Confirm Rx Insertable Cardiac Monitor (ICM) System
K163407 · St. Jude Medical, Inc. · MXC · Sep 29, 2017 · Cardiovascular
Device Facts
Record ID
K163407
Device Name
Confirm Rx Insertable Cardiac Monitor (ICM) System
Applicant
St. Jude Medical, Inc.
Product Code
MXC · Cardiovascular
Decision Date
Sep 29, 2017
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 870.2800
Device Class
Class 2
Indications for Use
The Confirm Rx™ ICM is indicated for the monitoring and diagnostic evaluation of patients who experience unexplained symptoms such as: dizziness, palpitations, chest pain, syncope, and shortness of breath, as well as patients who are at risk for cardiac arthythmias. It is also indicated for patients who have been previously diagnosed with atrial fibrillation or who are susceptible to developing atrial fibrillation.
Device Story
Confirm Rx™ ICM is a minimally invasive, subcutaneous implantable cardiac monitor. It continuously senses cardiac electrical signals via two electrodes; uses looping memory to store electrograms (EGM). Triggering occurs automatically upon detection of tachycardia, bradycardia, pauses, or atrial fibrillation, or via patient-initiated activation using the myMerlin™ mobile app. The device uses Bluetooth Low Energy (BLE) to transmit data to the patient's mobile device, which then relays information to the Merlin.net Patient Care Network for physician review. Physicians use the Merlin PCS Programmer to configure detection parameters (e.g., AF duration, heart rate thresholds) and retrieve diagnostic data. The system aids in diagnosing cardiac arrhythmias by providing documented EGM evidence of symptomatic events. Benefits include remote monitoring capabilities and streamlined diagnostic evaluation for patients with intermittent cardiac symptoms.
Clinical Evidence
No new clinical trials were conducted. The device leverages existing clinical data from the predicate SJM Confirm™ (DM2102) (IDE G080090). Performance was supported by bench testing (software/firmware verification, cybersecurity, Bluetooth coexistence, biocompatibility, sterilization, shelf life, packaging, EMC, electrical safety, MRI compliance, mechanical performance) and an animal GLP study to verify R-wave detection and device migration.
Technological Characteristics
Implantable device encased in parylene-coated titanium with two subcutaneous electrodes. Header material: thermoplastic polyurethane (TPU). Battery: lithium carbon monofluoride. Dimensions: 4.95 x 0.33 cm. Connectivity: Bluetooth Low Energy (BLE). MR Conditional. Firmware/detection algorithms based on predicate SJM Confirm™ (DM2102). Implant tools: polycarbonate/ABS incision and insertion tools with stainless steel blade.
Indications for Use
Indicated for patients experiencing unexplained symptoms (dizziness, palpitations, chest pain, syncope, shortness of breath), patients at risk for cardiac arrhythmias, and patients diagnosed with or susceptible to atrial fibrillation. Not tested for pediatric use.
Regulatory Classification
Identification
A medical magnetic tape recorder is a device used to record and play back signals from, for example, physiological amplifiers, signal conditioners, or computers.
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Public Health Service
Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
September 29, 2017
St. Jude Medical, Inc. Jennifer Dunham Sr. Regulatory Affairs Specialist 15900 Valley View Ct. Sylmar, California 91342
Re: K163407
Trade/Device Name: Confirm Rx™ Insertable Cardiac Monitor (ICM) System, Model DM3500 Regulation Number: 21 CFR 870.2800 Regulation Name: Medical Magnetic Tape Recorder Regulatory Class: Class II Product Code: MXC Dated: August 28, 2017 Received: August 29, 2017
Dear Jennifer Dunham:
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
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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.
M.A. Hillebrand
for
Bram D. Zuckerman, M.D. Director Division of Cardiovascular Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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## Indications for Use
510(k) Number (if known) K163407
Device Name
Confirm RxTM Insertable Cardiac Monitor (ICM) System, Model DM3500
Indications for Use (Describe)
The Confirm Rx™ ICM is indicated for the monitoring and diagnostic evaluation of patients who experience unexplained symptoms such as: dizziness, palpitations, chest pain, syncope, and shortness of breath, as well as patients who are at risk for cardiac arthythmias. It is also indicated for patients who have been previously diagnosed with atrial fibrillation or who are susceptible to developing atrial fibrillation.
