Echelon Flex 45mm Powered Plus Articulating Endoscopic Linear cutters, Echelon Flex 60mm Powered Plus Articulating Endoscopic Linear cutters, Echelon Endopath Endoscopic Linear Cutter Reloads, 45mm, Echelon Endopath Endoscopic Linear Cutter Reloads, 60mm
K202665 · Ethicon Endo-Surgery, LLC · GDW · Oct 15, 2020 · General, Plastic Surgery
Device Facts
Record ID
K202665
Device Name
Echelon Flex 45mm Powered Plus Articulating Endoscopic Linear cutters, Echelon Flex 60mm Powered Plus Articulating Endoscopic Linear cutters, Echelon Endopath Endoscopic Linear Cutter Reloads, 45mm, Echelon Endopath Endoscopic Linear Cutter Reloads, 60mm
Applicant
Ethicon Endo-Surgery, LLC
Product Code
GDW · General, Plastic Surgery
Decision Date
Oct 15, 2020
Decision
SESE
Submission Type
Special
Regulation
21 CFR 878.4750
Device Class
Class 2
Attributes
Therapeutic, Pediatric
Indications for Use
ECHELON, ECHELON ENDOPATH™ and ECHELON FLEX families of endoscopic linear cutters and reloads are intended for transection, resection, and/or creation of anastomoses. The instruments have application in multiple open or minimally invasive general, gynecologic, urologic, thoracic, and pediatric surgical procedures. They can be used with staple line or tissue buttressing materials. The instruments may also be used for transection and resection of liver parenchyma (hepatic vasculature and biliary structures), pancreas, kidney and spleen.
Device Story
Powered, articulating endoscopic linear cutter; used in open or minimally invasive surgery; operated by surgeons. Device simultaneously cuts and staples tissue using six staggered rows of staples. Input: manual activation by surgeon via powered handle; device transforms input into mechanical firing of staples and blade. Output: stapled and transected tissue. Features include shaft rotation and articulation for lateral access; primary lithium battery pack; lock-out mechanism to prevent firing without or with improperly installed reload. Benefits: facilitates tissue management in complex surgical sites; provides consistent staple formation. Healthcare providers use visual and tactile feedback during operation to ensure proper tissue capture and staple line integrity.
Clinical Evidence
No clinical studies were required. Substantial equivalence supported by bench testing evaluating consistent staple formation, Formed Staple Height (FSH), Staple Line Integrity (SLI), Force to Close, reload installation force, and firing system stall/return performance.
Technological Characteristics
Powered, articulating endoscopic linear cutter; single-patient use. Materials identical to predicates. Sensing/actuation: electromechanical firing system powered by primary lithium battery. Dimensions: 45mm and 60mm staple line lengths. Sterilization: Cobalt 60 irradiation (min 25kGy, SAL 10^-6). Standards: ISO 11737-1/2, ISO 11137-1/2, IEC 60601-1-6, IEC 60601-1-2.
Indications for Use
Indicated for transection, resection, and creation of anastomoses in open or minimally invasive general, gynecologic, urologic, thoracic, and pediatric surgical procedures; includes transection/resection of liver parenchyma, pancreas, kidney, and spleen.
Regulatory Classification
Identification
An implantable staple is a staple-like device intended to connect internal tissues to aid healing. It is not absorbable.
Predicate Devices
ECHELON FLEX™ 45mm Powered Plus Articulating Endoscopic Linear Cutters (K163454)
ECHELON FLEX™ 60mm Powered Plus Compact Articulating Endoscopic Linear Cutters (K160521)
ECHELON FLEX™ 60mm Powered Plus Articulating Endoscopic Linear Cutters (K140560)
Reference Devices
ECHELON ENDOPATH™ Endoscopic Linear Cutter Reloads, 45mm (K163454)
ECHELON ENDOPATH™ Endoscopic Linear Cutter Reloads, 60mm (K183435)
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). On the left is the Department of Health & Human Services logo. To the right of that is the FDA logo, with the letters "FDA" in a blue square. To the right of the blue square is the text "U.S. FOOD & DRUG ADMINISTRATION" in blue.
October 15, 2020
Ethicon Endo-Surgery, LLC Ekta Patel Senior Regulatory Affairs Specialist 4545 Creek Road Blue Ash, Ohio 45242
# Re: K202665
Trade/Device Name: Echelon Flex 45mm Powered Plus Articulating Endoscopic Linear cutters Echelon Flex 60mm Powered Plus Articulating Endoscopic Linear cutters Echelon Endopath Endoscopic Linear Cutter Reloads, 45mm Echelon Endopath Endoscopic Linear Cutter Reloads, 60mm
Regulation Number: 21 CFR 878.4750 Regulation Name: Implantable Staple Regulatory Class: Class II Product Code: GDW Dated: September 10, 2020 Received: September 14, 2020
# Dear Ekta Patel:
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/cdrl/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.
{1}------------------------------------------------
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 (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 (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 https://www.fda.gov/medical-device-safety/medical-device-reportingmdr-how-report-medical-device-problems.
