HORIZONTAL-VERTICAL LUMBAR VALVE AND SPETZLER LUMBAR PERITONEAL SHUNT SYSTEMS
Applicant
Integra LifeSciences Corporation
Product Code
JXG · Neurology
Decision Date
Jul 7, 2011
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 882.5550
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
Horizontal-Vertical Lumbar Valve Systems are implantable devices used in the treatment of patients with communicating hydrocephalus to shunt cerebrospinal fluid (CSF) from the lumbar subarachnoid region to the peritoneal cavity. They provide controlled intraventricular pressure and CSF drainage in patients with hydrocephalus. The antechamber can be electively mounted in line with the Valve Unit to allow for CSF sampling or injections in the subarachnoid space. Percutaneous lumbar peritoneal shunting may be utilized in the treatment of communicating hydrocephalus. The Spetzler Shunt systems are designed to shunt CSF from the lumbar subarachnoid space to the peritoneal cavity. The shunt may be used for diagnosis, evaluation or treatment of normal pressure communicating hydrocephalus. A percutaneous lumbar peritoneal shunt is also useful in the management of persistent cerebrospinal fluid fistulas, bulging cranial and suboccipital decompressions and in transient CSF absorption defects, e.g. post-meningitic or post-hemorrhagic hydrocephalus. The In-Line Valve, available as a separate component of the system, is indicated for use where added resistance is desired to alleviate symptoms of low pressure in the small percentage of patients who, after normal drainage and in the normal course of treatment, develop such symptoms.
Device Story
Implantable differential pressure valve systems for communicating hydrocephalus; shunts CSF from lumbar subarachnoid region to peritoneal cavity. Operates via passive mechanical pressure thresholds; utilizes spring-actuated (lower pressure) and gravity-actuated (higher pressure) ball-in-cone mechanisms or double-slit valve/catheter resistance. Used by neurosurgeons in clinical settings. Modification adds MRI safety labeling (MR Conditional). Benefits include controlled CSF drainage and pressure management. No active components; no software/algorithms.
Clinical Evidence
No clinical data. Bench testing only, specifically to validate MR Conditional status per ASTM standards.
Technological Characteristics
Passive differential pressure valves; stainless steel modulus; spring-actuated and gravity-actuated mechanisms. MR Conditional per ASTM 2503-05. Testing performed per ASTM F2052 (displacement force), ASTM F2213 (torque), ASTM F2182 (RF heating), and ASTM F2119 (image artifacts).
Indications for Use
Indicated for patients with communicating hydrocephalus, normal pressure hydrocephalus, persistent CSF fistulas, bulging cranial/suboccipital decompressions, and transient CSF absorption defects (e.g., post-meningitic or post-hemorrhagic hydrocephalus) requiring CSF shunting from lumbar subarachnoid space to peritoneal cavity.
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.
Heyer-Schulte Spetzler Lumbar-Peritoneal Shunt Systems (K871685)
Submission Summary (Full Text)
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K101381
Image /page/0/Picture/1 description: The image shows the word "INTEGRA" in bold, black letters. Below the word "INTEGRA" is the phrase "LIMIT UNCERTAINTY" in smaller, black letters. To the right of the word "INTEGRA" is a design of four black squares of different sizes stacked on top of each other.
