The intended use of the Winco Model S550 Stretchair is to provide a method of transporting patients within healthcare facilities.
Device Story
Battery-powered stretcher/chair for patient transport and clinical support within healthcare facilities. Operated by trained medical staff; no drive mechanism or power assist for movement; manual pushing required. Features powered height adjustment via DC hydraulic pump/cylinders and powered sitting-to-supine adjustment via DC motor with worm gear linear actuator. Controlled by handheld pendant. Patient transport restricted to seated position; supine position used for transfers to/from beds or gurneys. Provides height adjustment for patient mounting/access. Benefits include improved patient positioning and transfer safety. Device is indoor-use only.
Clinical Evidence
Bench testing only. Device performance validated against IEC 60601-1 (General Safety) and IEC 60601-1-2 (Electromagnetic Disturbances). No clinical data provided.
Technological Characteristics
Electromechanical powered stretcher. Materials: steel frame/support, plastic casters, vinyl upholstery. Energy: battery-powered. Actuation: DC hydraulic pump/cylinders for height; DC motor with worm gear linear actuator for position. Features: locking casters, adjustable armrests/footrests, handheld pendant control. Standards: IEC 60601-1, IEC 60601-1-2.
Indications for Use
Indicated for patients weighing up to 550 lbs requiring transport within healthcare facilities or support during examinations and clinical activities. Intended for use by trained medical staff and healthcare personnel. Not for patient self-propulsion.
Regulatory Classification
Identification
A powered wheeled stretcher is a battery-powered table with wheels that is intended for medical purposes for use by patients who are unable to propel themselves independently and who must maintain a prone or supine position for prolonged periods because of skin ulcers or contractures (muscle contractions).
Special Controls
(1) Appropriate analysis and nonclinical testing must demonstrate that the safety controls are adequate to ensure safe use of the device and prevent user falls from the device in the event of a device failure;
(2) Appropriate analysis and nonclinical testing must demonstrate the ability of the device to withstand the rated user weight load with an appropriate factor of safety;
(3) Appropriate analysis and nonclinical testing must demonstrate the longevity of the device to withstand external forces applied to the device and provide the user with an expected service life of the device;
(4) Appropriate analysis and nonclinical testing must demonstrate proper environments of use and storage of the device to maximize the longevity of the device;
(5) Appropriate analysis and nonclinical testing (such as outlined in appropriate FDA-recognized consensus standards) must validate electromagnetic compatibility and electrical safety;
(6) Appropriate analysis and nonclinical testing (such as outlined in appropriate FDA-recognized consensus standards) must validate that the skin-contacting components of the device are biocompatible;
(7) Appropriate analysis and nonclinical testing (such as outlined in appropriate FDA-recognized consensus standards) must validate the software life cycle and that all processes, activities, and tasks are implemented and documented;
(8) Appropriate analysis and nonclinical testing must validate that the device components are found to be nonflammable;
(9) Appropriate analysis and nonclinical testing (such as outlined in appropriate FDA-recognized consensus standards) must validate that the battery in the device performs as intended over the anticipated service life of the device;
(10) Adequate labeling is provided to the user to document proper use and maintenance of the device to ensure safe use of the device in the intended use environment; and
(11) Appropriate risk assessment including, but not limited to, evaluating the dimensional limits of the gaps in hospital beds, and mitigation strategy to reduce entrapment.
{0}------------------------------------------------
Image /page/0/Picture/1 description: The image shows the logo for the Department of Health & Human Services - USA. The logo consists of a stylized image of three human profiles facing right, stacked on top of each other. The profiles are simple and abstract, with the top profile being the most prominent. The text "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA" is arranged in a circular fashion around the image.
Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
April 11, 2016
Winco Manufacturing LLC % Ronald M. Scott 5516 SW 1st Lane Ocala, FL 34474
Re: K152056
Trade/Device Name: Winco Model S550 Stretchair Regulation Number: 21 CFR 890.3690 Regulation Name: Powered Wheeled Stretcher Regulatory Class: Class II Product Code: INK Dated: July 22, 2015 Received: July 24, 2015
Dear Ronald M. Scott:
We have reviewed your Section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food. Drug. and Cosmetic Act (Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting (reporting of medical device
{1}------------------------------------------------
related adverse events) (21 CFR 803); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820); and if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
If you desire specific advice for your device on our labeling regulation (21 CFR Part 801), please contact the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm. Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR Part 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to
http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm for the CDRH's Office of Surveillance and Biometrics/Division of Postmarket Surveillance.
You may obtain other general information on your responsibilities under the Act from the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm.
Sincerely yours,
# Carlos L. Pena -S/
Carlos L. Peña, PhD, MS Director Division of Neurological and Physical Medicine Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
{2}------------------------------------------------
## Indications for Use
510(k) Number (if known) K152056
Device Name Winco Model S550 Stretchair
Indications for Use (Describe)
The intended use of the Winco Model S550 Stretchair is to provide a method of transporting patients within healthcare facilities.
Type of Use (Select one or both, as applicable)
Prescription Use (Part 21 CFR 801 Subpart D)
|X | 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 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) Premarket Notification K152056 Winco Model S550 Stretchair
Response to Al Reguest
Winco, LLC Model S550 Stretchair 510(k) Summarv (Modified April 8, 2016)
#### l. SUBMITTER
Winco Mfg., LLC 5516 Southwest 1st Lane Ocala, Florida 34474 Phone: (800) 237-3377 (352) 854-9544 Fax:
#### II. DEVICE
Name of Device: Winco Model S550 Stretchair Common or Usual Name: Stretcher Classification Name: Powered. Wheeled Stretcher (890,3690) Regulatory Class: II Product Code: INK
#### 011. PREDICATE DEVICE
Winco Stretchair Model S999 (K110671)
#### IV. DEVICE DESCRIPTION
The Winco Model S550 Stretchair is a battery powered device designed for use in healthcare facilities. Its' intended function and use is to transport patients within the confines of the healthcare facility, where patient care is being administered. It can also be used to support the patient during examinations and other clinical activity which may take place in the facility.
The Winco Model S550 Stretchair has a powered height adjustment feature which allows patient surface to be raised and lowered for patient mounting and patient access. It also has a powered linear actuator which changes the patient surface from a sitting position to a laying (supine) position.
The patient can be transported only when in the seated position. (See Figures 1 and 2 below). When in the supine position, it can be used to transfer a patient to/from a bed, gurney or other patient support surface. The Winco Model S550 Stretchair is for patients weighing up to 550 Ibs. It is intended for indoor use only, by trained medical staff and health care personnel. There is no drive mechanism or power assist for moving the product from one physical location to another. This is performed manually by the medical staff. The device cannot be self-propelled by the patient.
{4}------------------------------------------------
Image /page/4/Picture/0 description: The image shows the logo for Winco. The logo is in silver and is set against a dark gray oval background. The word "Winco" is written in a stylized font, with the letters slightly overlapping each other.
### Device Function:
The Winco Model S550 Stretchair has three basic functions. These are; the patient transport function, the patient surface adjustment function and the height adjustment function. The patient transport function is dependent solely upon the healthcare facility attendant to transport the patient by physically pushing on the device push handles. The attendant controls the motion and direction of the device.
The patient surface adjustment function allows the patient to be seated or supine (laying down) while on the device. This function is achieved using a DC motor with worm gear type linear actuator. The adjustment from seated to supine is initiated by the attendant using a hand held controller. When engaged, the linear actuator pivots the patient surface either up or down to change the position from seated to supine or supine to seated. Limit switches disable power to the motor when travel limits are reached.
The height adjustment function raises or lowers the patient surface. This is achieved using a DC Powered hydraulic pump and four hydraulic cylinders. The lift mechanism is activated by the attendant using the same hand held pendant control. When raised, hydraulic fluid is simultaneously pumped into the four cylinders, which then extend and raise the chair frame upward. When lowered, the flow of hydraulic fluid is reversed and returns the cylinders to their compressed state.
