K233623 · Medxl, Inc. · NGT · Feb 27, 2024 · General Hospital
Device Facts
Record ID
K233623
Device Name
Praxiject™ SP 0.9% NaCl
Applicant
Medxl, Inc.
Product Code
NGT · General Hospital
Decision Date
Feb 27, 2024
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 880.5200
Device Class
Class 2
Indications for Use
For vascular access devices flushing only. Sterile fluid path only. Not for use on a sterile field.
Device Story
Praxiject™ SP 0.9% NaCl is a single-use, prefilled plastic piston syringe containing 10mL of 0.9% Sodium Chloride Injection, USP. It features a Luer lock connection and a non-vented female Luer slip tip cap. The device is terminally sterilized by gamma irradiation and packaged in a flow-wrapped pouch serving as a dust cover. It is intended for use by healthcare professionals to flush vascular access devices. The device maintains a sterile fluid path only and is explicitly labeled for non-sterile field use. By providing a prefilled, ready-to-use saline solution, it simplifies flushing procedures, reduces preparation time, and minimizes the risk of contamination associated with manual syringe filling, thereby supporting maintenance of vascular access device patency.
Clinical Evidence
No clinical data. Substantial equivalence is supported by non-clinical bench testing, including USP chemical/physical analysis, sterility validation (ISO 11137), container closure integrity, and biological safety evaluation (ISO 10993 series including cytotoxicity, sensitization, irritation, hemolysis, and systemic toxicity).
Technological Characteristics
Prefilled plastic piston syringe (polypropylene barrel/plunger, bromobutyl rubber piston). Tip cap: polypropylene and thermoplastic elastomer. Luer lock connection. Terminally sterilized by gamma radiation (10-6 SAL). Single-use. Complies with ISO 7886-1, ISO 80369-7, ISO 11607, and USP standards for saline injection.
Indications for Use
Indicated for flushing vascular access devices. Not for use on a sterile field.
Regulatory Classification
Identification
An intravascular catheter is a device that consists of a slender tube and any necessary connecting fittings and that is inserted into the patient's vascular system for short term use (less than 30 days) to sample blood, monitor blood pressure, or administer fluids intravenously. The device may be constructed of metal, rubber, plastic, or a combination of these materials.
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February 27, 2024
MedXL Inc. Faiza Benazza Regulatory Affairs Specialist 285 Avenue Labrosse Pointe-Claire, QC H9R 1A3 Canada
Re: K233623
Trade/Device Name: Praxiject™ SP 0.9% NaCl Regulation Number: 21 CFR 880.5200 Regulation Name: Intravascular Catheter Regulatory Class: Class II Product Code: NGT Dated: January 31, 2024 Received: January 31, 2024
Dear Faiza Benazza:
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 (the 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 available 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.
Additional information about changes that may require a new premarket notification are provided in the FDA guidance documents entitled "Deciding When to Submit a 510(k) for a Change to an Existing Device"
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(https://www.fda.gov/media/99812/download) and "Deciding When to Submit a 510(k) for a Software Change to an Existing Device" (https://www.fda.gov/media/99785/download).
Your device is also subject to, among other requirements, the Quality System (QS) regulation (21 CFR Part 820), which includes, but is not limited to, 21 CFR 820.30. Design controls; 21 CFR 820.90. Nonconforming product; and 21 CFR 820.100, Corrective and preventive action. Please note that regardless of whether a change requires premarket review, the OS regulation requires device manufacturers to review and approve changes to device design and production (21 CFR 820.30 and 21 CFR 820.70) and document changes and approvals in the device master record (21 CFR 820.181).
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 of medical device-related adverse events) (21 CFR Part 803) for devices or postmarketing safety reporting (21 CFR Part 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-reportingcombination-products); 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 Part 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR Parts 1000-1050.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to https://www.fda.gov/medical-device-safety/medical-device-reportingmdr-how-report-medical-device-problems.
For comprehensive regulatory information about mediation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/medicaldevices/device-advice-comprehensive-regulatory-assistance) and CDRH Learn (https://www.fda.gov/training-and-continuing-education/cdrh-learn). 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 (https://www.fda.gov/medical-device-advice-comprehensive-regulatoryassistance/contact-us-division-industry-and-consumer-education-dice) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely.
