Microline Surgical M/L-10 Clip Applier Sterilization Tray (Catalog# 3706) is intended to protect the M/L-10 Clip Applier handpiece (Catalog #1002) and to facilitate the sterilization process by allowing steam penetration and air removal. When used in conjunction with 2 layers of FDA-cleared 1-ply polypropylene sterilization wrap, sterility of the enclosed sterilization tray (Catalog# 3706) is maintained until used. The Microline Surgical M/L-10 Clip Applier Sterilization Tray (Catalog# 3706) is used to secure the M/L-10 Clip Applier handpiece (Catalog #1002) which measures at 17.13" length, and 0.90"width in dimensional measurements, as the intended load during the transport, sterilization and storage between its intended uses.
Device Story
The M/L-10 Clip Applier Sterilization Tray is a reusable metal container designed to secure the M/L-10 Clip Applier handpiece during transport, steam sterilization, and storage. The tray consists of a stainless steel base and lid with an evenly distributed hole pattern to allow steam penetration and air removal. Internal brackets made of stainless steel, aluminum, and biomedical-grade silicone secure the handpiece. The tray is used in hospital/OR settings by clinical staff. The device is wrapped in two layers of FDA-cleared 1-ply polypropylene sterilization wrap before processing. The tray facilitates the sterilization process by protecting the instrument and ensuring the sterilization cycle (pre-vacuum or gravity steam) reaches the instrument. It does not contact the patient or bodily fluids. The tray ensures the instrument remains sterile until the point of use, supporting clinical workflows in the OR.
Clinical Evidence
Bench testing only. Validation performed per AAMI TIR12:2010 and EN ISO 17664:2004. Sterilization efficacy validated using biological indicator (BI) overkill method to achieve a sterility assurance level (SAL) of 10^-6. Parameters validated: Pre-vacuum (132°C for 4 minutes) and Gravity cycle (132°C for 15 minutes).
Technological Characteristics
Reusable metal sterilization tray. Materials: Stainless steel (case/lid), aluminum/stainless steel/biomedical-grade silicone (brackets). Surface: Nylon powder coating. Dimensions: 19.875" x 5.50" x 1.450". Connectivity: None. Sterilization: Steam (Pre-vacuum and Gravity).
Indications for Use
Indicated for use as a protective sterilization tray for the M/L-10 Clip Applier handpiece (Catalog #1002) to facilitate steam sterilization, transport, and storage. Not for patient contact.
Regulatory Classification
Identification
A sterilization wrap (pack, sterilization wrapper, bag, or accessories, is a device intended to be used to enclose another medical device that is to be sterilized by a health care provider. It is intended to allow sterilization of the enclosed medical device and also to maintain sterility of the enclosed device until used.
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Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
February 8, 2016
Microline Surgical, Inc. Anu Gaur, Ph.D., MBA, MSRA, RAC Regulatory Affairs Manager 50 Dunham Road, Suite 1500 Beverly, Massachusetts 01915
Re: K152743
Trade/Device Name: M/L-10 Clip Applier Sterilization Tray (Catalog #3706) Regulation Number: 21 CFR 880.6850 Regulation Name: Sterilization Wrap Regulatory Class: Class II Product Code: KCT Dated: December 17, 2015 Received: December 18, 2015
Dear Dr. Anu Gaur:
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
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device-related adverse events) (21 CFR 803); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820); and if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
If you desire specific advice for your device on our labeling regulation (21 CFR Part 801), please 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/Resourcesfor You/Industry/default.htm. Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21CFR Part 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to
http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm for the CDRH's Office of Surveillance and Biometrics/Division of Postmarket Surveillance.
You may obtain other general information on your responsibilities under the Act from the Division of 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,
*Tejashri Purohit-Sheth, M.D.*
Tejashri Purohit-Sheth, M.D. Clinical Deputy Director DAGRID/ODE/CDRH FOR
Erin I. Keith, M.S. Director Division of Anesthesiology, General Hospital, Respiratory, Infection Control and Dental Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known) K152743
Device Name
M/L- 10 Clip Applier Sterilization Tray (Catalog# 3706)
#### Indications for Use (Describe)
Microline Surgical M/L-10 Clip Applier Sterilization Tray (Catalog# 3706) is intended to protect the M/L-10 Clip Applier handpiece (Catalog #1002) and to facilization process by allowing steam penetration and air removal. When used in conjunction with 2 layers of FDA-cleared 1-ply polypropylene sterilization wrap, sterility of the enclosed sterilization tray (Catalog# 3706) is maintained until used.