The Confirm Rx ICM has not been specifically tested for pediatric use.
| Type of Use (Select one or both, as applicable) | |
|--------------------------------------------------|---------------------------------------------|
| < Prescription Use (Part 21 CFR 801 Subpart D) | Over-The-Counter Use (21 CFR 801 Subpart C) |
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### 510(k) SUMMARY
## K163407
| Date Prepared: | December 2, 2016 | |
|---------------------------------|---------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------|
| Submitter: | St. Jude Medical, Cardiac Rhythm Management Division | |
| Address: | 15900 Valley View Ct.<br>Sylmar, CA 91342<br>USA | |
| Phone: | (818) 362-6822 | |
| Contact Person: | Jennifer Dunham<br>Sr. Regulatory Affairs Specialist<br>(818) 493-2363<br>jdunham02@sjm.com | Colleen Canan<br>Sr. Regulatory Affairs Manager<br>(818) 493 2960<br>ccanan@sjm.com |
| Trade Name/Proprietary<br>Name: | Confirm Rx™ Insertable Cardiac Monitor (ICM) System, Model DM3500 | |
| Common Name: | Insertable Cardiac Monitor | |
| Model Number: | DM3500 | |
| Classification Name: | Medical magnetic tape recorder (21 CFR 870.2800) | |
| Product Code: | MXC | |
| Classification: | Class II | |
| Pediatric Use: | The Confirm Rx ICM has not been specifically tested in pediatric<br>patients below the age of 18 years. | |
### LEGALLY MARKETED DEVICES TO WHICH SUBSTANTIAL EQUIVALENCE IS CLAIMED
| 510(k) K133481: SJM Confirm TM (Model DM2102) Implantable Cardiac Monitor |
|-----------------------------------------------------------------------------------|
| 510(k) K132649: Medtronic Reveal LINQ TM (Model LNQ11) Insertable Cardiac Monitor |
### INDICATIONS FOR USE
The Indications for Use for the Confirm Rx™ ICM are as follows:
The Confirm Rx™ ICM is indicated for the monitoring and diagnostic evaluation of patients who experience unexplained symptoms such as: dizziness, palpitations, chest pain, syncope, and shortness of breath, as well as patients who are at risk for cardiac arrhythmias. It is also indicated for patients who have been previously diagnosed with atrial fibrillation or who are susceptible to developing atrial fibrillation.
The Confirm RxTM ICM has not been specifically tested for pediatric use.
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# 510(k) SUMMARY
### PRODUCT DESCRIPTION
The St. Jude Medical Confirm Rx™ system consists of the following key features and components:
- . Confirm RxTM ICM Model DM3500 Implantable Device: The ICM is intended as a minimally invasive, implantable diagnostic monitoring device, with subcutaneous electrodes, looping memory, and automatic as well as patient-activated EGM storage capability, which help physicians monitor, diagnose, and document patients who are susceptible to cardiac arrhythmias. It is predicated on SJM Confirm™ DM2102 with a two-year longevity, MR conditional labeling, and identical sensing and detection algorithms as SJM Confirm™ DM2102, but with downsized hardware and Bluetooth communication. Specific features include:
- Patient-initiated triggering of EGM storage using the myMerlin™ Patient App for o mobile devices. This includes capability for the patient to identify symptoms, which are stored with the EGM for physician review.
- Automated triggering of EGM storage when tachycardia, or pauses are o detected; with physician-programmable values for pause duration, bradycardia rate, tachycardia rate, and number of tachycardia intervals.
- Automated triggering of EGM storage when atrial fibrillation (AF) is detected, with O physician programmable values for AF duration.
- The ability to identify EGM anomalies as a consequence of noise or vigorous activity o and inhibit EGM storage as applicable.
- The addition of remote care capabilities, previously unavailable in the predicate SJM O Confirm™ DM2102 device.
- Implant Tools: Model DM3520 incision tool and Model DM3510 insertion tool to 트 implant the device subcutaneously. The implantable device is pre-loaded into the insertion tool and packaged together with the incision tool.
- The DM3520 incision tool is used to make an angled cut, which is the sole incision O required to implant the ICM. The introducer end of the DM3510 insertion tool is inserted, creating the initial pocket (Figure 1).
