K241069 · Noras Mri Products GmbH · MOS · Jun 7, 2024 · Radiology
Device Facts
Record ID
K241069
Device Name
iLoop Interventional Coil 0.55T
Applicant
Noras Mri Products GmbH
Product Code
MOS · Radiology
Decision Date
Jun 7, 2024
Decision
SESE
Submission Type
Abbreviated
Regulation
21 CFR 892.1000
Device Class
Class 2
Indications for Use
The intended use of the iLoop Interventional Coil 0.55T is, in conjunction with a Magnetic Resonance Scanner, the MR examination of the human body. Used in a magnetic resonance tomograph, the iLoop Interventional Coil 0.55T is intended to produce transversal, sagittal, coronal and oblique images of the internal structures of the body. This device may be used for interventional procedures.
Device Story
iLoop Interventional Coil 0.55T is a 1-channel RF receive-only surface loop coil; used with Siemens 0.55T MRI systems for diagnostic imaging and MR-guided interventions. Device captures high-frequency signals from hydrogen nuclei induced by the MRI scanner's transmitter; produces transversal, sagittal, coronal, and oblique images of internal body structures. Used in clinical settings by physicians; coil placed on patient body regions; often used with sterile, self-adhesive OP-drape to facilitate interventional workflows. Output is raw MR signal data processed by the MRI system into diagnostic images; assists physicians in visualizing internal anatomy for diagnosis and procedural guidance. Benefits include localized imaging capability for interventional procedures.
Clinical Evidence
No clinical data. Bench testing only. Performance verified per FDA guidance 'Magnetic Resonance (MR) Receive-only Coil – Performance Criteria for Safety and Performance Based Pathway'. Tests included Image SNR, Image Uniformity, Surface heating, Acquired Image Quality, Decoupling circuit inspection, EMC immunity, and electrical/mechanical safety (IEC 60601-1, IEC 60601-2-33). Biocompatibility testing (ISO 10993) for cytotoxicity, irritation, and sensitization performed.
Technological Characteristics
1-channel RF receive-only surface loop coil; 19 cm inner conductor diameter; 1000 mm cable attached to plug. Compatible with 0.55T MRI systems. Materials tested for biocompatibility per ISO 10993. Safety standards: IEC 60601-1 (general electrical/mechanical), IEC 60601-2-33 (MR safety), IEC 60601-1-2 (EMC), and IEC 60601-1-6 (usability).
Indications for Use
Indicated for MR examination of the human body, including interventional procedures, to produce transversal, sagittal, coronal, and oblique images of internal structures when used with a 0.55T Magnetic Resonance Scanner.
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
MAGNETOM (Including Flex Loop Large local coil) (K203443)
Submission Summary (Full Text)
{0}------------------------------------------------
Image /page/0/Picture/0 description: The image shows the logo of the U.S. Food and Drug Administration (FDA). The logo consists of two parts: the Department of Health & Human Services logo on the left and the FDA logo on the right. The FDA logo is a blue square with the letters "FDA" in white, followed by the words "U.S. FOOD & DRUG ADMINISTRATION" in blue.
June 7, 2024
NORAS MRI products GmbH % Daniel Kamm Principal Engineer Kamm & Associates 8870 Ravello Ct Naples, Florida 34114
Re: K241069
Trade/Device Name: iLoop Interventional Coil 0.55T Regulation Number: 21 CFR 892.1000 Regulation Name: Magnetic Resonance Diagnostic Device Regulatory Class: Class II Product Code: MOS Dated: April 11, 2024 Received: April 22, 2024
Dear Daniel Kamm:
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 (the 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 available 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.
Additional information about changes that may require a new premarket notification are provided in the FDA guidance documents entitled "Deciding When to Submit a 510(k) for a Change to an Existing Device" (https://www.fda.gov/media/99812/download) and "Deciding When to Submit a 510(k) for a Software Change to an Existing Device" (https://www.fda.gov/media/99785/download).
{1}------------------------------------------------
Your device is also subject to, among other requirements, the Quality System (QS) regulation (21 CFR Part 820), which includes, but is not limited to, 21 CFR 820.30, Design controls; 21 CFR 820.90, Nonconforming product; and 21 CFR 820.100, Corrective and preventive action. Please note that regardless of whether a change requires premarket review, the QS regulation requires device manufacturers to review and approve changes to device design and production (21 CFR 820.30 and 21 CFR 820.70) and document changes and approvals in the device master record (21 CFR 820.181).
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 Part 803) for devices or postmarketing safety reporting (21 CFR Part 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 Part 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR Parts 1000-1050.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR 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,
FDA
Daniel M. Krainak, Ph.D. Assistant Director DHT8C: Division of Radiological Imaging and Radiation Therapy Devices OHT8: Office of Radiological Health Office of Product Evaluation and Quality Center for Devices and Radiological Health
{2}------------------------------------------------
# Indications for Use
510(k) Number (if known) K241069
Device Name iLoop Interventional Coil 0.55T
#### Indications for Use (Describe)
The intended use of the iLoop Interventional Coil 0.55T is, in conjunction with a Magnetic Resonance Scamer, the MR examination of the human body. Used in a magnetic resonance tomograph, the iLoop Interventional Coil 0.55T is intended to produce transversal, sagittal, coronal and oblique images of the internal structures of the body. This device may be used for interventional procedures.