### Scientific Concepts
There are no complex scientific concepts related to the Winco Model S550 Stretchair. The patient adjustment function uses a standard worm gear type linear actuator. The lift mechanism use standard hydraulic cylinders to achieve its function.
#### Significant Physical and Performance Characteristics:
#### Design:
- > The patient can be transported in the sitting position only
- > Powered Height Adjustment
- > Powered sitting/supine adjustment
- > Adiustable Armrests
- > Adjustable Footrests
- > Locking Casters
- > Hand Held Pendant Control
#### Materials:
Materials used are:
- > Steel frame and support members
{5}------------------------------------------------
Image /page/5/Picture/0 description: The image shows the Winco logo. The logo is in silver and is set against a black oval background. The word "Winco" is written in a stylized font.
- > Plastic casters
- Vinyl covered upholstery ﺬ
### Physical Properties:
The Winco Model S550 Stretchair consists primarily of the following:
- 1. Stretcher Base and Chair Frame : Made from steel and with a powder coated finish. Base is used to support the stretcher and lift mechanism. Chair is used structure and user support.
- 2. Hydraulic Lift System Used to raise and lower entire chair in either the sitting or supine position.
- 3. Casters Made from plastic and steel. Used for transport (steering, prevent movement, etc...)
- Actuator System 4. Transfers chair seat and back from upright sitting position to lay-flat position.
#### V. INDICATIONS FOR USE
The intended use of the Winco Model S550 Stretchair is to provide a method of transporting patients within healthcare facilities.
### VI. COMPARISON OF TECHNOLOGICAL CHARACTERISTICS WITH THE PREDICATE DEVICE
The technology and principle of operation for the Winco Model S550 Stretchair and Winco Model S999 Stretchair is identical. Both products are electromechanical devices with the intended function and use of providing a method of transporting patients within a health care facility. They have the same indications for use, have the same features and performance characteristics and are made from the same materials. They utilize the same technology and they all function in the same manner.
Both products include a frame assembly, a patient support surface, a power lift actuator for adjusting the height of the device and for adjusting the patient surface from a seated position to a supine position and both are battery powered. Additionally, both can be used to transport a patient in a seated position. They use the same identical lift mechanism, linear actuator, hand control pendent, upholstery, and casters.
### Discussion of Similarities and Differences:
The primary difference between Winco Model S550 Stretchair and Winco Model S999 Stretchair is that the Winco Model S550 Stretchair has a patient weight limitation of 550 pounds whereas the Winco Model S999 Stretchair has a patient weight limitation of 1000 pounds. Also, the Winco Model S550 Stretchair is 6" narrower than the Winco Model S999 Stretchair. This narrower frame is designed to better accommodate the smaller, 550 pound patient.
{6}------------------------------------------------
Image /page/6/Picture/0 description: The image shows a logo with the word "Winco" in a stylized font. The word is in silver or gray color, and it appears to be metallic or reflective. The background is a dark oval shape, providing a contrast to the text. The logo has a sleek and modern design.
This 6" narrower width does not affect safety, effectiveness or substantial equivalence. The smaller width is the result the lower weight limitation. It allows for a better patient fit than the wider predicate and like the predicate, the Winco Model S550 Stretchair is labeled with a maximum allowed patient weight. The difference only means that it is not to be used on a patient that exceeds 550 pounds.
This 6" narrower width does not affect safety, effectiveness or substantial equivalence. The smaller width is the result of the lower weight limitation. It allows for a better patient fit than the wider predicate and product is labeled with the maximum allowed patient weight.
Based on the above discussion, Winco Mfg., LLC believes that the Winco Model S550 Stretchair is substantially equivalent to the Winco Model S999 Stretchair (K110671). While there are some differences between the Winco Model S550 Stretchair and its predicate, these differences are minor and do not alter the intended function and use of the device, nor do they raise any new questions pertaining to safety or effectiveness.
