K190168 · Genicon, Inc. · GEI · Mar 14, 2019 · General, Plastic Surgery
Device Facts
Record ID
K190168
Device Name
Aquas Probes
Applicant
Genicon, Inc.
Product Code
GEI · General, Plastic Surgery
Decision Date
Mar 14, 2019
Decision
SESE
Submission Type
Special
Regulation
21 CFR 878.4400
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The GENICON Aquas Probes are instruments insulated for optional monopolar coagulation which enable a surgeon to manipulate, cut, or coagulate soft tissue or organs while performing laparoscopic procedures.
Device Story
GENICON Aquas Probes are reusable, non-sterile laparoscopic instruments used by surgeons to manipulate, dissect, cut, or coagulate soft tissue and organs. The device features an electrosurgical tip (e.g., spatula, L-hook, J-hook, knife, needle, 45-degree) and an optional channel for suction and irrigation of sterile irrigant solution when connected to a compatible lavage device. The probe is connected to an electrosurgical generator to deliver monopolar energy for cutting or coagulation. The device includes an insulation control knob to manage retractable/extendable insulation. It is intended for use in an OR setting. The surgeon operates the device manually, using the tip to interact with tissue while controlling energy delivery via the generator. The device is designed for up to 50 uses and is sterilized via high-pressure steam autoclave.
Clinical Evidence
No clinical trials were performed. Substantial equivalence is supported by bench testing, including electrical safety (IEC 60601-1, IEC 60601-2-2, IEC 60601-2-18), autoclave sterilization validation (ISO 17655-1), cycle count testing, and comparative performance testing against predicate devices regarding thermal spread across different tissue types and power settings.
Technological Characteristics
Materials: Stainless Steel, PEEK, POM, PPSU, PTFE/FEP, Silicone. Dimensions: 5 mm diameter, 20-45 cm length. Energy: Monopolar electrosurgical. Connectivity: Connects to external electrosurgical generator and lavage device. Sterilization: High-pressure steam autoclave. Standards: IEC 60601-1, IEC 60601-2-2, IEC 60601-2-18, ISO 10993, ISO 17655-1.
Indications for Use
Indicated for use in laparoscopic surgical procedures to manipulate, cut, or coagulate soft tissue or organs in adult patients.
Regulatory Classification
Identification
An electrosurgical cutting and coagulation device and accessories is a device intended to remove tissue and control bleeding by use of high-frequency electrical current.
{0}------------------------------------------------
Image /page/0/Picture/0 description: The image shows the logo of the U.S. Food & Drug Administration (FDA). On the left is the Department of Health & Human Services logo. To the right of that is the FDA logo, which is a blue square with the letters "FDA" in white. To the right of the blue square is the text "U.S. FOOD & DRUG ADMINISTRATION" in blue.
March 14, 2019
GENICON, Inc. Ms. Katlyn Kachman Director of Quality and Regulatory Compliance 6869 Stapoint Court Suite 114 Winter Park, Florida 32792
Re: K190168
Trade/Device Name: GENICON Aquas Probes Regulation Number: 21 CFR 878.4400 Regulation Name: Electrosurgical Cutting and Coagulation Device and Accessories Regulatory Class: Class II Product Code: GEI Dated: January 23, 2019 Received: January 31, 2019
Dear Ms. Kachman:
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
{1}------------------------------------------------
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/CombinationProducts/GuidanceRegulatoryInformation/ucm597488.html; good manufacturing practice requirements as set forth in the quality systems (OS) 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 http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm.
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/DeviceRegulationandGuidance/) and CDRH Learn (http://www.fda.gov/Training/CDRHLearn). 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 (http://www.fda.gov/DICE) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely.
Image /page/1/Picture/5 description: The image shows a digital signature for Long H. Chen -S, dated 2019.03.14 at 10:49:57 -04'00'. The signature is for Binita S. Ashar, M.D., M.B.A., F.A.C.S. The name Long H. Chen -S is also present on the left side of the image.
Director Division of Surgical Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
{2}------------------------------------------------
#### DEPARTMENT OF HEALTH AND HUMAN SERVICES Food and Drug Administration
### Indications for Use
510(k) Number (if known) K190168
Device Name GENICON Aquas Probes
Indications for Use (Describe)
Indications for Use (Describe)
The GENICON Aquas Probes are instruments insulated for optional monopolar consembly as annonio I the GENCON Aquas I 100-3 are martine internal tissue or organs while performing laparoscopic procedures.
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)
### 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 I he burden time ior this collection of information to commaint the data needed and complete tirre to review instruction. Send comments regarding this burden estimate or any other aspect and review the 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."
Form Approved: OMB No. 0910-0120 Expiration Date: 06/30/2020 See PRA Statement below.
