
AI/ML
AI Performance
Output
Algorithm
Acceptance
Observed
Dev DS
Dev Readers
Test DS
Test Readers
Magnetic Resonance Imaging (MRI) reconstruction
Deep learning reconstruction
—
Performed at the same level or above the performance of the commercially available predicate device
—
—
Human observer study: 55 studies
6 (board certified radiologists)
Indications for Use
Vantage Orian 1.5T systems are indicated for use as a diagnostic imaging modality that produces cross-sectional transaxial, coronal, sagittal, and oblique images that display anatomic structures of the head or body. Additionally, this system is capable of non-contrast enhanced imaging, such as MRA. MRI (magnetic resonance imaging) images correspond to the spatial distribution of protons (hydrogen nuclei) that exhibit nuclear magnetic resonance (NMR). The NMR properties of body tissues and fluids are: ·Proton density (PD) (also called hydrogen density) ·Spin-lattice relaxation time (T1) ·Spin-spin relaxation time (T2) ·Flow dynamics ·Chemical Shift Depending on the region of interest, contrast agents may be used. When interpreted by a trained physician, these images yield information that can be useful in diagnosis.
Device Story
Vantage Orian 1.5T is a 1.5 Tesla MRI system utilizing Pianissimo scan noise reduction technology; features 1.4m short magnet; maximum field of view 55x50cm. Includes AiCE Reconstruction Processing Unit for MR, a deep learning-based image reconstruction algorithm. System acquires proton density, T1, T2, flow dynamics, and chemical shift data to produce cross-sectional images. Operated by trained clinicians/technicians in clinical settings. AiCE processes raw MR data to enhance image quality; output viewed by radiologists for diagnostic decision-making. Benefits include improved image quality and diagnostic confidence. This submission expands AiCE application to additional anatomical regions (spine, MSK, pelvis, abdomen, breast, cardiac) without hardware/software changes.
Clinical Evidence
Bench testing included a model observer study for low contrast detectability, SNR, and contrast performance. A human observer study involved 6 board-certified radiologists evaluating 55 studies, demonstrating a statistical preference for AiCE compared to standard performance filters. Results indicate performance is equivalent or superior to the predicate device.
Technological Characteristics
1.5T MRI system; 1.4m short magnet; 55x50cm FOV. Includes Pianissimo noise reduction. AiCE Reconstruction Processing Unit utilizes deep learning reconstruction. Complies with IEC 60601-2-33:2010+A1:2013+A2:2015 for SAR and dB/dt limits. Designed under 21 CFR 820 and ISO 13485.
Indications for Use
Indicated for diagnostic imaging of head or body anatomic structures in patients requiring cross-sectional transaxial, coronal, sagittal, or oblique MRI, including non-contrast MRA. Contraindications include presence of ferromagnetic objects or conditions incompatible with MRI.
Regulatory Classification
Identification
A magnetic resonance diagnostic device is intended for general diagnostic use to present images which reflect the spatial distribution and/or magnetic resonance spectra which reflect frequency and distribution of nuclei exhibiting nuclear magnetic resonance. Other physical parameters derived from the images and/or spectra may also be produced. The device includes hydrogen-1 (proton) imaging, sodium-23 imaging, hydrogen-1 spectroscopy, phosphorus-31 spectroscopy, and chemical shift imaging (preserving simultaneous frequency and spatial information).
Special Controls
*Classification.* Class II (special controls). A magnetic resonance imaging disposable kit intended for use with a magnetic resonance diagnostic device only is exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to the limitations in § 892.9.
Predicate Devices
Vantage Orian 1.5T, MRT-1550, V6.0 with AiCE Reconstruction Processing Unit for MR (K193097)
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Canon Medical Systems Corporation % Mr. Paul Biggins, Jr. Manager, Regulatory Affairs Canon Medical Systems USA, Inc. 2441 Michelle Drive TUSTIN CA 92780
January 15, 2021
# Re: K202767
Trade/Device Name: Vantage Orian 1.5T, MRT-1550, V6.0 with AiCE Reconstruction Processing Unit for MR Regulation Number: 21 CFR 892.1000 Regulation Name: Magnetic resonance diagnostic device Regulatory Class: Class II Product Code: LNH Dated: December 10, 2020 Received: December 11, 2020
Dear Mr. Biggins:
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.
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
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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 mediation-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 T. 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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# Indications for Use
510(k) Number (if known) K2O2767
Device Name
Vantage Orian 1.5T, MRT-1550, V6.0 with AiCE Reconstruction Processing Unit for MR
Indications for Use (Describe)
Vantage Orian 1.5T systems are indicated for use as a diagnostic imaging modality that produces cross-sectional transaxial, coronal, sagittal, and oblique images that display anatomic structures of the head or body. Additionally, this system is capable of non-contrast enhanced imaging, such as MRA.
