Integra DP Valve Systems (including Burr Hole Reservoirs and Stainless Steel Connectors), Gravity Compensating Accessory
Applicant
Integra LifeSciences Corporation
Product Code
JXG · Neurology
Decision Date
Mar 4, 2016
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 882.5550
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
Integra DP Valve Systems are implantable devices which serve as a parallel flow pathway to divert cerebrospinal fluid (CSF) from the cerebral ventricles to an appropriate drainage site. They provide controlled intraventricular pressure and CSF drainage in patients with hydrocephalus or other conditions in which CSF flow and/or absorption is impaired. The very low pressure valve (blue band) is used for postoperative drainage of hygromas and other extraventricular conditions. Burr Hole Reservoirs Hydrocephalus valve components are elements used in the implantation of hydrocephalus valve systems. In addition, the burr hole reservoir may be used in conjunction with a ventricular catheter to access ventricular CSF. Gravity Compensating Accessory The Gravity Compensating Accessory is an implantable device which is implanted in series with a hydrocephalus valve to control cerebrospinal fluid (CSF) drainage from the cerebral ventricles to an appropriate drainage site. It is designed to minimize the excessive reduction in intraventricular pressure (relative to atmosphere) and CSF volume caused by the "pull" exerted by the fluid column within the outflow catheter when the patient is sitting or standing.
Device Story
Implantable CSF shunt system; diverts CSF from cerebral ventricles to drainage site (e.g., peritoneal cavity). System uses ball-in-cone valve mechanisms; synthetic ruby ball held against stainless steel seat by spring; spring tension determines operating pressure. Valve opening adjusts automatically based on flow rate/viscosity to maintain constant differential pressure. Gravity Compensating Accessory (GCA) installed in series; uses stainless steel balls to add resistance to flow when patient is vertical, counteracting fluid column 'pull' to prevent overdrainage. Used by neurosurgeons in clinical settings. Provides controlled pressure/drainage; benefits patients by managing hydrocephalus symptoms and preventing excessive pressure reduction.
Clinical Evidence
Bench testing only. Testing included magnetically induced displacement force (ASTM F2052-06e1), torque (ASTM F2213-06), RF heating (ASTM F2182-09), image artifact (ASTM F2119-07), and functionality verification post-MRI exposure. Results confirm MR Conditional status at 1.5T and 3.0T.
Technological Characteristics
Implantable ball-in-cone valve mechanism; materials include stainless steel and silicone elastomer (polypropylene also used for some reservoirs). Mechanical operation; passive flow control via spring-loaded ruby ball. MR Conditional. Sterilization method not specified.
Indications for Use
Indicated for patients with hydrocephalus or conditions with impaired CSF flow/absorption requiring controlled intraventricular pressure and drainage; very low pressure valve indicated for postoperative drainage of hygromas and other extraventricular conditions.
Regulatory Classification
Identification
A central nervous system fluid shunt is a device or combination of devices used to divert fluid from the brain or other part of the central nervous system to an internal delivery site or an external receptacle for the purpose of relieving elevated intracranial pressure or fluid volume (e.g., due to hydrocephalus). Components of a central nervous system shunt include catheters, valved catheters, valves, connectors, and other accessory components intended to facilitate use of the shunt or evaluation of a patient with a shunt.
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Image /page/0/Picture/1 description: The image shows the logo for the U.S. Department of Health & Human Services. The logo consists of a stylized human figure with three arms reaching upwards, enclosed within a circle. The text "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA" is arranged around the upper portion of the circle.
Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - W 066-G609 Silver Spring, MD 20993-0002
March 4, 2016
Integra LifeSciences Corporation Ms. Jennifer Siegel Regulatory Affairs Specialist 311 Enterprise Drive Plainsboro, New Jersey 08536
Re: K152897
Trade/Device Name: Integra DP Valve Systems (including Burr Hole Reservoirs and Stainless Steel Connectors), Gravity Compensating Accessory Regulation Number: 21 CFR 882.5550 Regulation Name: Central Nervous System Fluid Shunt and Components Regulatory Class: Class II Product Code: JXG Dated: February 2, 2016 Received: February 3, 2016
Dear Ms. Siegel:
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 Actinclude 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 devicerelated adverse events) (21 CFR 803); good manufacturing practice requirements as set forth in
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the quality systems (OS) 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
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## Indications for Use
### 510(k) Number (if known) K152897
#### Device Name
Integra DP Valve Systems (including Burr Hole Reservoirs and Stainless Steel Connectors), Gravity Compensating Accessory
#### Indications for Use (Describe)
### Integra DP Valve Systems
Integra DP Valve Systems are implantable devices which serve as a parallel flow pathway to divert cerebrospinal fluid (CSF) from the cerebral ventricles to an appropriate drainage site. They provide controlled intraventricular pressure and CSF drainage in patients with hydrocephalus or other conditions in which CSF flow and/or absorption is impaired. The very low pressure valve (blue band) is used for postoperative drainage of hygromas and other extraventricular conditions.
#### Burr Hole Reservoirs
Hydrocephalus valve components are elements used in the implantation of hydrocephalus valve systems. In addition, the burr hole reservoir may be used in conjunction with a ventricular catheter to access ventricular CSF.
### Gravity Compensating Accessory
The Gravity Compensating Accessory is an implantable device which is implanted in series with a hydrocephalus valve to control cerebrospinal fluid (CSF) drainage from the cerebral ventricles to an appropriate drainage site. It is designed to minimize the excessive reduction in intraventricular pressure (relative to atmosphere) and CSF volume caused by the "pull" exerted by the fluid column within the outflow catheter when the patient is sitting or standing.
Type of Use (Select one or both, as applicable)
| | <input checked="true" type="checkbox"/> Prescription Use (Part 21 CFR 801 Subpart D) |
|--|--------------------------------------------------------------------------------------|
| | <input type="checkbox"/> Over-The-Counter Use (21 CFR 801 Subpart C) |
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# 510(k) SUMMARY
A summary of 510(k) safety and effectiveness information in accordance with the requirements of 21 CFR 807.92
| 807.92(a)(1) – Submitter information | |
|--------------------------------------|--------------------------------------------------------------------------------------------------------------------------------|
| Name | Integra LifeSciences Corporation |
| Address | 311 Enterprise Drive Plainsboro, NJ 08536 USA |
| Phone Number | 1-609-275-0500 |
| Fax Number | 1-609-275-5363 |
| Establishment Registration<br>Number | 3003418325 |
| Name of Contact Person | Jennifer Siegel |
| Date Prepared | September 30, 2015 |
| 807.92(a)(2) – Name of device | |
| Trade or Propriety Name | Integra DP™ Valve Systems (including Burr Hole Reservoirs<br>and Stainless Steel Connectors)<br>Gravity Compensating Accessory |
| Common or Usual Name | Hydrocephalus Shunts<br>Antisiphon Device |
| Classification Name | Shunt, Central Nervous System And Components |
| Classification Panel | Neurology |
| Regulation | Class II, under 21 CFR 882.5550 |
| Product Code(s) | JXG |
# 807.92(a)(3) - Legally marketed device(s) to which equivalence is claimed
Integra DP™ Valve Systems (including Burr Hole Reservoirs and Stainless Steel Connectors); K861377
Omnishunt System for Ventricular Shunting: K903844
Polypropylene Burr Hole Reservoir; K925810
Gravity Compensating Accessory; K932429
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# 807.92(a)(4) - Device description
The Integra DP™ Valve Systems are implantable central nervous system fluid shunt devices which incorporate two ball-in-cone valve mechanisms. They provide constant differential pressure across the valve and continuous, controlled drainage of cerebrospinal fluid (CSF) from the cerebral ventricles to the peritoneal cavity (or another appropriate drainage site). Each unidirectional valve unit consists of two ball-in-cone valve mechanisms, each enclosed in a stainless steel housing. In each ball-in-cone valve mechanism, a synthetic ruby ball is held against a cone-shaped, stainless steel seat by a stainless steel spring.
The tension of the spring determines the operating pressure of the valve. Depending on the CSF flow rate and/or the viscosity, the ball moves back and forth within the cone under the control of the spring. As the ball moves, the effective cross section of the valve through which CSF flows increases or decreases. Thus, the size of the valve opening is adjusted automatically, and the differential pressure is controlled.