# 510(k) Summary
JUL - 7 2011
# 1. Contact Details
Applicant Name: Integra LifeSciences Corporation 311 Enterprise Drive Plainsboro, NJ 08536, USA Telephone: (609) 654-2873 Facsimile: (609) 275-9445
Contact Person: Donna Millisky Manager, Regulatory Affairs E-Mail: donna.millisky@integralife.com
Date Prepared: June 23, 2011
## 2. Device Name
Horizontal-Vertical Lumbar Valve Systems Tradename: Spetzler™ Lumbar Peritoneal Shunt Systems
Common Name: Hydrocephalus Shunts
Classification Name: Shunt, Central Nervous System and Components, JXG
# 3. Legally Marketed Predicate Device(s)
| 510(k) Number | Product Code | Trade Name | Manufacturer |
|---------------|--------------|--------------------------------------------------------------|----------------------------------------------------------------------|
| K944595 | JXG | Cordis Horizontal-Vertical<br>Valve System | Integra LifeSciences<br>(Previously Cordis Corp.) |
| K811288 | JXG | Spetzler Lumbar-Peritoneal<br>Systems | Integra LifeSciences<br>(Previously American<br>Heyer-Schulte Corp.) |
| K871685 | JXG | Heyer-Schulte Spetzler<br>Lumbar-Peritoneal Shunt<br>Systems | Integra LifeSciences<br>(Previously American<br>Heyer-Schulte Corp.) |
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# 4. Device Description
The Horizontal-Vertical Lumbar Valve and the Spetzler Lumbar-Peritoneal Shunt systems are implantable devices used in the treatment of patients with communicating hydrocephalus to shunt cerebrospinal fluid (CSF) from the lumbar subarachnoid region to the peritoneal cavity. Both are differential pressure valves designed to open when the difference between ventricular or lumbar pressure and outlet cavity pressure exceeds a certain threshold.
The primary issues affecting the safety and compatibility of passive implants in the MR environment concern magnetically induced displacement force and torque, radio frequency (RF) heating, and image artifacts. The addition of MRI Safety information to the labeling is intended to provide for safe use of the shunt systems by clarifying the conditions required to safely use these devices in an MR environment in a readily available, clear and concise manner, to healthcare providers.
## 5. Intended Use/Indications for use
## Horizontal-Vertical Lumbar Valve Systems
Horizontal-Vertical Lumbar Valve Systems are implantable devices used in the treatment of patients with communicating hydrocephalus to shunt cerebrospinal fluid (CSF) from the lumbar subarachnoid region to the peritoneal cavity. They provide controlled intraventricular pressure and CSF drainage in patients with hydrocephalus. The antechamber can be electively mounted in line with the Valve Unit to allow for CSF sampling or injections in the subarachnoid space.
#### Spetzler Lumbar Peritoneal Shunt Systems
Percutaneous lumbar peritoneal shunting may be utilized in the treatment of communicating hydrocephalus. The Spetzler Shunt systems are designed to shunt CSF from the lumbar subarachnoid space to the peritoneal cavity.
The shunt may be used for diagnosis, evaluation or treatment of normal pressure communicating hydrocephalus.
A percutaneous lumbar peritoneal shunt is also useful in the management of persistent cerebrospinal fluid fistulas, bulging cranial and suboccipital decompressions and in transient CSF absorption defects, e.g. post-meningitic or post-hemorrhagic hydrocephalus.
The In-Line Valve, available as a separate component of the system, is indicated for use where added resistance is desired to alleviate symptoms of low pressure in the small percentage of patients who, after normal drainage and in the normal course of treatment, develop such symptoms.
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## 6. Substantial Equivalence Comparison
The Horizontal-Vertical Lumbar Valve and the Spetzler Lumbar-Peritoneal Shunt systems are identical to currently marketed predicate Horizontal-Vertical Lumbar Valve and Spetzler Lumbar-Peritoneal Shunt systems except for a labeling revision to add MRI safety information for the safe use of the devices in an MR environment.
