Diathermic Slitter (FlushKnife) DK2618J and DK2623J are intended to be used with specified endoscopes to cut tissue using high-frequency current within the digestive tract. The devices are indicated for ablation, incision, dissection, avulsion, coagulation and hemostasis of tissue within the digestive tract. Diathermic Slitter (ClutchCutter) DP2618DT is intended to be used with specified endoscopes to cut tissue using high-frequency current within the digestive tract. The device is indicated for ablation, incision, dissection, avulsion, coagulation and hemostasis of tissue within the digestive tract.
Device Story
Electrosurgical instruments for endoscopic tissue management; FlushKnife and ClutchCutter models. Input: high-frequency (HF) electrical current from external electrosurgical generator. Operation: device inserted through endoscope forceps channel; operator uses proximal handle slider to extend/retract slitter electrode (FlushKnife) or open/close slitter jaws (ClutchCutter); HF current delivered via internal operation wire to distal tip for tissue cutting, coagulation, or hemostasis. Used in clinical settings by physicians. Output: mechanical tissue manipulation and thermal tissue effect. Benefits: enables precise endoscopic resection and bleeding control. Single-use, sterile.
Clinical Evidence
Bench testing only. Evaluated per ANSI/AAMI ES60601-1, IEC 60601-1-2, IEC 60601-2-2, IEC 60601-2-18, ISO 8600-1, ISO 10993 (biocompatibility), ISO 11135-1 (sterilization), and packaging/shelf-life standards (ASTM 1980, ISO 11607).
Technological Characteristics
Monopolar electrosurgical instruments. Components: slitter electrode, operation wire, flexible resin tube, handle with slider, A-Cord connector. FlushKnife: needle-type (ball tip or non-ball tip). ClutchCutter: forceps-type. Energy: HF electrosurgical generator. Sterilization: sterile, single-use. Standards: ANSI/AAMI ES60601-1:2005, IEC 60601-1-2:2007, IEC 60601-2-2:2009, IEC 60601-2-18:2009, ISO 10993-1:2009, ISO 11135-1:2007, ISO 8600-1:2013, ASTM 1980:2007, ISO 11607-1/2:2006.
Indications for Use
Indicated for patients requiring endoscopic tissue ablation, incision, dissection, avulsion, coagulation, and hemostasis within the digestive tract using high-frequency electrosurgical current.
Regulatory Classification
Identification
An endoscopic electrosurgical unit and accessories is a device used to perform electrosurgical procedures through an endoscope. This generic type of device includes the electrosurgical generator, patient plate, electric biopsy forceps, electrode, flexible snare, electrosurgical alarm system, electrosurgical power supply unit, electrical clamp, self-opening rigid snare, flexible suction coagulator electrode, patient return wristlet, contact jelly, adaptor to the cord for transurethral surgical instruments, the electric cord for transurethral surgical instruments, and the transurethral desiccator.
Predicate Devices
Electrosurgical Hemostatic Forceps Series (K062517)
Single Use Electrosurgical Knife Series, Model KD-610L, KD611L, KD620LR, KD630L, KF640L (K092309)
Submission Summary (Full Text)
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Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
February 18, 2016
Fujifilm Medical System U.S.A., Inc. Mary Moore Senior Director, Regulatory Affairs and Quality Assurance 10 High Point Drive Wayne, NJ 07470
Re: K151474
Trade/Device Name: Fujifilm Diathermic Slitter (FlushKnife), Diathermic Slitter (ClutchCutter) Regulation Number: 21 CFR 876.4300 Regulation Name: Endoscopic Electrosurgical Unit and Accessories Regulatory Class: Class II Product Code: KGE Dated: January 8, 2016 Received: January 8, 2016
Dear Mary Moore,
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 yours,
Herbert P. Lerner -S
for Benjamin R. Fisher, Ph.D. Director Division of Reproductive, Gastro-Renal, and Urological Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known) K151474
Device Name
Fujifilm Diathermic Slitter (FlushKnife) and Diathermic Slitter (ClutchCutter)
Indications for Use (Describe)
Diathermic Slitter (FlushKnife) DK2618J and DK2623J are intended to be used with specified endoscopes to cut tissue using high-frequency current within the digestive tract. The devices are indicated for ablation, incision, dissection, avulsion, cauterization, coagulation and hemostasis of tissue within the digestive tract.