For comprehensive regulatory information about medical devices and radiation-emitting products, including information about labeling regulations, please see Device (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 Cindy Chowdhury Assistant Director DHT4B: Division of Infection Control and Plastic Surgery Devices OHT4: Office of Surgical and Infection Control Devices Office of Product Evaluation and Quality Center for Devices and Radiological Health
Enclosure
{2}------------------------------------------------
# Indications for Use
510(k) Number (if known) K202665
Device Name
ECHELON, ECHELON ENDOPATH™ and ECHELON FLEX families of endoscopic innear cutters and reloads
Indications for Use (Describe)
ECHELON, ECHELON ENDOPATH™ and ECHELON FLEX families of endoscopic linear cutters and reloads are intended for transection, resection of anastomoses. The instruments have application in multiple open or minimally invasive general, gynecologic, thoracic, and pediatric surgical procedures. They can be used with staple line or tissue buttressing materials. The instruments may also be used for transection of liver parenchyma (hepatic vasculature and biliary structures), pancreas, kidney and spleen.
Type of Use (Select one or both, as applicable)
| <div> <span> <span style="font-size: 20px;">☑</span> Prescription Use (Part 21 CFR 801 Subpart D) </span> </div> | <div> <span> <span style="font-size: 20px;">☐</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
# I. SUBMITTER
Ethicon Endo-Surgery, LLC 475 Calle C Guaynabo, PR 00969
Phone: 513-337-1124 Fax: 513-337-4366
Contact Person: Ekta Patel, MS, MSM Date Prepared: September 10, 2020
# II. SUBJECT DEVICES
# Trade Names:
- ECHELON FLEX™ 45mm Powered Plus Articulating Endoscopic Linear Cutters ●
- ECHELON FLEX™ 60mm Powered Plus Articulating Endoscopic Linear Cutters ●
| | Common or Usual Name: | Surgical Stapler with Implantable Staples |
|--|-----------------------|-------------------------------------------|
| | Classification Name: | Staple, implantable (21 CFR 878.4750) |
| | Regulatory Class: | II |
| | Product Code: | GDW |
## III. PREDICATE DEVICES
| Predicate Device<br>510(k) Number | Predicate Device Name | Predicate Device<br>Product Codes |
|-----------------------------------|-----------------------------------------------------------------------------------|-----------------------------------|
| K163454 | ECHELON FLEX™ 45mm Powered Plus Articulating<br>Endoscopic Linear Cutters | PSEE45A, PLEE45A,<br>PCEE45A |
| K160521 | ECHELON FLEX™ 60mm Powered Plus Compact<br>Articulating Endoscopic Linear Cutters | PCEE60A |
| K140560 | ECHELON FLEX™ 60mm Powered Plus Articulating<br>Endoscopic Linear Cutters | PSEE60A and<br>PLEE60A |
These predicates have not been subjected to a recall related to these design modifications.
{4}------------------------------------------------
Reference device(s):
- Reference K-numbers K163454 and K183435: reference to 45mm and 60mm ECHELON . ENDOPATH™ (reloads) which are used in conjugation with 45mm and 60mm ECHELON FLEXTM Powered Plus Articulating Endoscopic Linear Cutters respectively. There are no modifications to the reloads; this 510(k) submission is only subjected to the ECHELON FLEXTM Powered Plus Articulating Endoscopic Linear Cutters.
| Reference<br>Device K-<br>Number | Reference Device Name | Reference Device Product<br>Codes |
|----------------------------------|---------------------------------------------------------------------------------------------|----------------------------------------------|
| K163454 | ECHELON ENDOPATH™ Endoscopic Linear Cutter<br>Reloads, 45mm (+ Gripping Surface Technology) | GST45B, GST45D,<br>GST45G, GST45T,<br>GST45W |
| K183435 | ECHELON ENDOPATH™ Endoscopic Linear Cutter<br>Reloads, 60mm (+ Gripping Surface Technology) | GST60B, GST60D,<br>GST60G, GST60T,<br>GST60W |
Table 5-1: Reference devices* (Reloads) used with the Subject Devices (Stapler)
*No change to stapler reloads
| | | | | | Table 5-2: Reload codes and corresponding reload color | | |
|--|--|--|--|--|--------------------------------------------------------|--|--|
|--|--|--|--|--|--------------------------------------------------------|--|--|
| Reloads Codes for | Reload Codes for 60mm | Corresponding Reload Color |
|-------------------|-----------------------|----------------------------|
| <b>45mm</b> | | |
| GST45B | GST60B | Blue |
| GST45D | GST60D | Gold |
| GST45G | GST60G | Green |
| GST45T | GST60T | Black |
| GST45W | GST60W | White |
*No change to stapler reloads
{5}------------------------------------------------
#### IV. DEVICE DESCRIPTION
The ECHELON FLEX™ Powered Plus Articulating Endoscopic Linear Cutters are sterile, single patient use instruments that simultaneously cut and staple tissue. There are six staggered rows of staples, three on either side of the cut line.
The ECHELON FLEX™ 45 Powered Plus instruments have a staple line that is approximately 45 mm long and a cut line that is approximately 42 mm long.