MRI (magnetic resonance imaging) images correspond to the spatial distribution of protons (hydrogen nuclei) that exhibit nuclear magnetic resonance (NMR). The NMR properties of body tissues and fluids are:
·Proton density (PD) (also called hydrogen density)
·Spin-lattice relaxation time (T1)
·Spin-spin relaxation time (T2)
·Flow dynamics
·Chemical Shift
Depending on the region of interest, contrast agents may be used. When interpreted by a trained physician, these images yield information that can be useful in diagnosis.
| 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) |
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Made For life K202767
# 510(k) SUMMARY
This summary of 510(k) safety and effectiveness information is being submitted in accordance with the requirements of Safe Medical Device Act 1990 and 21 CFR § 807.92
#### 1. CLASSIFICATION and DEVICE NAME
| Classification Name: | Magnetic Resonance Diagnostic Device |
|-------------------------|---------------------------------------------------------------------------------------|
| Regulation Number: | 90-LNH (Per 21 CFR § 892.1000) |
| Trade Proprietary Name: | Vantage Orian 1.5T, MRT-1550, V6.0 with AiCE Reconstruction<br>Processing Unit for MR |
| Model Number: | MRT-1550 |
#### 2. SUBMITTER'S NAME
Canon Medical Systems Corporation 1385 Shimoishigami Otawara-Shi, Tochigi-ken, Japan 324-8550
#### 3. OFFICIAL CORRESPONDENT
Naofumi Watanabe Senior Manager, Regulatory Affairs and Vigilance Canon Medical Systems Corporation
#### 4. CONTACT PERSON, U.S. AGENT and ADDRESS
Official Correspondent/U.S. Agent Paul Biggins Senior Director, Regulatory Affairs Canon Medical Systems USA, Inc. 2441 Michelle Drive, Tustin, CA 92780 Phone: (714) 730-7808 Fax: (714) 730-1310 E-mail: pbiggins@us.medical.canon
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- 5. MANUFACTURING SITE Canon Medical Systems Corporation 1385 Shimoishigami Otawara-shi, Tochigi 324-8550, Japan
- 6. ESTABLISHMENT REGISTRATION 9614698
- 7. DATE PREPARED September 14, 2020
# 8. DEVICE NAME
Vantage Oran 1.5T, MRT-1550, V6.0 with AiCE Reconstruction Processing Unit for MR
#### 9. TRADE NAME
Vantage Oran 1.5T, MRT-1550, V6.0 with AiCE Reconstruction Processing Unit for MR
#### 10. CLASSIFICATION NAME
Magnetic Resonance Diagnostic Device (MRDD)
#### 11. CLASSIFICATION PANEL
Radiology
#### 12. DEVICE CLASSIFICATION
Class II (per 21 CFR 892.1000, Magnetic Resonance Diagnostic Device)
#### 13. PRODUCT CODE
90-LNH
#### 14. PREDICATE DEVICE
Predicate Device (AiCE): Vantage Orian 1.5T, MRT-1550, V6.0 with AiCE Reconstruction Processing Unit for MR (K193097)
Reference Device (system): Vantage Orian 1.5T, MRT-1550, V6.0 (K193021)
TABLE No. 1: Primary Predicate Device
| System | Subject Device | Predicate Device |
|----------------|------------------------------------|----------------------------------------------------------------|
| | Vantage Orian 1.5T, MRT-1550, V6.0 | Predicate Device (AiCE): Vantage<br>Orian 1.5T, MRT-1550, V6.0 |
| Marketed By | Canon Medical Systems USA, Inc. | Canon Medical Systems USA, Inc. |
| 510(k) Number | This Submission | K193097 |
| Clearance Date | | July 14, 2020 |
#### 15. REASON FOR SUBMISSION
Addition of anatomical regions with no changes to the cleared software and hardware.
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## 16. SUBMISSION TYPE
Traditional 510(k) Premarket Notification
#### 17. DEVICE DESCRIPTION
The Vantage Orian (Model MRT-1550) is a 1.5 Tesla Magnetic Resonance Imaging (MRI) System. The Vantage Orian uses 1.4 m short and 3.8 tons light weight magnet. It includes the Pianissimo™ technology (scan noise reduction technology). The design of the gradient coil and the WB coil of the Vantage Orian 1.5T provides the maximum field of view of 55 x 50 cm. The Model MRT-1550/AC, AD, AG, AH includes the standard gradient system and Model MRT-1550/AK, AL, AO, AP includes the XGO gradient system. The AiCE Reconstruction Processing Unit for MR is included with this system for the processing of images for various anatomical regions.
This system is based upon the technology and materials of previously marketed Canon Medical Systems MRI systems and is intended to acquire and display cross-sectional transaxial, coronal, sagittal, and oblique images of anatomic structures of the head or body. The Vantage Orian MRI System is comparable to the current 1.5T Vantage Orian MRI System (K193021), cleared June 3ºº, 2020.