Type of Use (Select one or both, as applicable)
| <div> <span> <span style="font-size:10pt"> <svg height="12" width="12"> <rect fill="white" height="12" stroke="black" width="12" x="0" y="0"></rect> <path d="M2 2 L10 10 M10 2 L2 10" stroke="black"></path> </svg> </span> Prescription Use (Part 21 CFR 801 Subpart D) </span> </div> |
|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| <div> <span> <span style="font-size:10pt"> <svg height="12" width="12"> <rect fill="white" height="12" stroke="black" width="12" x="0" y="0"></rect> </svg> </span> Over-The-Counter Use (21 CFR 801 Subpart C) </span> </div> |
### CONTINUE ON A SEPARATE PAGE IF NEEDED.
This section applies only to requirements of the Paperwork Reduction Act of 1995.
#### *DO NOT SEND YOUR COMPLETED FORM TO THE PRA STAFF EMAIL ADDRESS BELOW.*
The burden time for this collection of information is estimated to average 79 hours per response, including the time to review instructions, search existing data sources, gather and maintain the data needed and complete and review the collection of information. Send comments regarding this burden estimate or any other aspect of this information collection, including suggestions for reducing this burden, to:
> Department of Health and Human Services Food and Drug Administration Office of Chief Information Officer Paperwork Reduction Act (PRA) Staff PRAStaff(@fda.hhs.gov
"An agency may not conduct or sponsor, and a person is not required to respond to, a collection of information unless it displays a currently valid OMB number."
{3}------------------------------------------------
### 510(k) Summary K241069
Image /page/3/Picture/1 description: The image is a logo for NORAS MRI products. The logo is in blue and white, with the word "NORAS" in large, bold letters. To the right of "NORAS" is a line that resembles a heartbeat, followed by the words "MRI products" in smaller letters. The logo is set against a white background with a blue border.
NORAS MRI Products GmbH Leibnizstrasse 4 Hoechberg Germany 97204 Telephone: 49-931-299270 E-Mail: mri@noras.de www.noras.de Date Prepared: May 30, 2024
- NORAS MRI Products GmbH, Inc A) SUBMITTED BY:
- B) CONTACT: Manuel Noras, Chief Executive Officer
- C) Device Identification Trade/Device Names: iLoop Interventional Coil 0.55T Regulation Number: 21 CFR 892.1000 Regulation Name: Magnetic resonance diagnostic device Regulatory Class: ll Product Code: MOS
- D) Predicate Device: K203443 Manufacturer: Siemens Medical Solutions USA, Inc. Trade/Device Name: MAGNETOM (Including Flex Loop Large local coil) Regulation Number: 21 CFR 892.1000 Regulation Name: Magnetic resonance diagnostic device Regulatory Class: ll Product Code: MOS
- E) DEVICE DESCRIPTION: The iLoop Interventional Coil 0.55T is a 1-channel receiver coil that can be used for MR imaging before, during and after MR-guided interventions with a Siemens MRI System with field strength 0.55T. The iLoop Interventional Coil 0.55T can also be used as a standard diagnostic coil for diagnostic examination of the human body. The iLoop Interventional Coil 0.55T is a coil that can be used on many different regions of the body. Used in conjunction with a sterile, self-adhesive OP-drape, the coil enables the workflow for MR-guided interventions
- F) INDICATIONS FOR USE The intended use of the iLoop Interventional Coil 0.55T is, in conjunction with a Magnetic Resonance Scanner, the MR examination of the human body. Used in a magnetic resonance tomograph, the iLoop Interventional Coil 0.55T is intended to produce transversal, sagittal, coronal and oblique images of the internal structures of the body. This device may be used for interventional procedures.
{4}------------------------------------------------
- G) SUBSTANTIAL EQUIVALENCE: The predicate Flex Loop Large Coil from Siemens has a very similar geometry to the device under evaluation. It is also a one-channel receiving coil and has the same diameter of the inner conductor. The absence of directly attached cable to the plug highlights the difference in design. Both devices are compatible with different MRI scanners and used on different field strengths but perform identical functions using similar designs and materials.