The Microline Surgical M/L-10 Clip Applier Sterilization Tray (Catalog# 3706) is used to secure the M/L-10 Clip Applier handpiece (Catalog #1002) which measures at 17.13" length, and 0.90"width in dimensional measurements, as the intended load during the transport, sterilization and storage between its intended uses.
The ML-10 Clip Applier Sterilization Tray (Catalog# 3706) has been validated with the M/L-10 Clip Applier handpiece (Catalog #1002) wrapped in 2 layers of FDA-cleared 1-ply polypropylene wrap weighing a calculated total weight of 1663.10 grams. The M/L-10 Clip Applier Sterilization Tray (Catalog# 3706) has been validated with the following Steam Sterilization Parameters: Pre-vacuum, Time: 4 minutes at Temperature of 132 °C. The Gravity Cycle parameters include: Time: 15 minutes and Temperature of 132 °C.
| Type of Use (Select one or both, as applicable) | | | |
|------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------|
| | <table border="0"><tr><td><span style="text-decoration:none">☐</span> Prescription Use (Part 21 CFR 801 Subpart D)</td></tr><tr><td><span style="text-decoration:none">☑</span> Over-The-Counter Use (21 CFR 801 Subpart C)</td></tr></table> | <span style="text-decoration:none">☐</span> Prescription Use (Part 21 CFR 801 Subpart D) | <span style="text-decoration:none">☑</span> Over-The-Counter Use (21 CFR 801 Subpart C) |
| <span style="text-decoration:none">☐</span> Prescription Use (Part 21 CFR 801 Subpart D) | | | |
| <span style="text-decoration:none">☑</span> Over-The-Counter Use (21 CFR 801 Subpart C) | | | |
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Image /page/3/Picture/0 description: The image shows the logo for Microline Surgical. The logo has the word "MICROLINE" in gray, with a teal four-leaf clover symbol in the middle of the word. Below the word "MICROLINE" is the word "SURGICAL" in gray.
# Traditional 510(k) Summary [As Required by 21 CFR § 807.92]
| 510(k) Submitter: | Microline Surgical, Inc.<br>50 Dunham Road, Suite 1500<br>Beverly, MA 01915<br>USA |
|------------------------------------|-------------------------------------------------------------------------------------------------------------------------|
| Establishment Registration Number: | 1223422 |
| Contact Representative: | Anu Gaur, Ph.D., MBA, MSRA, RAC<br>Requlatory Affairs Manager<br>Phone: 978-867-1726<br>Fax: 978-922-9209 |
| Date Prepared: | February 1, 2016 |
| Trade Name: | M/L-10 Clip Applier Sterilization Tray<br>[Catalog # 3706] |
| Common Name: | Sterilization Cassette |
| Classification: | Class II, in accordance to 21 CFR § 880.6850<br>Sterilization Wrap Containers, Trays, Cassettes &<br>Other Accessories. |
| Classification Product Code(s): | КСТ |
| Regulation Medical Specialty: | General Hospital |
| Predicate Device(s): | C/T Med-Systems Cassette System (K980065) |
## Device Description:
Microline Surgical MIL-10 Clip Applier Sterilization Tray (Catalog #3706) intended purpose is to secure the M/L-10 Clip Applier device during its transportation, sterilization, and storage purposes.
The subject device ML - 10 Clip Applier Sterilization #3706) consists of a case, a cover and brackets. The MIL-10 Clip Applier Sterilization Tray (Catalog #3706) Lid is 19.875" (Width) x .450" (Height); and the Base is 19.875" (Length) x 5.50" (Width) x 1.450" (Height) in dimensions. The ML-10 Clip Applier Sterilization Tray (Catalog #3706) cover and lid (case) are constructed of Stainless Steel material, which could be reused with Steam Sterilization method. The brackets are constructed from Aluminum, Stainless Steel, and biomedical grade Silicone. The ML-10 Clip Applier Sterilization Tray surface is coated with Nylon Coating Powder. The sterilization tray cover is secured to the case by means of assembled hardware and a locking tab, designed as part of the case and cover have an evenly distributed hole pattern in relation to the tray size to support the steam sterilization process. The brackets are designed to secure the ML-10 Clip Applier for sterilization purpose. The subject device MIL-10 Clip Applier Sterilization Tray is non-patient and non-blood/fluid contact during its intended use. The ML - 10 Clip Applier Sterlization
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Image /page/4/Picture/0 description: The image shows the logo for Microline Surgical. The logo consists of the word "MICROLINE" in gray, with a teal four-leaf clover symbol in the center. Below the word "MICROLINE" is the word "SURGICAL" in a smaller, gray font.