For Bifeng Qian, M.D., Ph.D. Assistant Director DHT4B: Division of Infection Control and Plastic and Reconstructive Surgery Devices
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OHT4: Office of Surgical and Infection Control 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) K233623
Device Name Praxiject™ SP 0.9% NaCl
Indications for Use (Describe)
For vascular access devices flushing only. Sterile fluid path only. Not for use on a sterile field.
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 - K233623
February 23, 2024
| Device Trade Name: | Praxiject™ SP 0.9% NaCl |
|-------------------------|--------------------------------------------------------------------------------------------------------------------------|
| Common Name: | Saline Flush Syringe |
| Classification Name: | Saline, Vascular Access Flush |
| Product Code: | NGT |
| Regulation: | 21 CFR §880.5200 |
| Regulatory Class: | Class II |
| Submitter/Manufacturer: | MedXL Inc.<br>285 Av. Labrosse<br>Pointe Claire, Quebec H9R 1A3, Canada<br>Tel: (+1) 514.693.3150 Fax: (+1) 514.695.1511 |
| Regulatory Contact: | Faiza Benazza, Regulatory Affairs Specialist |
#### Predicate Device
| Device Trade Name: | Praxiject™ 0.9% NaCl |
|--------------------|-----------------------------------------------------------|
| 510(k) Number: | K231754 |
| Classification: | Class II, 21 CFR §880.5200, Saline, Vascular Access Flush |
| Product Code: | NGT |
## Device Description
The Praxiject™ SP 0.9% NaCl prefilled syringe is a single use plastic piston syringe with a Luer lock connection fitting, prefilled to labeled volume of 10mL with 0.9% Sodium Chloride Injection, USP, with no preservatives (normal saline), and capped with a plastic tip cap. The Praxiject™ SP 0.9% NaCl prefilled syringe is designed to maintain a sterile fluid path only and is individually packaged in a clear flexible plastic film, flow-wrapped heatsealed pouch that functions only as a protective barrier (dust cover). The device is terminally sterilized by gamma irradiation.
## Intended Use / Indications for Use
For vascular access devices flushing only. Sterile fluid path only. Not for use on a sterile field.
## Comparison of Technological Characteristics
The Praxiject™ SP 0.9% NaCl prefilled syringe is similar to the predicate device in intended use, indications for use, fundamental technology, operating principles, and performance characteristics. Technological differences in tip cap design and in syringe form and packaging of the Praxiject™ SP 0.9% NaCl that is supplied with a sterile fluid path only have been addressed by labeling and conformity to consensus standards. A side-by-side comparison of key device characteristics is presented in the following table:
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Image /page/5/Picture/0 description: The image shows the logo for MEDXL. The letters "MED" are in blue, and the letters "XL" are in red. To the right of the letters is a red line that resembles an EKG readout.