#### PERFORMANCE DATA VII.
The Winco Model S550 Stretchair meets the following standards,
- > IEC 60601-1 Medical Electrical Equipment Part 1: General Requirement for Safety and:
- > IEC 60601-1-2 Medical electrical equipment Part 1-2: General requirements for basic safety and essential performance - Collateral Standard: Electromagnetic disturbances - Requirements and tests
The upholstery used on the Winco Model S550 Stretchair is made from the same materials as the upholstery used on the Winco Model S999 Stretchair (K110671).
#### VIII. CONCLUSIONS:
Performance testing and use of the same identical lift mechanism and linear actuator supports the safety of the Winco Model S550 Stretchair. Since the predicate was cleared in part on these data. conformance with the same requirements demonstrates that the Winco Model S550 Stretchair will perform as intended in the specified use conditions. Further, technology, principle of operation and indications for use between Winco Model S550 Stretchair and its predicate are identical. This demonstrates that it performs comparably to the predicate device that is currently marketed for the same intended use. Therefore, the Winco Model S550 Stretchair is substantially equivalent to the Winco Model S999 Stretchair.
{7}------------------------------------------------
Image /page/7/Picture/0 description: The image shows the word "Winco" in a stylized font. The word is in silver or gray color, and it appears to be embossed or raised. The background is a dark oval shape, possibly black or dark gray, which provides a contrast to the word. The overall design looks like a logo or emblem.
| FEATURE/SPECIFICATION | WINCO<br>MODEL \$550<br>STRETCHAIR | WINCO<br>MODEL S999<br>STRETCHAIR | EXPLANATION OF DIFFERENCES. |
|--------------------------------------|-------------------------------------------------------------------------------------|-----------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 510(k) Accession Number | K152056 | K110671 | NA |
| Clearance Date | TBD | April 22, 2011 | NA |
| Intended Use | To provide a method<br>of transporting<br>patients within a<br>health care facility | Same | No difference |
| Transport Method | Manual Only | Same | No difference |
| Transport Mode | Seated | Same | No difference |
| Maximum Patient Weight | 550 lbs. | 1000 lbs. | This does not affect safety, effectiveness or substantial<br>equivalence. Like the predicate, the Winco Model S550<br>Stretchair is labeled with a maximum allowed patient<br>weight. The difference only means that it is not to be<br>used on a patient that exceeds 550 pounds. |
| Stretcher Length | 72" (182.9 cm) | Same | No difference |
| Overall Width | 34" (86.4 cm) | 40" (101.6 cm) | This 6" narrower width does not affect safety,<br>effectiveness or substantial equivalence. The<br>smaller width is the result the lower weight<br>limitation. It allows for a better patient fit than the<br>wider predicate and product is labeled with the<br>maximum allowed patient weight. |
| Overall Height | 54" (137.2 cm) | Same | No difference |
| Seat Width | 25" (63 cm) | 31" (78.7 cm) | This 6" narrower width does not affect safety,<br>effectiveness or substantial equivalence. The<br>smaller width is the result the lower weight<br>limitation. It allows for a better patient fit than the<br>wider predicate and product is labeled with the<br>maximum allowed patient weight. |
| Vertical Lift Range (Total<br>Range) | 22" (55.9 cm) - 38"<br>(96.5 cm) | Same | No difference |
| Travel Speed Height | Low to High = 25<br>seconds<br>High to Low = 28<br>seconds | Same | No difference |
| Supine Travel Speed | Upright to Supine =<br>25 seconds<br>Supine to Upright =<br>26 seconds | Same | No difference |
| Height Adjustment Method | Hydraulics | Same | No difference. The Winco Model S550 Stretchair<br>uses the same lift mechanism as its' predicate |
| Seat/Supine Drive<br>Mechanism | Motor Driven Linear<br>actuator | Same | No difference. The Winco Model S550 Stretchair uses<br>the same motor driven linear actuator as its' predicate |
| Battery Powered | Yes | Yes | No difference |
| Trendelenburg Position | No | No | No difference |
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.