A variety of system configurations are available (Standard Valve Systems, Pediatric Valve Systems, Burr Hole Shunt Systems, Valve Unit only). Most valve systems include the necessary components required for an implantation procedure (such as peritoneal and ventricular catheters, plastic subcutaneous tube passers, introducing rod, and connectors). Several color-coded pressure ranges are offered.
The Burr Hole Reservoir is a component of a central nervous system fluid shunt. It is used to connect the ventricular catheter to a silicone elastomer burr hole reservoir cap with integral side-arm leading to the valve tubing. In this configuration, it serves to transmit CSF from this catheter to the valve. It may also be used as a CSF reservoir with a ventricular catheter alone when a burr hole cap without side-arm is used. This reservoir facilitates CSF sampling or intracranial pressure measurement when the burr hole reservoir cap is punctured with a small gauge needle. Configurations include 6.4 mm or 10 mm outer diameter reservoir and regular (2.5 mm) or shallow (0.8 mm) depth. The Burr Hole reservoirs are included as a part of the Integra DPTM Burr Hole Shunt System, or the Burr Hole reservoir and cap can be ordered separately.
The Gravity Compensating Accessory (GCA) is designed to counterbalance gravity's effects on the fluid column within the outflow (drainage) catheter of an implanted shunt system. The GCA can be placed anywhere deemed appropriate by the surgeon along the distal shunt tubing. Its operating characteristics are not dependent on its location along the tubing.
The GCA consists of a silicone elastomer encased stainless steel housing with a ruby ball held in a stainless steel seat (in the vertical orientation) by two to four stainless steel balls. Each ball contributes resistance to flow within the system. Depending on the number of balls, resistance to flow is added to the resistance of the implanted valve system when the patient assumes a vertical posture. In the horizontal orientation, a minimal resistance to flow is added to the svstem.
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| 807.92(a)(5) – Intended use of the device | |
|-------------------------------------------|------------------------------------------------------------------|
| Indications for Use | Integra DP™ Valve Systems |
| | Integra DP Valve Systems are implantable devices which serve |
| | as a parallel flow pathway to divert cerebrospinal fluid (CSF) |
| | from the cerebral ventricles to an appropriate drainage site. |
| | They provide controlled intraventricular pressure and CSF |
| | drainage in patients with hydrocephalus or other conditions in |
| | which CSF flow and/or absorption is impaired. The very low |
| | pressure valve (blue band) is used for postoperative drainage of |
| | hygromas and other extraventricular conditions. |
| | Burr Hole Reservoirs |
| | Hydrocephalus valve components are elements used in the |
| | implantation of hydrocephalus valve systems. In addition, the |
| | burr hole reservoir may be used in conjunction with a |
| | ventricular catheter to access ventricular CSF. |
| | Gravity Compensating Accessory |
| | The Gravity Compensating Accessory is an implantable device |
| | which is implanted in series with a hydrocephalus valve to |
| | control cerebrospinal fluid (CSF) drainage from the cerebral |
| | ventricles to an appropriate drainage site. It is designed to |
| | minimize the excessive reduction in intraventricular pressure |
| | (relative to atmosphere) and CSF volume caused by the "pull" |
| | exerted by the fluid column within the outflow catheter when |
| | the patient is sitting or standing. |
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807.92(a)(6) Summary of the technological characteristics of the device compared to the predicate
The proposed Integra DPTM Valve Systems and Gravity Compensating Accessory have the same technological characteristics compared to the predicate devices of the same name. The addition of MRI safety information to the labeling does not alter the intended use, materials of composition, manufacturing and sterilization process, or the fundamental scientific technology of the devices.
The proposed Integra DPTM Valve Systems indications for use include the claim that they "provide controlled intraventricular pressure", which was not included with the predicate cleared under K861377. This claim was cleared through the Omnishunt System, K903844, on December 28, 1990. The Omnishunt Valve and DP Valve use the same ball-in-cone valve mechanism. The only difference is that the DP Valve contains two mechanisms while the Omnishunt Valve has one.