| Feature | Predicate Horizontal-Vertical<br>Lumbar Valve System (K944595) | Horizontal-Vertical Lumbar<br>Valve System |
|---------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------|
| Indications for Use | Implantable system used in the treatment of patients with communicating hydrocephalus, to shunt CSF from the lumbar subarachnoid region to the peritoneal cavity. | Same as Predicate Horizontal-Vertical Lumbar Valve System |
| Incorporates the same basic design and utilizes the same operating principle | Differential pressure valve with two balls in cone valve mechanisms: a spring actuated (lower) pressure mechanism and a gravity-actuated (higher) pressure mechanism. Flow direction identified by an arrow on the stainless steel modulus | Same as Predicate Horizontal-Vertical Lumbar Valve System |
| Performance Specifications | Six pressure ranges with closing pressures between 50 and 125 mmH2O in the horizontal position and between 170 and 445 mmH2O in the vertical position. | Same as Predicate Horizontal-Vertical Lumbar Valve System |
| MRI Safe | Integra NeuroSciences tests indicate that MRI exposure does not affect pressure valve settings. No significant forces or temperature changes were noticed during MRI exposure. | MR Conditional |
| Biocompatible | Yes | Same as Predicate Horizontal-Vertical Lumbar Valve System |
| Feature | Predicate Spetzler Lumbar<br>Peritoneal Shunt Systems<br>(K811288 and K871685) | Spetzler Lumbar Peritoneal<br>Shunt Systems |
| Indications for Use | Percutaneous lumbar peritoneal<br>shunting may be utilized in the<br>treatment of communicating<br>hydrocephalus. It is designed to<br>shunt CSF from the lumbar<br>subarachnoid space to the<br>peritoneal cavity. | Same as Predicate Spetzler<br>Lumbar Peritoneal Shunt<br>Systems |
| | The shunt may be used for<br>diagnosis, evaluation or treatment<br>of normal pressure communicating<br>hydrocephalus. | |
| | A percutaneous lumbar peritoneal<br>shunt is also useful in the<br>management of persistent<br>cerebrospinal fluid fistulas, bulging<br>cranial and suboccipital<br>decompressions and in transient<br>CSF absorption defects, e.g. post-<br>meningitic or post-hemorrhagic<br>hydrocephalus. | |
| | The In-Line Valve, available as a<br>separate component of the system,<br>is indicated for use where added<br>resistance is desired to alleviate<br>symptoms of low pressure in the<br>small percentage of patients who,<br>after normal drainage and in the<br>normal course of treatment, develop<br>such symptoms. | |
| Incorporates the same<br>basic design and<br>utilizes the same<br>operating principle | Pressure control is achieved<br>through a combination of the<br>double slit valve at the peritoneal<br>end and the small inner diameter<br>catheter | Same as Predicate Spetzler<br>Lumbar Peritoneal Shunt<br>Systems |
| Performance<br>Specifications | Six systems with pressure ranges<br>with closing pressures between 50<br>and 400 mmHgH20 | Same as Predicate Spetzler<br>Lumbar Peritoneal Shunt<br>Systems |
| MRI Safe | No claim | MR Conditional |
| Biocompatible | Yes | Same as Predicate Spetzler<br>Lumbar Peritoneal Shunt<br>Systems |
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·
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# 7. Non-Clinical Testing
The Horizontal-Vertical Lumbar Valve Systems and Spetzler Lumbar Peritoneal Shunt Systems are identical in design. performance, and materials of composition to the currently marketed predicate systems. Since the proposed shunts and accessories are identical to the currently marketed shunts and accessories, all performance testing to the performance of the predicate devices also supports the proposed devices, and remains unchanged. Additional bench testing was performed to determine the safe use conditions for these products in the MR environment, as described below. Testing was also performed to confirm that the performance of these devices remains the same after use in an MR environment.
| DESIGN<br>VERIFICATION TEST | Acceptance |
|---------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Visual Inspection | All test samples shall be complete and free of visible damage. |
| Magnetically Induced<br>Displacement Force Test<br>ASTM F2052 | The amount of magnetically induced force on the device shall be less<br>than or equal to the force on the device due to gravity. |
| Magnetically Induced<br>Torque Test<br>ASTM F2213 | The amount of magnetically induced torque on the device shall be<br>less than or equal to the gravitational torque. |
| RF Heating Test<br>ASTM F 2182 | No portion of the implanted device shall exhibit an increase in<br>temperature of more than 2°C at a SAR of 2W/kg. |
| Image Artifact Test<br>ASTM F2119 | There is no acceptance criterion as per ASTM standard; this test is<br>performed to gather information relating to image artifacts caused by<br>the device. This information can be included in labeling. |
The non-clinical testing has demonstrated that the Horizontal-Vertical Lumbar Valve Systems and Spetzler Lumbar Peritoneal Shunt Systems are MR Conditional, as defined in the ASTM 2503-05 Standard, "Standard Practice for Marking Medical Devices and other items for Safety in the Magnetic Resonance Environment." This classification is appropriate for "an item which has been demonstrated to pose no known hazards in specific MR environment with specified conditions.
## 8. Clinical Testing
Clinical testing was not applicable for this modification.