| | H) SUBSTANTIAL EQUIVALENCE COMPARISON AND DISCUSSION<br>K203443 MAGNETOM Vida, MAGNETOM<br>Sola, MAGNETOM Lumina, MAGNETOM<br>Altea with syngo MR XA31A (Includes Flex<br>Loop Large local coil) | iLoop Interventional Coil 0.55T | Comparison |
|-----------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------|
| Indication for<br>Use | Your MAGNETOM system is indicated for<br>use as a magnetic resonance diagnostic<br>device (MRDD) that produces transverse,<br>sagittal, coronal and oblique cross sectional<br>images, spectroscopic images and/or<br>spectra, and that displays the internal<br>structure and/or function of the head,<br>body, or extremities. Other physical<br>parameters derived from the images<br>and/or spectra may also be produced.<br>Depending on the region of interest,<br>contrast agents may be used. These images<br>and/or spectra and the physical parameters<br>derived from the images and/or spectra<br>when interpreted by a trained physician<br>yield information that may assist in<br>diagnosis. | The intended use of the iLoop<br>Interventional Coil 0.55T is, in<br>conjunction with a Magnetic<br>Resonance Scanner, the MR<br>examination of the human body.<br>Used in a magnetic resonance<br>tomograph, the iLoop<br>Interventional Coil 0.55T is<br>intended to produce transversal,<br>sagittal, coronal and oblique images<br>of the internal structures of the<br>body. This device may be used for<br>interventional procedures. | Functionally<br>the same.<br>The new<br>iLoop<br>represents<br>a subset of<br>the<br>predicate<br>indications. |
| Appearance | Image: Flex Loop Large Coil | Image: iLoop Coil | SIMILAR |
| Construction/Use | • one-channel RF receive-only surface loop coil<br>• the diameter of the inner conductor is 19 cm<br>• it does not have a 1000 mm cable attached to<br>the plug<br>• used with a field strength of 1.5T and 3T<br>• used on the Magnetom Altea, Magnetom<br>Avanto and Magnetom Sola systems | • one-channel RF receive-only surface<br>loop coil<br>• the diameter of the inner conductor<br>is 19 cm<br>• a 1000 mm cable is directly attached<br>to the plug<br>• used with a field strength of 0.55T<br>• used on the MAGNETOM Free.Max<br>system | Similar<br>function<br>but for use<br>on different<br>systems. |
| Dimensions | 19 cm opening | 19 cm opening | SAME |
| Function | Employs a coil system which serves solely<br>as a receiving coil for the reception of high<br>frequency signals from the hydrogen -(1-H)<br>nuclei. The hydrogen nuclei are induced<br>into precession by the transmitting coil of<br>the MRI device. | Identical mode of operation | SAME |
| | K203443 MAGNETOM Vida, MAGNETOM<br>Sola, MAGNETOM Lumina, MAGNETOM<br>Altea with syngo MR XA31A (Includes Flex<br>Loop Large local coil) | iLoop Interventional Coil 0.55T | Comparison |
| Biocompatibility | Patient contact parts tested to<br>ISO 10993 | SAME | SAME |
## H) SUBSTANTIAL EQUIVALENCE COMPARISON AND DISCUSSION
{5}------------------------------------------------
#### SUMMARY OF PERFORMANCE TESTING. =
This device was tested in accordance with the FDA special controls guidance: Magnetic Resonance (MR) Receive-only Coil – Performance Criteria for Safety and Performance Based Pathway, Guidance for Industry and Food and Drug Administration Staff Document issued on December 11, 2020. We conducted these tests successfully as called for in the guidance:
- Image Signal to Noise (SNR) ●
- Image Uniformity
- Surface heating
- Acquired Image Quality ●
- Decoupling circuit inspection
- EMC Immunity, electrostatic discharge, Methodology: FDA currently recognized version of IEC ● 60601-1-2, FDA Recognition (Performed within the test report for IEC 60601-2-33:2022)
- . General electrical/mechanical safety: IEC 60601-1:2005/AMD1:2012, IEC 60601-1:2005/AMD2:2020 (FDA Recognition 19-49
Patient contact materials were subjected to ISO 10993 tests for: Cytoxicity, Irritation, and sensitization. Testing was done according to IEC60601-2-33 Edition 4.0 2022-08 Medical electrical equipment - Part 2-33: Particular requirements for the basic safety and essential performance of magnetic resonance equipment for medical diagnosis, FDA Recognition 12-347
Usability testing was performed in accordance with: IEC 60601-1-6 Edition 3.2 2020-07 CONSOLIDATED VERSION, Medical electrical equipment - Part 1-6: General requirements for basic safety and essential performance - Collateral standard: Usability, FDA Recognition 5-132.
In addition, testing was performed in accordance with IEC standard: IEC60601-1-6 Medical electrical equipment - Part 1-6: General requirements for basic safety and essential performance - Collateral standard: Usability, FDA Recognition 5-132. A detailed risk analysis was also performed.
- J) CLINICAL TESTING: Not required.
- K) CONCLUSION: In all material aspects, the iLoop interventional coil 0.55T model of MR coil performed equivalently to the predicate device, had similar construction methods, and has not raised any new issues of safety or effectiveness. The predicate MAGNETOM (Including Flex Loop Large local coil) has a similar intended use as the predicate, thus rendering the new model of MRI coil substantially equivalent to the predicate.
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.