Diathermic Slitter (ClutchCutter) DP2618DT is intended to be used with specified endoscopes to cut tissue using highfrequency current within the digestive tract. The device is incision, incision, dissection, avulsion, cauterization, coagulation and hemostasis of tissue within the digestive tract.
| Type of Use (Select one or both, as applicable) |
|-------------------------------------------------|
|-------------------------------------------------|
X Prescription Use (Part 21 CFR 801 Subpart D)
Over-The-Counter Use (21 CFR 801 Subpart C)
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## 510(k) SUMMARY
## FUJIFILM Medical Systems U.S.A., Inc.'s
Diathermic Slitter (FlushKnife) and Diathermic Slitter (ClutchCutter)
Date Prepared: June 1, 2015
#### Sponsor's Information:
FUJIFILM Medical Systems U.S.A., Inc. Endoscopy Division 10 High Point Drive Wayne, NJ 07470
#### Contact Person:
Mary K. Moore Senior Director, Regulatory Affairs and Quality Assurance Telephone: (973) 686-2498 Facsimile: (973) 686-2616 E-Mail: mkmoore@fujifilm.com
#### Name of Device
| Proprietary Name: | Fujifilm Diathermic Slitter (FlushKnife) and Diathermic Slitter<br>(ClutchCutter) |
|-----------------------|-----------------------------------------------------------------------------------|
| Common or Usual Name: | Electrosurgical Instruments |
| Device Class: | Class II |
| Review Panel: | Gastroenterology and urology |
#### Classification Information:
Endoscopic Electrosurgical Unit and Accessories; 21 C.F.R. § 876.4300 Product Code: KGE
#### Predicate Devices
| 510(K) Number | Device Trade Name | Manufacturer |
|---------------|--------------------------------------------------------------------------------------------|----------------------------------------|
| K062517 | Electrosurgical Hemostatic Forceps Series | Olympus Medical Systems<br>Corporation |
| K092309 | Single Use Electrosurgical Knife Series, Model<br>KD-610L, KD611L, KD620LR, KD630L, KF640L | Olympus Medical Systems<br>Corporation |
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# Intended Use / Indications for Use
Diathermic Slitter (FlushKnife) DK2618J and DK2623J are intended to be used with specified endoscopes to cut tissue using high-frequency current within the digestive tract. The devices are indicated for ablation, incision, dissection, avulsion, coagulation and hemostasis of tissue within the digestive tract.
Diathermic Slitter (ClutchCutter) DP2618DT is intended to be used with specified endoscopes to cut tissue using high-frequency current within the digestive tract. The device is indicated for ablation, incision, dissection, avulsion, coagulation and hemostasis of tissue within the digestive tract.
## Device Description
The Fujifilm Diathermic Slitter (FlushKnife) and Diathermic Slitter) (the "devices") are electrosurgical instruments that remove tissue and control bleeding by use of high-frequency ("HF") electrical current. The devices are provided sterile for single-use only. The devices are provided in various models (described below), but each is comprised of the following major components:
The FlushKnife and ClutchCutter consist of the following major components:
- · Slitter Electrode at distal tip of the device that performs ablation, incision, dissection, avulsion, cauterization, coagulation, and hemostasis of tissue via delivery of HF electrical current.
- Operation wire Inner wire of the device that connects the handle and slider control to the slitter, facilitates manual control of slitter position, and delivers the HF electrical current to the slitter.
- · Tube Flexible resin tube that is inserted into body cavities and insulates operation wire carrying the HF electrical current.
- Slider Portion of handle that extends and retracts the slitter portion from the distal end of the tube (FlushKnife) or opens and closes slitter jaws (ClutchCutter) by means of the operation wire.
- · Handle Proximal end of the device that provides for user control.
- · Active Cord ("A-Cord") Connector Used to connect the device to the electrosurgical power supply unit via an A-cord.