- With the insertion tool in place, the plunger is withdrawn to drop the pre-loaded o device into the insertion channel. The plunger is pushed forward to insert the device into the pocket (Figure 1). This completes insertion (implantation) of the ICM, and the incision is closed per standard of care.
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# K163407 510(k) SUMMARY
Image /page/5/Figure/3 description: The image contains two figures labeled (a) and (b). Both figures show a hand holding a surgical instrument, possibly a scalpel or similar tool, making an incision on what appears to be skin. In figure (b), there is an arrow indicating the direction of movement of the instrument.
Figure 1: Insertion Process
- Model 3111 Magnet (existing SJM donut magnet) facilitates faster startup of Bluetooth 트 connection and provides user authentication (required for programmer sessions).
- ' Clinician Programmer (Merlin PCS Programmer Model 3650): The Merlin PCS Programmer 3650 operates using Merlin PCS Model 3330 software and provides the means for the physician to program device parameters and retrieve diagnostic information from the device, including electrograms, heart rate history, episode duration and trend information. The Merlin PCS programmer, using the Model BLU1000 Bluetooth dongle, an off the shelf component, communicates with the Confirm RxTM device with Bluetooth telemetry (also referred to as Bluetooth Low Energy or BLE). Programmer software Model 3330 v23.0.1 and later will contain support for the Confirm RxTM device, adding support for the Model BLU1000 Bluetooth dongle, and new tabs of Implant View and Reason for Monitoring features.
- Implant View is designed to streamline programming at the time of implant. Upon o initial interrogation at implant, the programmer automatically displays the Implant View in which the user can immediately input device and patient information to be stored onto the device, as well as set the Reason for Monitoring.
- o Reason for Monitoring allows the user to select from a list of possible conditions for which the patient is receiving the device (such as Syncope. Ventricular Tachycardia, Palpations, etc). The programmer then sets the AF duration parameter and EGM storage priority based on the reason selected. These parameters can be manually adjusted by the user later, if customization is preferred.
- myMerlin™ Patient App (Model APP1000 Android): The Patient App provides the 트 means for the patient to activate EGM recording in the Confirm Rx™ device, with data pass-through functionality to enable physician follow-up via the Merlin.net Patient Care Network. Patients who do not supply their own mobile device will be provided a Model MTX1000 mobile device. The MTX1000 is an off-the-shelf unit, a Samsung J3, and is not part of the medical device.
- Remote Care/Clinician Portal (Merlin.net MN5000 Report Generator): The Merlin.net MN5000 system allows physicians to remotely monitor and diagnose patients' cardiac events. The Merlin.net MN5000 v7.5 contains updates that are specific to Confirm RxTM.
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## K163407 510(k) SUMMARY
Image /page/6/Figure/3 description: This image shows a diagram of an insertable cardiac monitor system. The diagram includes components such as a clinician, programmer, external magnet, ICM insertable cardiac monitor, heart, patient application, clinician portal, patient activator, and patient transmitter. The diagram shows the flow of information between these components, including telemetry communications, sensing, and internet connectivity. The ICM insertable cardiac monitor is connected to the heart for sensing and to the patient application for telemetry communications.
## Figure 2: Block Diagram of Confirm Rx™ ICM System
The Confirm RxTM ICM, DM3500, and the myMerlin™ mobile application, APP1000, are the subject of this premarket notification. The Merlin PCS programmer is already FDA approved. The Model 3330 v23.0.1 software for the Model 3650 Merlin PCS programmer and the Merlin.net MN5000 v7.5 software will be submitted under separate RTR PMA/S submissions. The magnet, Model 3111, is Class I exempt MDDS.
## TECHNOLOGICAL CHARACTERISTICS
The Confirm RxTM ICM (DM3500) is a smaller version of the predicate SJM Confirm™ ICM (DM2102) device (5.63 x 1.85 x 0.80 cm vs 4.95 x 0.33 cm in dimension) and uses Bluetooth® wireless telemetry instead of inductive telemetry to communicate with external devices, including the Merlin PCS programmer and the myMerlin™M mobile application. In correlation with the reduced size of the Confirm Rx™ ICM, the electrode spacing and surface area is decreased as compared to the SJM Confirm™ ICM (DM2102) (refer to Section 12 for details).