{3}------------------------------------------------
Image /page/3/Picture/0 description: The image shows the word "GENICON" in a bold, sans-serif font. The word is slightly curved, and there is a curved line underneath it. The font is a dark color, and the background is white. There is a registered trademark symbol to the right of the word.
K190168
ب .. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
# K190168 510(k) Summary
Contact Information 1. GENICON 6869 Stapoint Court, Suite 114, Winter Park, FL 32792 Phone (407) 657-4851 Fax (407) 677-9773 Katlyn Kachman, Director of Quality January 23, 2019
- 2. Device Name
- Trade Name GENICON Aquas Probes 0
- Trade Name OLNOON Aquao Probe, Electrocautery Probe, Electrosurgical Probe e
- Common Name Monopolar Electrourgical, Cutting & Coagulation & Accessories (21 CFR e
- 878.4400, Product Code GEI)
- Substantially Equivalent Device 3. Substantially Equivalent Devices: Stryker Stiletto Electrosurgical Probe, K052141
Legally Marketed (unmodified) Devices: Stryker Stilettos (1800017 Paiunks HF Electrodes, K062047
| | | Pajunks HF Electrodes, K062047 | |
|-------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Device | Stryker Stiletto Electrosurgical<br>Probe (K052141) | Pajunks HF Electrodes (K062047) | GENICON Aquas Probes |
| Component<br>Design | A. Electrosurgical Tip<br>B. Insulation<br>C. Insulation Control Knob<br>D. HF Post<br>E. Handle | A. Electrosurgical Tip<br>B. Insulation<br>C. Insulation Control Knob<br>D. HF Post<br>E. Handle | A. Electrosurgical Tip<br>B. Insulation<br>C. Insulation Control Knob<br>D. HF Post<br>E. Handle |
| Design | The Stryker Stiletto Electrosurgical Probe is a<br>suction/irrigation probe with electrosurgical<br>capability indicated for use in laparoscopic<br>surgical procedures.<br><br>The device allows for suction and irrigation of<br>sterile irrigant solution. In addition, the device<br>is intended to be used for electrosurgical<br>cutting/coagulation during laparoscopic<br>procedures.<br><br>Products include optional retractable insulation<br>and are also provided without the<br>suction/irrigation functions. | The Pajunk adaptable and retractable HF<br>Electrodes are multiple use, non-sterile<br>delivered and latex free medical devices. The<br>instruments are insulated for optional<br>monopolar coagulation which enables a<br>surgeon to manipulate, dissect, retrieve,<br>biopsy, cut, or coagulate internal tissue or<br>organs while performing laparoscopic<br>procedures.<br><br>Pajunk provides electrodes with and without<br>suction and irrigation element and electrodes<br>with suction and irrigation capacity with<br>retractable/extendable tips. | The GENICON Reusable Electrosurgical Probe<br>are multiple use, non-sterile delivered medical<br>devices. The instruments are insulated for<br>optional monopolar coagulation which enables a<br>surgeon to manipulate, cut, or coagulate soft<br>tissue or organs while performing laparoscopic<br>procedures.<br><br>GENICON provides electrodes with and without<br>suction and irrigation element and electrodes<br>with suction and irrigation capacity with<br>retractable/extendable tips. |
| Diameter | 5 mm | 5 mm | 5 mm |
| Working<br>Length | 33 to 45 cm | 34 to 44 cm | 20 to 45 cm |
| Electrosurgical<br>Tips | Spatula, L-Hook, J-Hook, Ball,<br>Needle, Spoon | Spatula, L-Hook, J-Hook, Knife,<br>Needle, 45 Deg | Spatula, L-Hook, J-Hook, Knife,<br>Needle, 45 Deg |
TEL 407.657.4851 --- WWW.GENICONENDO.COM -- FAX 407.677.9773
US OFFICE • 6869 Stapoint Court #114, Winter Park, Florida USA 32792 —— EU OFFICE • 44 Airedale Avenue, Chiswick, London U.K W4 2NW
{4}------------------------------------------------
Image /page/4/Picture/1 description: The image shows the word "GENICON" in a bold, sans-serif font. The word is slightly curved, with the left side of the word being higher than the right side. There is a curved line underneath the word, which is thicker on the left side and thinner on the right side. The registered trademark symbol is located to the right of the word.