| Device<br>Characteristic | Predicate Device<br>Praxiject™ 0.9% NaCl<br>(K231754) | Subject Device<br>Praxiject™ SP<br>0.9% NaCl | Comparison Analysis |
|---------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Indications<br>for Use | The Praxiject™ 0.9% NaCl<br>prefilled syringe with 0.9%<br>Sodium Chloride Injection, USP,<br>is intended only for flushing<br>vascular access devices. May be<br>placed on a sterile field. | For vascular access devices<br>flushing only. Sterile fluid path<br>only. Not for use on a sterile<br>field. | Same indications for use and<br>intended use with explicit labeling<br>to indicate that the subject device is<br>designed to maintain a sterile fluid<br>path only and it is not suitable for<br>use on a sterile field. |
| Syringe Design | Prefilled plastic piston syringe<br>with Luer lock connection fitting<br>and non-vented, female Luer<br>lock tip cap | Prefilled plastic piston syringe<br>with Luer lock connection<br>fitting and non-vented, female<br>Luer slip tip cap | Different. Luer slip tip cap design<br>and syringe form factor differences.<br>Devices meet the same safety and<br>performance standards. |
| Syringe Size and<br>Fill Volumes | 3 mL in 5 cc syringe<br>5 mL in 5 cc syringe<br>3 mL in 10 cc syringe<br>5 mL in 10 cc syringe<br>10 mL in 10 cc syringe<br>20 mL in 20 cc syringe | 10 mL in 10 cc syringe | Different. The subject device is<br>supplied only in one syringe size<br>and fill volume, within the range<br>offered with the predicate device. |
| Fill Volume<br>Graduations | On syringe label | On syringe label | Identical. |
| Syringe Content<br>(normal saline) | 0.9% Sodium Chloride Injection,<br>USP | 0.9% Sodium Chloride<br>Injection, USP | Identical. |
| Non-pyrogenic | Yes | Yes | Identical. |
| Single Use Only | Yes | Yes | Identical. |
| Sterile Device | Yes | Sterile Fluid Path Only | Different. The difference in use<br>environment is addressed by<br>labeling and distinct packaging. |
| Sterilization<br>Method | Terminally sterilized by gamma<br>radiation,<br>10-6 SAL | Terminally sterilized by gamma<br>radiation,<br>10-6 SAL | Identical. Validated sterilization<br>process. |
| Shelf Life | 2 years | 1 year | Different: Devices meet the same<br>functional, biological safety and<br>stability standards. |
| Syringe Material | Barrel and Plunger:<br>Polypropylene<br>Piston: Bromobutyl rubber (Not<br>made with natural rubber latex)<br>Tip Cap: ABS with white<br>colorant | Barrel and Plunger:<br>Polypropylene<br>Piston: Bromobutyl rubber (Not<br>made with natural rubber latex)<br>Tip Cap: Polypropylene &<br>Thermoplastic elastomer with<br>white colorant | Identical barrel, plunger and piston<br>material.<br>Different tip cap material.<br>Devices meet the same biological<br>safety and stability standards. |
| Device<br>Characteristic | Predicate Device<br>Praxiject™ 0.9% NaCl<br>(K231754) | Subject Device<br>Praxiject™ SP<br>0.9% NaCl | Comparison Analysis |
| Syringe<br>Packaging | Sterile Barrier: Plastic heat-<br>sealed peel pouch (printed on<br>one side, clear on the other) –<br>all sizes and fill volumes; OR<br>Aluminum foil heat-sealed<br>pouch (printed on one side) –<br>10 mL in 10 cc syringe | Dust Cover: Clear plastic heat-<br>sealed flow-wrapped pouch<br>(printed one side with: “Do Not<br>Place Syringe On Sterile<br>Field”) | Different.<br>The subject device meets applicable<br>consensus standards for package and<br>device integrity to the point of care. |
| Content of<br>Syringe Package | One syringe per pouch | One syringe per pouch | Identical. |
| Dispensing Case<br>and Sterilization/<br>Shipping Carton<br>Configuration | 60 syringes (20cc), 100 syringes<br>(10 cc), or 120 syringes (5cc) per<br>case / 6 cases per shipping carton<br>– all sizes and fill volumes in<br>plastic peel pouch OR<br>115 syringes per double bag / 4<br>double bags per shipping carton<br>– only 10mL in 10cc syringe in<br>aluminum foil pouch | 30 syringes (10 cc) per<br>cosmetic box;<br>6 cosmetic boxes per shipping<br>carton | Different.<br>The sterilization process was<br>revalidated for the packaging of the<br>subject devices.<br>Current consensus standards were<br>applied for package and device<br>integrity to the point of care. |
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Image /page/6/Picture/0 description: The image shows the logo for MEDXL. The letters "MED" are in a dark blue color, while the "XL" is in red. A red line extends from the "D" in MED, going through the "X" in XL. To the right of the "XL" is a red line that resembles an EKG.
