K183577 · Medline Industries, Inc. · KNT · May 4, 2019 · Gastroenterology, Urology
Device Facts
Record ID
K183577
Device Name
Medline Quick-Clear Wand
Applicant
Medline Industries, Inc.
Product Code
KNT · Gastroenterology, Urology
Decision Date
May 4, 2019
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 876.5980
Device Class
Class 2
Attributes
Therapeutic, Pediatric
Indications for Use
Medline Quick-Clear Wand is intended to be used by health care providers to restore and maintain patency of gastrostomy tubes (G-Tubes), jejunostomy tubes (J-Tubes), and percutaneous endoscopic (PEG) tubes that may be used in infant patients over 10kg, children, adolescents, and adults.
Device Story
Medline Quick-Clear Wand is a single-use, manual device for clearing occlusions in G-Tubes, J-Tubes, and PEG tubes. Operator inserts device into feeding tube, advances to blockage, and applies manual rotating motion to mechanically clear obstruction. Used in clinical settings by healthcare providers. Device features flexible plastic construction, centimeter markings, and depth-limiting disc to prevent over-insertion. Output is restored tube patency, verified by clinician. Benefits include restoring enteral feeding access without tube replacement.
Clinical Evidence
No clinical data. Substantial equivalence supported by bench testing including biocompatibility (ISO 10993-5, ISO 10993-10), flexural testing (ASTM D790-17), seal strength (ASTM F88/F88M-15), metrology, and simulated use testing. All acceptance criteria met.
Indicated for health care providers to restore and maintain patency of G-Tubes, J-Tubes, and PEG tubes in infants >10kg, children, adolescents, and adults.
Regulatory Classification
Identification
A gastrointestinal tube and accessories is a device that consists of flexible or semi-rigid tubing used for instilling fluids into, withdrawing fluids from, splinting, or suppressing bleeding of the alimentary tract. This device may incorporate an integral inflatable balloon for retention or hemostasis. This generic type of device includes the hemostatic bag, irrigation and aspiration catheter (gastric, colonic, etc.), rectal catheter, sterile infant gavage set, gastrointestinal string and tubes to locate internal bleeding, double lumen tube for intestinal decompression or intubation, feeding tube, gastroenterostomy tube, Levine tube, nasogastric tube, single lumen tube with mercury weight balloon for intestinal intubation or decompression, and gastro-urological irrigation tray (for gastrological use).
Special Controls
*Classification.* (1) Class II (special controls). The barium enema retention catheter and tip with or without a bag that is a gastrointestinal tube and accessory or a gastronomy tube holder accessory is exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to the limitations in § 876.9.(2) Class I (general controls) for the dissolvable nasogastric feed tube guide for the nasogastric tube. The class I device is exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to § 876.9.
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May 4, 2019
Medline Industries, Inc. Dinah Rincones Regulatory Affairs Specialist Three Lakes Drive Northfield, IL 60093
Re: K183577
> Trade/Device Name: Medline Quick-Clear Wand Regulation Number: 21 CFR§ 876.5980 Regulation Name: Gastrointestinal Tube and Accessories Regulatory Class: II Product Code: KNT Dated: March 29, 2019 Received: April 1, 2019
Dear Dinah Rincones:
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. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database located at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. 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.
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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 of medical device-related adverse events) (21 CFR 803) for devices or postmarketing safety reporting (21 CFR 4, Subpart B) for combination products (see
https://www.fda.gov/CombinationProducts/GuidanceRegulatoryInformation/ucm597488.htm); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
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 comprehensive regulatory information about mediation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/MedicalDevices/DeviceRegulationandGuidance/) and CDRH Learn (http://www.fda.gov/Training/CDRHLearn). Additionally, you may contact the Division of Industry and Consumer Education (DICE) to ask a question about a specific regulatory topic. See the DICE website (http://www.fda.gov/DICE) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,
Shanil P. Haugen, Ph.D. Acting, Assistant Division Director DHT3A: Division of Renal, Gastrointestinal, Obesity and Transplant Devices OHT3: Office of GastroRenal, ObGyn, General Hospital and Urology Devices Office of Product Evaluation and Quality Center for Devices and Radiological Health
Enclosure
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## Indications for Use
510(k) Number (if known) K183577
Device Name Medline Quick-Clear Wand
Indications for Use (Describe)
Medline Quick-Clear Wand is intended to be used by health care providers to restore and maintain patency of gastrostomy tubes (G-Tubes), jejunostomy tubes (J-Tubes), and percutaneous endoscopic (PEG) tubes that may be used in infant patients over 10kg, children, adolescents, and adults.