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## 9. Conclusions
The conclusions drawn from the nonclinical testing demonstrate that both the Horizontal-Vertical Lumbar Valve Systems and the Spetzler Lumbar Peritoneal Shunt Systems, with the addition of MRI Safety information in the labeling, are as safe and effective, and perform at least as safely and effectively, as the legally marketed predicate devices.
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Food and Drug Administration 10903 New Hampshire Avenue Document Control Room -WO66-G609 Silver Spring, MD 20993-0002
Integra Life Sciences Corporation c/o Ms. Donna Millisky Manager, Corporate Regulatory Affairs 311 Enterprise Drive Plainsboro, NJ 08536
JUL - 7 2011
Re: K101381
Trade/Device Name: Integra Horizontal-Vertical Lumbar Valve Systems and Spetzler Lumbar Peritoneal Shunt Systems Regulation Number: 21 CFR 882.5550 Regulation Name: Central nervous system fluid shunt and components Regulatory Class: Class II Product Code: JXG Dated: May 9, 2011 Received: May 10, 2011
Dear Ms. Millisky:
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.
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Page 2 - Ms. Donna Millisky
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); 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 go to http://www.fda.gov/AboutFDA/CentersOffices/CDRH/CDRHOffices/ucm115809.htm for the Center for Devices and Radiological Health's (CDRH's) Office of Compliance. Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21CFR 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 Small Manufacturers, International and Consumer Assistance 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,
Melvin R. Feldmann, M.D.
Malvina B. Eydelman, M.D Director Division of Ophthalmic, Neurological, and Ear, Nose and Throat Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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510(k) Number: KIOl38)
Device Name: Horizontal-Vertical Lumbar Valve Systems
Indications for Use:
Horizontal-Vertical Lumbar Valve Systems are implantable devices used in the treatment of patients with communicating hydrocephalus to shunt cerebrospinal fluid (CSF) from the lumbar subarachnoid region to the peritoneal cavity. They provide controlled intraventricular pressure and CSF drainage in patients with hydrocephalus. The antechamber can be electively mounted in line with the Valve Unit to allow for CSF sampling or injections in the subarachnoid space.
Prescription Use X (Part 21 CFR 801 Subpart D) AND/OR
Over-The-Counter-Use (Part 21 CFR 801 Subpart C)
PLEASE DO NOT WRITE BELOW THIS LINE - CONTINUE ON ANOTHER PAGE IF NEEDED
Concurrence of CDRH, Office of Device Evaluation (ODE)
(Division Sign-Off) Division of Ophthalmic, Neurological and Ear, Nose and Throat Devices
510(k) Number K10138/
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#### INDICATIONS FOR USE STATEMENT
510(k) Number: K10/38
Device Name: Spetzler" Lumbar Peritoneal Shunt Systems
Indications for Use:
Percutaneous lumbar peritoneal shunting may be utilized in the treatment of communicating hydrocephalus. It is designed to shunt CSF from the lumbar subarachnoid space to the peritoneal cavity.
The shunt may be used for diagnosis, evaluation or treatment of normal pressure communicating hydrocephalus.
A percutaneous lumbar peritoneal shunt is also useful in the management of persistent cerebrospinal fluid fistulas, bulging cranial and suboccipital decompressions and in transient CSF absorption defects, e.g. post-meningitic or post-hemorrhagic hydrocephalus.
The In-Line Valve, available as a separate component of the system, is indicated for use where added resistance is desired to alleviate symptoms of low pressure in the small percentage of patients who, after normal drainage and in the normal course of treatment, develop such symptoms.
Prescription Use × (Part 21 CFR 801 Subpart D) AND/OR
Over-The-Counter-Use (Part 21 CFR 801 Subpart C)
#### PLEASE DO NOT WRITE BELOW THIS LINE - CONTINUE ON ANOTHER PAGE IF NEEDED
| Concurrence of CDRH, Office of Device Evaluation (ODE) | |
|--------------------------------------------------------|--|
| (Division Sign-Off) | |
| Division of Ophthalmic, Neurological and Ear, | |
| Nose and Throat Devices | |
510(k) Number K101381
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.