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# Summary of Non-Clinical Testing
The design and manufacturing of the Praxiject™ SP 0.9% NaCl prefilled syringe is subject to risk assessment per ISO 14971 and verification and validation testing in conformance with regulatory guidance and consensus standards applicable to this device type:
| | Performance Characteristic | Performance Standard | Acceptance Criteria |
|--------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------|
| 0.9%<br>Sodium<br>Chloride<br>Solution | Assay | USP Sodium Chloride Injection | 0.855 – 0.945% (w/v) |
| | Identification | USP <191> Sodium and Chloride | Meets USP requirements |
| | pH | USP <791> | 4.5 – 7.0 |
| | Bacterial<br>Endotoxins | USP <85>, USP <161> | ≤ 0.5 USP EU/mL |
| | Particulate<br>Matter | USP <788> | Particles ≥ 10 µm: ≤ 6000/syringe;<br>Particles ≥ 25 µm: ≤ 600/syringe |
| | Elemental<br>Impurities | USP <232> and USP <233> | Arsenic: ≤ 1.5 µg/g<br>Cadmium: ≤ 0.2 µg/g<br>Lead: ≤ 0.5 µg/g<br>Mercury: ≤ 0.3 µg/g |
| | Iron | USP <241> | ≤ 2 ppm |
| | Appearance | USP <790> / Visual inspection | Clear and colorless.<br>Free of foreign solid particles. |
| | Volume | ISO 7886-1, USP <1151> | 10.0 - 11.0 mL |
| Performance Characteristic | Performance Standard | Acceptance Criteria | |
| Sterility | USP <71> | Sterile solution | |
| Sterilization Method<br>Validation | ISO 11137-1, ISO 11137-2, USP <61><br>(Terminal sterilization by gamma radiation) | SAL 10-6 | |
| Shelf-life (Stability) | FDA Guidance: Shelf Life of Medical<br>Devices (1991); FDA Guidance: Q1D<br>Bracketing and Matrixing Designs for<br>Stability Testing of New Drug Substances<br>and Products (2003) | Device specifications must be maintained<br>for the labeled shelf life | |
| Syringe Design and<br>Container closure integrity | ISO 7886-1, ISO 80369-7 / ISO 594-1 and<br>ISO 594-2 (Adapted solution leakage test) | Conformity to standards and device<br>specifications; Label integrity; Syringe and<br>tip cap seal integrity (no damage, no<br>leakage past piston and tip cap.) | |
| Package integrity | ISO 11607-1, ISO 11607-2, ASTM F1980,<br>ASTM D4169, ISO 7886-1 and ISO 594-2<br>(Syringe and tip cap integrity verification) | No structural damage to shipping carton;<br>Label integrity; Syringe and tip cap seal<br>integrity (no damage, no leakage past<br>piston and tip cap.) | |
| Biological Safety Evaluation | ISO 10993-1, FDA Guidance: Use of<br>International Standard ISO 10993-1,<br>Biological evaluation of medical devices<br>Part 1: Evaluation and testing within a risk<br>management process (2020) | Compliant process for the evaluation of<br>external communicating devices intended<br>for indirect blood path contact with limited<br>duration | |
| Chemical Characterization<br>(Extractables/Leachables) | ISO 10993-18, ISO 10993-17<br>USP <467> | Acceptable extractables/leachables profile;<br>Negligible risk of health hazard | |
| Cytotoxicity | ISO 10993-5 | Non-cytotoxic | |
| Sensitization | ISO 10993-10 | Non-sensitizer | |
| Irritation | ISO 10993-23 | Non-irritant | |
| Hemolysis | ISO 10993-4 (ASTM F756) | Non-hemolytic | |
| Acute Systemic Toxicity | ISO 10993-11 | Non-toxic | |
| Pyrogenicity | ISO 10993-11 (USP <151>) | Non-pyrogenic | |
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Image /page/7/Picture/0 description: The image shows the logo for MEDXL. The logo is in two colors, blue and red. The letters "MED" are in blue, and the letters "XL" are in red. There is a red line going through the middle of the letters "MEDXL", and there is a red heartbeat symbol to the right of the letters "XL".
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# Summary of Clinical Testing
Clinical testing was not required for device evaluation.
## Conclusion
The conclusions drawn from the non-clinical testing demonstrate that the Praxiject™ SP 0.9% NaCl prefilled syringe is as safe, as effective, and performs as well as or better than the legally marketed predicate device.
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.