| Type of Use (Select one or both, as applicable) | |
|--------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------|
| <div> <span style="font-size:100%;">☑ Prescription Use (Part 21 CFR 801 Subpart D)</span> </div> | <div> <span style="font-size:100%;">☐ Over-The-Counter Use (21 CFR 801 Subpart C)</span> </div> |
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K183577 Page 1 of 6
Image /page/3/Picture/1 description: The image features the Medline logo against a blue background. The logo consists of the word "MEDLINE" in a bold, sans-serif font, positioned to the left of a white, stylized starburst symbol. The starburst has four points, with the top and bottom points being longer than the side points, creating a dynamic and eye-catching design.
Medline Industries, Inc. Three Lakes Drive Northfield. IL 60093
# 510(k) SUMMARY [AS REQUIRED BY 21CFR807.92(c)]
#### Submitter / 510(k) Sponsor
Medline Industries, Inc. Three Lakes Drive Northfield, IL 60093 Registration Number: 1417592
## Contact Person
Dinah Rincones Medline Industries, Inc. Three Lakes Drive Northfield, IL 60093 Phone: 847-949-2687 Fax: 224-931-1271 Email: DRincones@medline.com
Summary Preparation Date May 1st, 2019
Type of 510(k) Submission Traditional
## Device Name / Classification
- Device Common Name: Feeding tube de-clogger Trade Name: Medline Quick-Clear Wand Regulation Name: Gastrointestinal Tube and Accessories Regulation Number: 21 CFR §876.5980 Class: Class II Panel: Gastroenterology/Urology Product Code: KNT
#### Predicate Device
Tube DeClogger K905164
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Image /page/4/Picture/1 description: The image shows the Medline logo. The logo consists of the word "MEDLINE" in white, set against a blue square background. A white star-like symbol is behind the text, with the text centered on the symbol. There is a gray bar on the right side of the image.
Aedline Industries, Inc. Three Lakes Drive Northfield. IL 60093
#### Device Description
The Medline Quick-Clear Wand is a single use device intended for use in clearing occlusions/clogs from gastrostomy tubes (G-Tubes) and Percutaneous Endoscopic Gastrostomy tubes (PEG tubes) – tubes that are placed through the abdomen wall and rest in the stomach of the patient, and jejunostomy tubes (J-Tubes) - tubes that are placed through the abdomen wall and rest in the jejunum of the patient. The proposed device is manually inserted into the feeding tube, directed along the inside of the tube to reach the blockage, and a rotating motion of the device (manually generated by the operator) mechanically acts on the occlusion to restore the tube patency. All Medline Quick-Clear Wand are offered non-sterile and are prescription only.
#### Indications for Use
Medline Quick-Clear Wand is intended to be used by health care providers to restore and maintain patency of gastrostomy tubes (G-Tubes), jejunostomy tubes (J-Tubes), and percutaneous endoscopic (PEG) tubes that may be used in infant patients over 10kg, children, adolescents, and adults.
Summary of Technological Characteristics Compared to those of the Predicate Device
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Image /page/5/Picture/1 description: The image shows the Medline logo. The logo is set against a blue square background. The word "MEDLINE" is written in white, block letters, and a white star-like symbol is placed behind the text. The symbol has four points, resembling a compass rose.