The devices are comprised of a proximal handle with slider that is connected to a flexible resin tube. The flexible resin tube covers and insulates the operation wire and slitter (when retracted). The operation wire controls the mechanical function of and delivers HF electrical current to the slitter. The proximal end of the operation wire is connected to the slider, which allows the operator to manually control the extension of the slitter (for the FlushKnife) or open and close (ClutchCutter) of the slitter Jaws. The distal end of the operation wire connects to the slitter, which is located at the distal tip of the device.
The devices connect to a HF electrosurgical power supply unit by an active cord ("A-Cord") connector. HF electrical current generated by HF electrosurgical power supply unit flows to the slitter from the HF electrosurgical power supply unit via the A-cord connector, and the operation wire.
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The distal tip of the device is inserted through the forceps channel of the specified endoscope. Once inserted, the operator can extend the slitter from the tip of the endoscope (FlushKnife) or opens and closes slitter jaws (ClutchCutter) using the slitter is extended to the target site of a patient. Cleavage, resection, incision, ablation, hemostasis, coagulation, or excision of tissue is achieved by delivering HF current to the target tissue through the slitter.
## Technological Characteristics
A table comparing the technological characteristics between FlushKnife and ClutchCutter and their Predicate Devices is shown below.
| Device<br>Description | OLYMPUS<br>MEDICAL<br>SYSTEMS<br>CORPORATION<br>Single Use | OLYMPUS<br>MEDICAL<br>SYSTEMS<br>CORPORATION | FUJIFILM Medical Systems U.S.A., Inc.,<br>FlushKnife and ClutchCutter<br>(Subject Device) | |
|------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| | Electrosurgical<br>Knife Series,<br>(K092309<br>Predicate Device) | Electrosurgical<br>Hemostatic<br>Forceps Series,<br>(K062517<br>Predicate Device) | FlushKnife | ClutchCutter |
| Intended<br>Use /<br>Indications<br>for Use | This instrument<br>has been<br>designed to be<br>used with<br>Olympus<br>endoscopes and<br>electrosurgical<br>units to cut tissue<br>within the<br>digestive tract and<br>using high-<br>frequency current. | This instrument<br>has been<br>designed to be<br>used with<br>Olympus<br>endoscopes to<br>cauterize,<br>coaqulate and<br>perform<br>hemostasis using<br>high-frequency<br>current within the<br>digestive tract. | Diathermic Slitter<br>(FlushKnife) DK2618J<br>and DK2623J are<br>intended to be used with<br>specified endoscopes to<br>cut tissue using high-<br>frequency current within<br>the digestive tract. The<br>devices are indicated for<br>ablation, incision,<br>dissection, avulsion,<br>cauterization, coagulation<br>and hemostasis of tissue<br>within the digestive tract. | Diathermic Slitter<br>(ClutchCutter)<br>DP2618DT is<br>intended to be<br>used with<br>specified<br>endoscopes to cut<br>tissue using high-<br>frequency current<br>within the<br>digestive tract.<br>The device is<br>indicated for<br>ablation, incision,<br>dissection,<br>avulsion,<br>cauterization,<br>coagulation and<br>hemostasis of<br>tissue within the<br>digestive tract. |
| Models | Model KD-610L,<br>KD-620LR | Model FD-410LR | Model<br>DK2618J -N10-, DK2618J<br>-N15-, DK2618J -N20-,<br>DK2618J -N25-, DK2618J<br>-N30-, DK2618J -B15-,<br>DK2618J -B20-,<br>DK2618J -B25-, DK2618J<br>-B30-, DK2623J -N15-,<br>DK2623J -N20-, DK2623J<br>-B15-, DK2623J -B20- | Model<br>DP2618DT-35-,<br>DP2618DT -50- |
| Device | OLYMPUS<br>MEDICAL<br>SYSTEMS<br>CORPORATION<br>Single Use | OLYMPUS<br>MEDICAL<br>SYSTEMS<br>CORPORATION<br>Electrosurgical | FUJIFILM Medical Systems U.S.A., Inc.,<br>FlushKnife and ClutchCutter<br>(Subject Device) | |