The Burr Hole Reservoirs are available in either stainless steel or polypropylene. The polypropylene models were cleared under K925810. These devices have the same intended use. The reservoirs differ in material composition. The stainless steel burr hole reservoirs underwent non-clinical testing, as described below, to include MRI safety information in the labeling that accounts for this material difference.
807.92(b)(1-2) – Nonclinical and clinical tests submitted
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Non-clinical testing was performed to support MRI Labeling for Integra Shunts and Implanted Accessories, ensuring the safety and effectiveness was maintained following device modifications. Testing included:
- . Magnetically Induced Displacement Force (ASTM F2052-06e1): This test assessed if the amount of magnetically induced force on the device is less than or equal to the force on the device due to gravity. The magnetically induced force for the Integra DPTM Valve Systems, Burr Hole Reservoirs, Gravity Compensating Accessory, and connectors were considered to meet the acceptance criteria in both 1.5T and 3.0T MR environment, thus supporting the MR Conditional claim. The maximum acceptable spatial gradient was determined on the basis of the component with the largest deflection, and is listed in our labeling.
- Magnetically Induced Torque Test (ASTM F2213-06): This test assessed if the amount . of magnetically induced torque on the device is less than or equal to the gravitational torque. The magnetically induced torque for the Integra DPTM Valve Systems, Burr Hole Reservoirs, Gravity Compensating Accessory, and connectors were considered to meet the acceptance criteria in both 1.5T and 3.0T MR environments, thus supporting the MR Conditional claim.
- RF Heating Test: ASTM F2182-09: The acceptance criterion for this test was that no ● portion of the implanted device exhibits an increase in temperature of more than 2℃ at a whole body averaged specific absorption rate (SAR) of 2W/kg and head average SAR of 3.2 W/kg (Normal Operating Mode). All tested implants met this acceptance criterion, thus supporting the MR Conditional Claim. Our labeling includes a statement on RF heating that the expected temperature rise is less than 0.4℃ after 15 minutes of continuous scanning (in both 1.5 T and 3.0 T MR environments).
- . Image Artifact Test: ASTM F2119-07: Image Artifact information was collected for the devices in both 1.5T and 3.0T MR environments. For each device, scans were made in three planes (sagittal, coronal, and axial) for T1 weighted Spin Echo. Our labeling lists the worst-case image artifact for T1 weighted Spin Echo.
- . Functionality Verification Test: The valve components were tested both before and after exposure to an MR scan per our internal procedures to verify impact on pressureflow characteristics. Results demonstrated that MR exposure had no impact on the functionality of the valves, thus supporting the MR Conditional claim.
The results of this testing have demonstrated that the Integra DP™ Valve Systems, Burr Hole Reservoirs, Gravity Compensating Accessory and connectors are MR Conditional and support the conditions as defined within the labeling.
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# 807.92(b)(3) – Conclusions drawn from non-clinical and clinical data
The proposed Integra DPTM Valve Systems, including the Burr Hole Reservoirs and stainless steel connectors, are substantially equivalent to the currently marketed Integra DP™ Valve Systems which were previously cleared to market by the United States Food and Drug Administration (FDA) on June 19, 1986 under K861377 (Standard/Pediatric Cordis Hydrocephalus Valve Systems). In addition, the polypropylene version of the burr hole reservoirs was cleared on March 2, 1994 under K925810. The proposed Gravity Compensating Accessory is substantially equivalent to the currently marketed Gravity Compensating Accessory which was previously cleared to market by the FDA on July 20, 1994 under K932429 (Cordis Gravity Compensating Accessory).
The addition of MRI safety information to the labeling does not alter the indications for use, intended use, materials of composition, manufacturing and sterilization process, or the fundamental scientific technology of the devices. The safe-use conditions provided in the proposed labeling do not impact the safety and efficacy of the proposed devices, and in fact, are being added to the labeling in order to improve the safe and effective use of the devices. The non-clinical testing has demonstrated the implanted Integra DPTM Valve Systems, including the Gravity Compensating Accessory, Stainless Steel Burr Hole Reservoirs, and associated connectors, are MR Conditional. A patient with these devices can be safely scanned in an MR system meeting the conditions defined within the labeling.
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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.