#### 18. SUMMARY OF CHANGE(S)
Addition of the following anatomical regions;
| Subject Device | | Predicate Device (K193097) |
|-------------------|----------------------------------------|----------------------------|
| Anatomical Region | Sub-categories | |
| Head | Brain | Yes |
| MSK | Knee | Yes |
| Spine | Cervical, Lumbar, Thoracic | New |
| MSK | Shoulder, Hip, Elbow, Wrist/Hand, | New |
| | Foot/Ankle | |
| Pelvis | Female, Pelvis (soft tissue), Prostate | New |
| Abdomen | Liver, Renal, Pancreas | New |
| Breast | No Sub-category | New |
| Cardiac | No Sub-category | New |
#### 19. SAFETY PARAMETERS (unchanged)
| Item | Subject Device:<br>Vantage Orian 1.5T,<br>MRT-1550, V6.0 | Predicate Device:<br>Vantage Orian 1.5T,<br>MRT-1550, V6.0 | Notes |
|-------------------------------------------|----------------------------------------------------------|------------------------------------------------------------|-------|
| Static field strength | 1.5T | 1.5T | Same |
| Operational Modes | Normal and 1st Operating Mode | Normal and 1st Operating Mode | Same |
| i. Safety parameter<br>display | SAR, dB/dt | SAR, dB/dt | Same |
| ii. Operating mode<br>access requirements | Allows screen access to 1st level<br>operating mode | Allows screen access to 1st level<br>operating mode | Same |
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# TEMS USA. INC.
| Item | Subject Device:<br>Vantage Orian 1.5T,<br>MRT-1550, V6.0 | Predicate Device:<br>Vantage Orian 1.5T,<br>MRT-1550, V6.0 | Notes |
|---------------------------------------------------------------------|------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------|-------|
| Maximum SAR | 4W/kg for whole body (1st<br>operating mode specified in IEC<br>60601-2-33:<br>2010+A1:2013+A2:2015) | 4W/kg for whole body (1st<br>operating mode specified in IEC<br>60601-2-33:<br>2010+A1:2013+A2:2015) | Same |
| Maximum dB/dt | 1st operating mode specified in<br>IEC 60601-2-33:<br>2010+A1:2013+A2:2015 | 1st operating mode specified in<br>IEC 60601-2-33:<br>2010+A1:2013+A2:2015 | Same |
| Potential emergency<br>condition and means<br>provided for shutdown | Shutdown by Emergency Ramp<br>Down Unit for collision hazard<br>for ferromagnetic objects | Shutdown by Emergency Ramp<br>Down Unit for collision hazard<br>for ferromagnetic objects | Same |
#### 20. IMAGING PERFORMANCE PARAMETERS
No change from the previous predicate submission, K193021.
#### 21. INDICATIONS FOR USE
Vantage Orian 1.5T systems are indicated for use as a diagnostic imaging modality that produces crosssectional transaxial, coronal, sagittal, and oblique images that display anatomic structures of the head or body. Additionally, this system is capable of non-contrast enhanced imaging, such as MRA.
MRI (magnetic resonance imaging) images correspond to the spatial distribution of protons (hydrogen nuclei) that exhibit nuclear magnetic resonance (NMR). The NMR properties of body tissues and fluids are:
- Proton density (PD) (also called hydrogen density)
- Spin-lattice relaxation time (T1)
- Spin-spin relaxation time (T2)
- Flow dynamics
- Chemical Shift
Depending on the region of interest, contrast agents may be used. When interpreted by a trained physician, these images yield information that can be useful in diagnosis.
#### 22. SUMMARY OF DESIGN CONTROL ACTIVITIES
No change from the previous predicate submission, K193021. A declaration of conformity with design controls is included in this submission.
#### 23. SAFETY
This device is designed and manufactured under the Quality System Regulations as outlined in 21 CFR § 820 and ISO 13485 Standards.
This submission is a modification that expands the clinical regions for the AiCE Deep Learning Reconstruction. There are no changes to the software and hardware from the previous Pre-Market Notification 510(k) K193021.
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## 24. TESTING
AiCE deep learning reconstruction underwent performance (bench testing) using a model observer study to determine that image low contrast detectability was maintained or improved, accompanied with other bench testing of SNR and contrast performance. Additionally, a human observer study was conducted with 6 board certified radiologists and 55 studies that demonstrated a statistical preference of AiCE when compared to other performance filters. The results of the testing demonstrated that AiCE performed either at the same level or above the performance of the commercially available predicate device.
### 25. SUBSTANTIAL EQUIVALENCE
Canon Medical Systems Corporation believes that the Vantage Orian 1.5T, MRT-1550, V6.0, Magnetic Resonance Imaging (MRI) System with AiCE Reconstruction Processing Unit for MR is substantially equivalent to the previously cleared predicate device, Vantage Orian 1.5T, MRT-1550, V6.0, As there is no change to the hardware and software of the predicate device. Additionally, the testing conducted demonstrates that the device performance is equivalent to the predicate device for the anatomical regions that are stated above.
#### 26. CONCLUSION
The Vantage Orian 1.5T, MRT-1550, V6.0 with AiCE Reconstruction Processing Unit for MR does not have any change for the indications for use or the intended use of the device. Bench testing and volunteer clinical imaging additionally conducted does not change the conclusion that the subject device is safe and effective for its intended use.
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.