Tray (Catalog #3706) is a metal tray and packaged in bubble wrap, single wall, 32 lbsfinch edge, crushed corrugated brown cardboard shipping box, which does not need any special handling requirements during shipment.
#### Statement of Intended Use:
#### Indications for Use:
Microline Surgical MIL-10 Clip Applier Sterilization Tray (Catalog# 3706) is intended to protect the ML-10 Clip Applier handpiece (Catalog #1002) and to facilitate the sterilization process by allowing steam penetration and air removal. When used in conjunction with 2 layers of FDA-cleared 1-ply polypropylene sterility of the enclosed sterilization tray (Cataloq# 3706) is maintained until used.
The Microline Surgical MIL-10 Clip Applier Sterilization Tray (Catalog# 3706) is used to secure the MIL-10 Clip Applier handpiece (Catalog #1002) which measures at 17.13" length, and 0.90" width in dimensional measurements, as the intended load during the transport, sterilization and storage between its intended uses.
The M/L-10 Clip Applier Sterilization Tray (Catalog# 3706) has been validated with the M/L-10 Clip Applier handpiece (Catalog #1002) wrapped in 2 layers of FDA-cleared 1-ply polypropylene wrap weighing a calculated total weight of 1663.10 grams. The MIL-10 Clip Applier Sterilization Tray (Catalog# 3706) has been validated with the following Steam Sterilization Parameters: Pre-vacuum, Time: 4 minutes at Temperature of 132 °C. The Gravity Cycle parameters include: Time: 15 minutes and Temperature of 132 °C.
#### Contraindications:
The M/L-10 Clip Applier Sterilization Tray (3706) is not intended for use except as indicated.
#### Comparison to Predicate Device:
Microline Surgical, Inc., has determined substantial equivalence of the subject device ML-10 Clip Applier Sterilization Tray (Catalog #3706) with its legally marketed predicate device C/T Med-System (K980065) based on the principles of safety and effectiveness applicable to the 510(k) review including the applicable standard and the least burdensome approach. The subject device M1-10 Clip Applier Sterilization Tray (Catalog #3706) is substantially equivalent to its predicate device C/T Med-Systems Cassette System (K980065) including criteria;
- Selection of the applicable predicate device; O
- Similarities in the intended use and indication for use; O
- Similarities in materials for construction of device; o
- Similarities in performance testing criteria; O
- O Similarities in the technological characteristics and fundamental technology.
- Does not raise new questions of safety and effectiveness; and O
- Demonstrates at least as safe and effective as its legally marketed predicate device. O
The differences between the predicate and the subject device M/L-10 Clip Applier Sterilization Tray (Catalog #3706) is the following:
- Internal configuration of the MIL-10 Clip Applier Sterilization Tray to secure the MIL-10 Clip Applier device. O
In summary, the subject device MIL-10 Clip Applier Sterilization Tray (Catalog #3706) is similar in its design, materials, manufacturing, performance, safety, effectiveness, labeling, sterilization, and fundamental technological characteristics as applicable to its legally marketed predicate device C/T Med-Systems Cassette System (K980065).
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Image /page/5/Picture/0 description: The image shows the logo for Microline Surgical. The logo consists of the word "MICROLINE" in a gray sans-serif font, with a teal four-leaf clover symbol in the center. Below the word "MICROLINE" is the word "SURGICAL" in a smaller, gray sans-serif font. The TM symbol is located to the right of the word "LINE".
#### Summary of Technological Characteristics:
The Microline Surgical M/L-10 Clip Applier Sterilization Tray (Catalog #3706) intended purpose is to secure the M/L-10 Clip Applier device during its transportation, and storage purposes. The subject device ML-10 Clip Applier Sterilization Tray (Catalog #3706) is technologically similar to its legally marketed predicate device C/T Med-Systems Cassette System (K980065). The following pertains to the technological characteristics comparison presented in a tabular format.