Medline Industries, Inc. Three Lakes Drive Northfield, IL 60093
| Device<br>Characteristic | Proposed Device | Predicate Device<br>(K905164) | Comparison<br>Analysis |
|---------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------|
| Product Name | Medline Quick-Clear Wand | Tube DeClogger | N/A |
| Intended Use | Intended for use in restoring and<br>maintaining patency of feeding<br>tubes. | Intended for use in restoring and<br>maintaining patency of feeding<br>tubes. | Same |
| Indications for Use | Medline Quick-Clear Wand is<br>intended to be used by health<br>care providers to restore and<br>maintain patency of gastrostomy<br>tubes (G-Tubes), jejunostomy<br>tubes (J-Tubes), and<br>percutaneous endoscopic (PEG)<br>tubes that may be used in infant<br>patients over 10kg, children,<br>adolescents, and adults. | It is intended to be used by heath<br>care providers to restore and<br>maintain patency of gastrostmy<br>tubes (G-Tubes), jejunostomy<br>tubes (J-Tubes), and<br>percutaneous endoscopic<br>gastrostomy (PEG) tubes. | Same |
| Regulation<br>Name/Number | 21 CFR §876.5980<br>Gastrointestinal tube and<br>accessories | 21 CFR §876.5980<br>Gastrointestinal tube and<br>accessories | Same |
| Product Code | KNT | KNT | Same |
| Materials | Medical grade polypropylene | Not found | N/A |
| Design Features | Two-piece design.<br>Color coded only in handle.<br>Made with flexible plastic.<br>Markings in centimeters.<br>Compatible with ENFit devices.<br>Two (2) length sizes.<br>Five (5) French sizes.<br>Disc to prevent over-insertion.<br>Rounded tip.<br>Description, SKU, and ENFit<br>compatibility are printed on<br>handle. | One-piece design.<br>Color coded on the complete<br>assembly.<br>Made with flexible plastic.<br>Markings in centimeters.<br>Two (2) length sizes.<br>Five (5) French sizes.<br>Disc to prevent over-insertion.<br>Rounded end. | Similar |
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Image /page/6/Picture/1 description: The image shows the Medline logo. The logo is set against a blue square background. The word "MEDLINE" is written in white, block letters on the left side of the square. To the right of the word is a white, stylized star shape with a long tail pointing downwards.
Medline Industries, Inc. Three Lakes Drive Northfield, IL 60093
| Product<br>Configurations | Item | Size (FR) | Length<br>(cm) | | Item | Size (FR) | Length<br>(cm) | Same |
|----------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------|----------------|--|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------|----------------|-----------|
| | ENT911-<br>Blue* | 14-16 | 39.5 | | 911-<br>Blue | 14-16 | 39.5 | |
| | ENT912-<br>Yellow | 16-18 | 39.5 | | 912-<br>Yellow | 16-18 | 39.5 | |
| | ENT913-<br>Green | 20-22 | 39.5 | | 913-<br>Green | 20-22 | 39.5 | |
| | ENT921-<br>Brown* | 14-16 | 21.5 | | 921-<br>Brown | 14-16 | 21.5 | |
| | ENT922-<br>Orange | 18-24 | 21.5 | | 922-<br>Orange | 18-24 | 21.5 | |
| | *ENFit compatible | | | | | | | |
| Packaging | Single paper-poly peel pouch. | | | | Single paper-poly peel pouch. | | | Same |
| Performance<br>Characteristics | The following performance<br>characteristics are equivalent to<br>the predicate device:<br>• Flexural strength.<br>• Stem tensile strength.<br>• Dimensions.<br>• Marking accuracy.<br>• Ability to unclog. | | | | The following performance<br>characteristics are equivalent to<br>the proposed device:<br>• Flexural strength.<br>• Stem tensile strength.<br>• Dimensions.<br>• Marking accuracy.<br>• Ability to unclog. | | | Same |
| Prescription vs.<br>OTC | Prescription only | | | | Prescription only | | | Same |
| Contact Durations | < 24 hours | | | | < 24 hours | | | Same |
| Sterile vs. Non-<br>Sterile | Non-sterile | | | | Non-sterile | | | Same |
| Disposable vs.<br>Non-Disposable | Disposable | | | | Disposable | | | Same |
| Single Use vs.<br>Reusable | Single use | | | | Single use | | | Same |
| Shelf Life | Yes: 3 years | | | | No | | | Different |
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Image /page/7/Picture/1 description: The image is a logo for Medline. The logo consists of the word "MEDLINE" in a sans-serif font, with a white cross-like symbol behind the text. The background of the logo is a solid dark blue color. The logo is simple and clean, with a focus on the company name and a medical symbol.