The ECHELON FLEX™ 60 Powered Plus instruments have a staple line that is approximately 60 mm long and a cut line that is approximately 57 mm long.
The shaft can rotate freely in both directions and an articulation mechanism enables the distal portion of the shaft to pivot to facilitate lateral access to the operative site.
The instruments are packaged with a primary lithium battery pack that must be installed prior to use. There are specific requirements for disposing of the battery pack. Refer to the Battery Pack Disposal section.
The instruments are packaged without a reload and must be loaded prior to use. A staple retaining cap on the reload protects the staple leg points during shipping and transportation. The instruments' lock-out feature is designed to prevent a used or improperly installed reload from being refired or an instrument from being fired without a reload.
# V. INDICATIONS FOR USE
ECHELON, ECHELON ENDOPATH™ and ECHELON FLEX families of endoscopic linear cutters and reloads are intended for transection, resection, and/or creation of anastomoses. The instruments have application in multiple open or minimally invasive general, gynecologic, urologic, thoracic, and pediatric surgical procedures. They can be used with staple line or tissue buttressing materials. The instruments may also be used for transection and resection of liver parenchyma (hepatic vasculature and biliary structures), pancreas, kidney and spleen.
There is no change to the indications for Use. Note: only the ECHELON FLEX Powered Plus Articulating endoscopic linear cutters are the subject of this 510(k) submission.
{6}------------------------------------------------
# VI. COMPARISON OF CHARACTERISTICS WITH THE PREDICATE DEVICES
- A) Technological Characteristic:
Surgical stapling is the technological principle for both the subject and predicate device. It is based on the use of endoscopic instrumentation for transection, resection, and/or creation of anastomoses.
The subject and predicate staplers have the following identical features:
- Intended use ●
- Indications for Use ●
- Contraindications ●
- . Compatible Reloads (Subject device will be using the previously 510k cleared reloads used with the predicate device)
- Materials
- MR compatibility
- Operational principles ●
The following differences exist between the subject and predicate staplers:
- Anvil Component Dimension Change
- Motor Firing Speed Change ●
- Channel Change (60 mm only) ●
- B) Performance Data:
Risk analyses for each device modification are provided, according to the 2014 FDA Guidance for Industry and Food and Drug Administration Staff, The 510(k) Program: Evaluating Substantial Equivalence in Premarket Notifications [510(k)]. Verification testing to confirm device modifications do not raise new issues of safety or effectiveness have been conducted.
## Clinical studies:
Clinical studies were not required to demonstrate substantial equivalence.
## Bench Testing:
All verification requirements met criteria for success. The determination of substantial equivalence relied on testing including bench studies that evaluated consistent staple formation.
Formed Staple Height (FSH), Staple Line Integrity (SLI), Force to Close, Staple Line Reinforcement compatibility, Staple Line Visual Analysis, Reload installation Force, Feedback/Safety System-Reliability -Lockout, Firing System - Stall Force - Low and Firing System - Return Home position were evaluated for the subject device to support substantial equivalence to the predicate device.
{7}------------------------------------------------
Sterilization:
The subject device will be sterilized by Cobalt 60 irradiation. The device will be validated to a minimum sterilization (radiation) dose of 25kGy to achieve a 106 sterility assurance level (SAL).
The sterilization process will be validated, and sterilization dose will be established per the requirements of the following FDA recognized standards:
ISO 11737-1:2018: Sterilization of health care products - Microbiological methods Part 1: Determination of a population of microorganisms on products. (FDA Recognized Number -14-514)
ISO 11737-2:2009: Sterilization of medical devices - Microbiological Methods - Part 2: Tests of sterility performed in the definition, validation, and maintenance of a sterilization process. (FDA Recognized Number 1-327)
ISO 11137-1:2006/AMD 2:2018: Sterilization of health care products - Radiation - Part 1: Requirements for development validation and routine control of a sterilization process for medical devices (FDA Recognized Number 14-528)
ISO 11137-2:2013: Sterilization of medical devices - Radiation - Part 2: Establishing the sterilization does (FDA Recognized Number 14-409)
Biocompatibility Testing:
Biocompatibility testing was not required for this submission as no new materials were introduced on this device. All materials are already cleared under the predicate device submission.
Electrical Safety and Electromagnetic Compatibility:
The Electrical Safety and Electromagnetic Compatibility of the subject device conforms with the requirements of the following FDA recognized standards:
IEC 60601-1-6:2013: Medical electrical equipment -- Part 1-6: General requirements for basic safety and essential performance -Collateral standard: Usability (FDA Recognition Number 5-89)
IEC 60601-1-2:2014: Medical electrical equipment - Pat 1-6: General requirements for basic safety and essential performance – Collateral standard: Electromagnetic disturbance (FDA Recognition Number 19-8)
## VII. CONCLUSIONS
The risk profile of the device has not changed as a result of the described changes while having the same intended use as the predicate device; furthermore, the performance of the modified device is consistent with the predicate device and does not raise any new questions of safety and effectiveness.
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.