The patient activator and remote monitoring equipment for the predicate SJM Confirm™ ICM (DM2102) device is St. Jude Medical-provided custom hardware (patient activator) using analog telephone connectivity, whereas the remote monitoring equipment for the Confirm RxTM ICM is the myMerlin™ mobile application, installed on a patient's or St. Jude Medical-provided mobile device, using built-in cellular and Wi-Fi connectivity.
Both the predicate SJM Confirm™ ICM (DM2102) and the Confirm Rx™ ICM are MR Conditional.
The Confirm Rx™ ICM firmware including device parameters, features, and detection algorithm are based on the predicate SJM Confirm™ ICM (DM2102) firmware.
Like the predicate SJM Confirm™ ICM (DM2102) device, the Confirm Rx™ ICM is encased in parylene-coated titanium that incorporates two subcutaneous electrodes. The header material on the Confirm RxTM ICM is molded thermoplastic polyurethane (TPU), as is the predicate Medtronic Reveal LINQTM (LNQ11), whereas the header material of the predicate SJM
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Confirm™ ICM (DM2102) device is epoxy. The battery chemistry of the predicate SJM Confirm™ ICM (DM2102) device is lithium thionyl chloride. while the battery chemistry of the Confirm Rx™ device is lithium carbon monofluoride, as is the battery chemistry of the predicate Medtronic Reveal LINQ™ (LNQ11) device.
The implant tools, an incision and an insertion tool, are similar to the predicate Medtronic Reveal LINQ™ (LNQ11) system. The incision tool is comprised of polycarbonate and ABS material with a white colorant and has a stainless steel blade. The insertion tool consists of a housing and plunger component comprised of the same polycarbonate and ABS material with white colorant as the incision tool. Both the incision tool and insertion tool are external communicating devices with limited (< 24 hour) contact with tissue or bone.
Performance data is provided to support the determination of substantial equivalence.
### SUBSTANTIAL EQUIVALENCE
The Confirm Rx™ ICM is substantially equivalent to the SJM Confirm™ (DM2102) ICM (K133481), and the Medtronic Reveal LINQ™ (LNQ11) ICM (K132649). The subject and the predicate devices are cardiovascular monitoring devices used to record and play back physiological signals. The indications for use for the Confirm RxTM ICM are substantially equivalent to the indications for use for the predicate devices. Any differences in the technological characteristics between the devices do not raise any new issues of safety or effectiveness. Thus, the Confirm RxTM ICM system is substantially equivalent to the predicate devices.
## TESTING IN SUPPORT OF SUBSTANTIAL EQUIVALENCE DETERMINATION
All necessary testing was conducted on the Confirm Rx™ ICM to support a determination of substantial equivalence to the predicate devices, including:
- Software/Firmware Verification and System Validation ●
- . Cybersecurity
- . Bluetooth / coexistence
- Performance Testing (Animal GLP Study)
- Biocompatibility
- Sterilization
- Shelf Life
- Packaging
- Electromagnetic compatibility (EMC)
- Electrical safety ●
- MRI compliance
- Mechanical performance
- Usability testing
The Confirm Rx™ ICM leverages the existing market cleared SJM Confirm™ (DM2102) algorithms and functionality for which the clinical testing, performed on the SJM Confirm™ (DM2102) device per St. Jude Medical IDE G080090, is applicable and was not repeated.
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### 510(k) SUMMARY
R-wave detection and device migration were verified via bench and animal testing for the Confirm Rx™ ICM DM3500.
The results of testing show that the Confirm Rx™ ICM performs as intended and is safe for its intended use.
### CONCLUSION
The Confirm Rx™ ICM is an implantable cardiovascular monitoring device and shares its design and mechanism of action with the identified predicate devices. The results of testing demonstrate that the Confirm Rx™ ICM functions to its specifications, performs as intended, and exhibits the appropriate characteristics of an implantable cardiovascular monitoring device. The Confirm Rx™ ICM is substantially equivalent to the predicate devices in terms of technological characteristics, intended use, and performance.
### SUMMARY
The Confirm Rx™ ICM System is substantially equivalent to the predicate devices.
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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.