Medline Industries, Inc. Three Lakes Drive Northfield. IL 60093
Variations from the predicate device design are nonsignificant.
# Summary of Non-Clinical Testing
Non- clinical verification of the Medline Quick-Clear Wand has been conducted to evaluate its safety, performance and functionality. The results of these tests have demonstrated the overall safety of the proposed device and ultimately support a substantial equivalence determination to the predicate, Tube DeClogger (K905164).
A summary of the testing performed is presented below.
## Biocompatibility Testing
The biological evaluation for the Medline Quick-Clear Wand was conducted in accordance with FDA guidance document, "Use of International Standard ISO 10993, "Biological Evaluation of Medical Devices Part 1: Evaluation and Testing' and ISO 10993-1 Biological Evaluation of the Medical Devices - Part 1: Evaluation of Testing within a Risk Management Process. The proposed device is intended to restore and maintain patency of feeding tubes; as such, the Medline Quick-Clear Wand is only intended to operate inside feeding tubes. Therefore, the proposed device has been categorized as a surface device with indirect contact with mucosal membrane for a limited duration of contact (< 24 hours).
The following biocompatibility tests were performed:
- . Cytotoxicity - MEM Elution Using L-929 Mouse Fibroblast Cells per ISO 10993-5: 2009 "Biological Evaluation of Medical Devices-Part 5: Tests for in vitro Cytotoxicity."
- Sensitization Guinea Pig Maximization Sensitization Test per ISO 10993-10: 2010: "Biological ● Evaluation of Medical Devices- Part 10: Tests for Irritation and Skin Sensitization."
- Irritation Intracutaneous Irritation Test per ISO 10993-10: 2010: "Biological Evaluation of . Medical Devices- Part 10: Tests for Irritation and Skin Sensitization."
The biocompatibility test results indicate that the Medline Quick Clear Wand is considered to be noncytotoxic, non-sensitizing, and a non-irritant. Collectively, the test results indicate that the product meets the biocompatibility requirements and is considered safe for its intended use.
## Performance Testing (Bench)
To evaluate the performance of Medline Quick-Clear Wand, the proposed device was subjected to the following performance testing:
- . Flexural testing per ASTM D790-17 - Standard Test Methods For Flexure Properties Of Unreinforced Plastics And Electrical Insulating Materials, *
- Seal strength testing per ASTM F88/F88M-15 Standard Test Method For Seal Strength Of ● Flexible Barrier Materials,
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Image /page/8/Picture/1 description: The image features the logo for Medline, a healthcare company. The logo is set against a blue square background. The word "MEDLINE" is written in white, bold sans-serif font, stacked on top of a white abstract star-like shape. The star shape has four points, with the top and bottom points being longer than the side points.
edline Industries. Inc hree Lakes Drive Northfield, IL 60093
- Marking accuracy, * ●
- Stem tensile strength. * ●
- Handle connection strength,
- Metrology*, and
. Simulated use testing. * *Predicate device included for comparison in testing.
Functional performance testing was performed on the final finished form of the proposed devices and the results demonstrate that all acceptance criteria were met.
## Other Testing
- . Bioburden: Environmental controls and bioburden monitoring supports safe bioburden levels for the indications for use.
- Phthalates: Phthalates testing supports that Medline Quick-Clear Wand is nor made with DEHP or BPA.
- Stability: Stability testing supports a shelf life of three (3) years. ●
#### Conclusion
In accordance with 21 CFR Part 807, and based on a comparison of 'Indications for Use,' technological characteristics and performance data, Medline Industries, Inc. concludes that the proposed Medline Quick-Clear Wand is substantially equivalent to the predicate device, Tube DeClogger (K905164).
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.