| Description | Electrosurgical<br>Knife Series,<br>(K092309<br>Predicate Device) | Hemostatic<br>Forceps Series,<br>(K062517<br>Predicate Device) | FlushKnife | ClutchCutter |
| Slitter Shape | Needle Type with<br>Ball Tip (KD-<br>610L), Needle<br>Type with hook<br>portion (KD-<br>620LR) | Forceps type | Needle Type<br>(With Ball Tip:-BXX-)<br>(Without Ball Tip:-NXX-) | Forceps type |
| Slitter<br>Length | 4.0 mm (KD-<br>610L), 4.5 mm<br>(KD-620LR) | Not Applicable | 1.0/1.5/2.0/2.5/3.0mm (for<br>DK2618 series)<br>1.5/2.0mm (for DK2623<br>series) | Not Applicable |
| Maximum<br>Diameter of<br>Insertion<br>Portion | \$\phi\$2.6 | \$\phi\$2.75 | \$\phi\$2.7 | \$\phi\$2.7 |
| Working<br>Length | 1650mm | 1650 mm | 1800mm/2300mm | 1800 mm |
| Water Feed<br>Function | None | Not Applicable | Yes | Not Applicable |
| Method of<br>Operation | Manually (handle<br>slider) | Manually (handle<br>slider) | Manually (handle slider) | Manually (handle<br>slider) |
| Energy | energy delivered<br>from an<br>electrosurgical<br>generator | energy delivered<br>from an<br>electrosurgical<br>generator | energy delivered from an<br>electrosurgical generator | energy delivered<br>from an<br>electrosurgical<br>generator |
| Monopolar /<br>Bipolar | Monopolar | Monopolar | Monopolar | Monopolar |
| Sterilization | Yes (Single Use<br>Device) | Yes (Single Use<br>Device) | Yes (Single Use Device) | Yes (Single Use<br>Device) |
| Combination<br>Tools | Endoscope,<br>Electrosurgical<br>generator, A Cord | Endoscope,<br>Electrosurgical<br>generator, A Cord | Endoscope,<br>Electrosurgical generator,<br>A Cord | Endoscope,<br>Electrosurgical<br>generator, A Cord |
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#### Performance Data
EMC and electrical safety of the subject devices were evaluated using the following consensus standards: ANSI/AAMI ES60601-1:2005; IEC 60601-1-2:2007; IEC 60601-2-2:2009; and IEC 60601-2-18:2009.
Biocompatibility of the subject devices was evaluated using the following consensus standards: ISO 10993-1:2009; ISO 10993-5:2009; ISO 10993-7:2008; ISO 10993-10:2010.
Sterilization of the subject devices were evaluated according to the following consensus standards: ISO 11135-1:2007 and ISO 10993-7:2008.
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Testing specific to the subject devices was conducted per ISO 8600-1:2013.
Subject devices conformed to the following additional standards related to packaging and shelf life:
- ASTM 1980:2007 .
- . ISO 11607-1:2006
- . ISO 11607-2:2006
# Substantial Equivalence
The Fujifilm Diathermic Slitter (FlushKnife) and Diathermic Slitter (ClutchCutter) are as safe and effective as the Single Use Electrosurgical Knife (K092309) and the Electrosurgical Hemostatic Forceps Series (K062517). The FlushKnife and ClutchCutter have the same intended uses and similar indications, technological characteristics, and principles of operation as their predicate devices. The minor technological differences between the FlushKnife and their predicate devices raise no new issues of safety or new concerns of effectiveness. Performance data demonstrate that the FlushKnife and ClutchCutter are as safe and effective as the Single Use Electrosurgical Knife and the Electrosurqical Hemostatic Forceps Series. Thus, the FlushKnife and ClutchCutter have substantially equivalent performance to their predicate devices.
# Conclusions
The subject devices are substantially equivalent to the predicates based on intended use/indications for use and technological characteristics. The minor technological differences between the FlushKnife and ClutchCutter and their predicate devices raise no new questions of safety or new concerns of effectiveness. Bench testing data demonstrated that the FlushKnife and ClutchCutter have substantially equivalent performance to the predicates.
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.