| Characteristics | Predicate Device | Subject Device (Proposed) |
|---------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Trade Name | C/T Med-Systems Cassette System | Microline Surgical M/L-10 Clip Applier<br>Sterilization Tray (Catalog #3706) |
| 510(k) Number | K980065 | This Submission |
| 510(k) Clearance Date | May 11, 1998 | Not Applicable |
| Classification | Class II<br>21 CFR § 880.6850 | Class II<br>21 CFR § 880.6850 |
| Classification Name | Sterilization Wrap Containers, Trays,<br>Cassettes & other Accessories. | Sterilization Wrap Containers, Trays,<br>Cassettes & other Accessories. |
| Classification Product Code | KCT | KCT |
| Common Name | Sterilization Cassette | Sterilization Cassette |
| Regulation Medical Specialty | General Hospital | General Hospital |
| Environment of Use | Hospital, Operating Room (OR),<br>Physician and dental office or place<br>where instruments are sterilized. | Hospital, Operating Room (OR) Use<br>only. |
| Intended Use<br>(Indication for Use) | General dental/medical instrument<br>cassettes intended to hold instruments<br>and accessories in place throughout the<br>entire instrument use, cleaning and<br>sterilization cycle. These cassettes are<br>suitable for Gravity Steam, Pre-vacuum<br>steam and EO sterilization. | Microline Surgical M/L-10 Clip Applier<br>Sterilization Tray (Catalog# 3706) is<br>intended to protect the M/L-10 Clip<br>Applier handpiece (Catalog #1002)<br>and to facilitate the sterilization<br>process by allowing steam penetration<br>and air removal. When used in<br>conjunction with 2 layers of FDA-<br>cleared 1-ply polypropylene<br>sterilization wrap, sterility of the<br>enclosed sterilization tray (Catalog#<br>3706) is maintained until used.<br><br>The Microline Surgical M/L-10 Clip<br>Applier Sterilization Tray (Catalog#<br>3706) is used to secure the M/L-10<br>Clip Applier handpiece (Catalog<br>#1002) which measures at 17.13"<br>length, 4.94" height, and 0.90"width in<br>dimensional measurements, as the<br>intended load during the transport,<br>sterilization and storage between its<br>intended uses.<br><br>The M/L-10 Clip Applier Sterilization<br>Tray (Catalog# 3706) has been |
| | | validated with the M/L-10 Clip Applier<br>handpiece (Catalog #1002) wrapped in |
| | | 2 layers of FDA-cleared 1-ply |
| | | polypropylene wrap weighing a |
| | | calculated total weight of 1663.10 |
| | | grams. The M/L-10 Clip Applier |
| | | Sterilization Tray (Catalog# 3706) has |
| | | been validated with the following |
| | | Steam Sterilization Parameters: Pre-<br>vacuum, Time: 4 minutes at |
| | | Temperature of 132 °C. The Gravity |
| | | Cycle parameters include: Time: 15 |
| | | minutes and Temperature of 132 °C. |
| | Technological Characteristics | |
| Primary Configuration | Metal Tray | Metal Tray |
| Primary Materials | Stainless Steel and Aluminum | Stainless Steel, Aluminum and |
| (Construction) | | Biomedical Grade Silicone. |
| | Tray Coating: Nylon Coating Powder | Tray Coating: Nylon Coating Powder |
| Dimensions | Lid:19.875" (Length) x 5.632" (Width) x<br>.450" (Height) inches | Identical |
| | Base:19.875" (Length) x 5.50" (Width) x | |
| | 1.450" (Height) inches | |
| Air Permeability | Yes | Yes |
| Intended for Reuse | Yes | Yes |
| Material Thickness | .036" | Identical |
| Hole Size | Ø 0.250" | Identical |
| Hole Pattern | Lid: | Identical |
| | Six (6) rows evenly spaced with | |
| | Twenty-five (25) Holes, with Fifty (50) | |
| | centrally removed to account for the<br>Company Logo and Trade Name. | |
| | Base: | |
| | Six (6) rows evenly spaced with | |
| | Twenty-five (25) Holes, with Twenty- | |
| | one (21) removed to account for the | |
| | brackets. | |
| Brackets | Two (2) Silicone, Two (2) Stainless | Identical |
| | Steel and One (1) Aluminum. | |
| Feet | None | None |
| Weight<br>Sterilization Method(s) | 1663.10 grams<br>Steam Sterilization<br>& Ethylene Oxide (EtO) | Identical<br>Steam Sterilization only |
| Sterilization Cycle | Prevacuum Steam: | Prevacuum Steam: |
| Parameters | 132°C - 4 minutes | 132°C – 4 minutes…
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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.