| | | | K190168 |
|----------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Materials | Stainless Steel, Polyimide, PTFE,<br>Silicone, Rubber | Stainless Steel, Polyamide or<br>Ceramic | Stainless Steel, PEEK, POM, PPSU,<br>PTFE/FEP, Silicone |
| Testing | Electrical and mechanical<br>performance of the predicate<br>devices were evaluated and<br>benchmarks established. | Electrical and mechanical<br>performance of the predicate<br>devices were evaluated and<br>benchmarks established. | Performance of the GENICON<br>Reusable Electrosurgical Probe<br>product showed that the device<br>performed equivalent or better and is<br>therefore substantially equivalent in<br>performance to the predicate devices. |
| Performance | The Stryker Stiletto Electrosurgical<br>Probe allows for suction and<br>irrigation of sterile irrigant solution<br>and is intended to be used for<br>electrosurgical cutting/coagulation<br>during laparoscopic procedures.<br>Electrical safety complies with IEC<br>60601. | SAME | SAME |
| Sterilization | Sterile/Single-Use and Non-<br>Sterile/Reusable | Non-Sterile/Reusable | Non-Sterile/Reusable |
| Prescription<br>Only | Yes | Yes | SAME |
| Biocompatibility | Unknown | Unknown | Conforms to ISO 10993 |
#### Device Description 4.
Device Description
The GENICON Aquas Probes product line are multiple-use provided nor-sterile. The The GENICON Aquas Prodes product line are multiple aco modious a surgeon to manipulate, cut, or probes are insulated for optionwhile performing laparoscopic procedures.
The GENICON Aquas Probes have an outside diameter of 5 mm and are provided in varying lengths and The GENCON Aquas Probes nave an outside on up to 45 cm. Common the configurations include La the connigurations. Volking lengths fange from 20 to the other on the more of the more of the many of Hook (Right Angle), 3-100K, Spatula, 40 , Kinic, Bar, Nostal, and on channel for suction and irigation of sterile irrigant solution when attached to a compatible lavage device. Devices may also include sterlie inrigant solution when attached to a compansion and insulation at the digression of the user.
Device are intended to be reused up to 50 times, and may be sterilized by high-pressure steam autoclave.
#### Intended Use 5.
Interiod Use
The GENICON Aquas Probes are instruments insulated for optional monopolar coagulation which enable The GENCON Aquas Probes are instrancents modiated for optional more of the mail the or organs while performing laparoscopic procedures.
- 6. Technological Characteristics of the Subject Device Compared to the Predicate Device l echnological Characteristics of the Subject Device to the predicate in terms of finished device.
There are no new technologies being added to the predicate in terms of fini There are no new teennologics bother and application as the predicate device.
{5}------------------------------------------------
Image /page/5/Picture/0 description: The image shows the word "GENICON" in a bold, sans-serif font. The word is slightly curved, and there is a curved line underneath it. The registered trademark symbol is located to the right of the word.
- Non-Clinical Tests 7.
K190168
Non-clinical tests were conducted to verify that the GENICON Reusable Electrosurgical Probe product Non cimical tosts were contactions as the substantially equivalent predicate device and any additional test ime met an acongin opomodiations as i recluded in this submission include the following:
- · Medical Electrical Equipment Testing
-
- Autoclave Sterilization Validation
IEC 60601-1:2005 + CORR. 1 (2006) + CORR. 2 (2007) IEC 60601-2-2:2009 IEC 60601-2-18:2009 ISO 17655-1:2006 Cycle Count Testing
In addition the GENICON Aquas Probes product line has been compared to the predicate device through m adultion the OENTOON Aqadoral use/performance and electrical safety and effectiveness.
Electrical performance of the device was completed following FDA guidance "Premarket Notification (510(k)) Submissions for Electrosurgical Devices for General Surgery" issued August 15, 2016. This (210(K)) Submissions for Licclosurgiour Donost for General Cally and maximum generator power in requires testing on three unferent tissue types. The spread is then measured under order to simular themal opread with the predicate product. Results showed an equivalent maginlication, and TCOrdou to be occipared the different tissue types and power settings.
The GENICON Aquas Probes product line was also compared to the predicate device through bench THE SENION Aqual & operational use, ergonomic forces, and electrical safety. Testing on testing which included visual a operations that the devices met the same requirements as the predicate product.
- 8. Clinical Tests
Ollinian Fests
There were no clinical trials performed on the GENICON Reusable Electrosurgical Probe product line.
- 9. Conclusions
Conclusions The Subject device has herformance and bench testing of the GENICON Aquas Probes Characteristics, non-cinical testing and portomiane and meets the same performance standard. product life show that the device to as enostantially equivalent to the predicate.
Predicate graph will load when search results are available.
Embedding visualization will load when search results are available.
PDF viewer will load when search results are available.
Loading panels...
Select an item from Submissions
Click any panel, subpart, regulation, product code, or device to see details here.
Section Matches
Results will appear here.
Product Code Matches
Results will appear here.
Special Control Matches
Results will appear here.
Loading collections...
Loading
My Alerts
You will receive email notifications based on the filters and frequency you set for each alert.
Sort by:
Create Alert
Search Filters
Agent Token
Create a read-only bearer token for Claude, ChatGPT, or other agents that can call HTTP APIs.
Copy this now. It will not be shown again.
Connected apps
Apps you authorized through browser sign-in. Disconnecting revokes their access immediately.
Learn the FDA Browser
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.