K991999 · Advanced Sterilization Products · MLR · Jun 15, 2000 · General Hospital
Device Facts
Record ID
K991999
Device Name
STERRAD 100S STERILIZER
Applicant
Advanced Sterilization Products
Product Code
MLR · General Hospital
Decision Date
Jun 15, 2000
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 880.6860
Device Class
Class 2
Indications for Use
The STERRAD® 100S Sterilizer is designed for sterilization of both metal and nonmetal medical devices at low temperatures. Because the cycle operates within a dry environment and at low temperatures, it is especially suitable for instruments sensitive to heat and moisture. (See list of recommended Materials in Section 3 of the Operator's Manual.) The STERRAD® 100S Sterilizer can sterilize instruments which have diffusion-restricted spaces, such as the hinged portion of forceps and scissors. Metal and nonmetal lumened instruments with inside diameters of 6 mm or larger and lengths of 310 mm or shorter can be processed in the STERRAD® 100S Sterilizer. (See list of recommended Materials in Section 3 of the Operator's Manual) Medical devices with only a single stainless steel lumen which has an inside diameter equal to or greater than 3 mm and a length less than or equal to 400 mm can be processed in the STERRAD® 100S Sterilizer.
Device Story
STERRAD® 100S is a stand-alone hydrogen peroxide gas plasma sterilization system. It processes medical instruments in a low-temperature, dry environment. Operation involves injecting aqueous hydrogen peroxide into a vaporizer bowl, introducing vapor into a process chamber under negative pressure, and converting it to gas plasma using radio frequency (RF) electrical energy. The system includes hardware (sterilization chamber, oil return valve, door sensor) and accessories (sterilant cassettes, trays). Used in clinical settings to sterilize surgical instruments, including those with hinges or lumens. The device provides an automated sterilization cycle; healthcare providers load instruments, initiate the cycle, and retrieve sterilized items. It benefits patients by enabling the safe reuse of heat-sensitive surgical devices.
Clinical Evidence
Bench testing only. Validation included 'overkill' approach, dose-response relationship testing using B. stearothermophilus spore carriers, and surface/mated surface/lumen sterilization efficacy studies. Testing confirmed a 10^-6 SAL for all recommended materials. Bacteriostasis and fungistasis testing confirmed no toxic residuals or inhibitory effects on microorganisms. Simulated use testing with organic/inorganic challenges and in-use sterility testing on surgical instruments from a hospital confirmed efficacy.
Technological Characteristics
Hydrogen peroxide gas plasma sterilization system. Uses RF electrical energy for plasma generation. Hardware includes sterilization chamber, vaporizer bowl, oil return valve, and door position sensor. Operates at low temperatures in a dry environment. Accessories include disposable sterilant cassettes and reusable trays. Software-controlled cycle management.
Indications for Use
Indicated for sterilization of heat- and moisture-sensitive metal and nonmetal medical devices, including those with diffusion-restricted spaces (hinged instruments) and specific lumened instruments (metal/nonmetal lumens ≥6mm ID/≤310mm length; single stainless steel lumens ≥3mm ID/≤400mm length).
Regulatory Classification
Identification
An ethylene gas sterilizer is a nonportable device intended for use by a health care provider that uses ethylene oxide (ETO) to sterilize medical products.
Predicate Devices
STERRAD® 100 Sterilization System
STERRAD® 50 Sterilization System
Submission Summary (Full Text)
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ADVANCE! > < TERILLIZATION PRODUCTS®
on Johnson company REGULATORY AFFAIRS DEPARTMENT
JUN 1 5 2000
K991999
# 510(k) Summary
# Applicant's Name, Address, Telephone, FAX, Contact Person
Advanced Sterilization Products Division of Ethicon, Inc. 33 Technology Drive Irvine, CA 92618
## Contact Person
Kevin Corrigan Manager of Regulatory Affairs Tel: (949) 453-6410 Fax: (949) 789-3900
## Submission Date
June 11, 1999
## Trade Name
STERRAD® 100S Sterilizer
#### Common Name
Hydrogen Peroxide Gas Plasma Sterilization System
## Classification Name
Sterilizer, Class II
## Legally Marketed Equivalent Device Name(s)
Hydrogen Peroxide Gas Plasma Sterilizer STERRAD® 100 Sterilization System STERRAD® 50 Sterilization System
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## Description of Device
The STERRAD® 100S Sterilizer is a self-contained stand-alone system of hardware and software designed to sterilize medical instruments and devices, using a patented hydrogen peroxide gas plasma process. Hydrogen peroxide vapor is generated by injecting aqueous hydrogen peroxide into the vaporizer bowl where the solution is heated and transformed into a vapor, introducing the vapor into the process chamber under negative pressure and transforming the vapor into a gas plasma with radio frequency (RF) electrical energy.
The equipment (hardware) for the STERRAD® 100S Sterilizer is the same as that of the predicate device, the STERRAD® 100 Sterilizer. (Note that the STERRAD® 100S Sterilizer does contain two additional hardware features, an oil return valve, added for customer convenience; and a door position sensor and control.) The hardware consists of a sterilization chamber onto which is mounted a variety of instruments and components, housed in a covered frame. The system also uses accessories such as disposable sterilant cassettes, reusable instrument trays, printer paper and ink cartridges.
## Statement of Intended Use
The STERRAD® 100S Sterilizer is designed for sterilization of both metal medical devices at low temperatures. Because the cycle operates within a dry environment and at low temperatures, it is especially suitable for instruments sensitive to heat and moisture.
The STERRAD® 100S Sterilizer can sterilize instruments which have diffusion-restricted spaces, such as the hinged portion of forceps and scissors.
Metal and nonmetal lumened instruments with inside diameters of 6 mm or larger and lengths of 310 mm or shorter can be processed in the STERRAD® 100S Sterilizer.
Medical devices with only a single stainless steel lumen which has an inside diameter equal to or greater than 3 mm and a length less than or equal to 400 mm can be processed in the STERRAD® 100S Sterilizer.
## Summary of Nonclinical Tests
#### VALIDATION TESTING
Testing was performed using the "overkill" approach.
#### PREVALIDATION TESTING
- . Test Organism: B. stearothermophilus
- . Process Variables and Parameters: Rationale and Definition: A matrix experiment was performed that tested the process variables of chamber wall temperature and plasma power
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within specification limits. The study showed that process lethality was unaffected over the range of process parameters tested.
- . Characterization of the Pre-Exposure Plasma Phase: was performed to evaluate the effect of Pre-Exposure Plasma on the overall process little= was results of the studies showed that there is very little sporicidal activity in the Pre-Exy. The Plasma phase alone or in combination with the Exposure 1 and Exposure 2 process phases of
## STERRAD® 100S PROCESS VALIDATION
## Demonstration of a Dose-Response Relationship to Increasing Hydrogen Peroxide Injection
#### Volume
Dose-response testing was performed using various materials (representative of materials used in medical devices) as spore carriers.
B. stearothermophilus spore death kinetics data obtained for each material tested demonstrate a positive "dose response" to increasing volume of hydrogen peroxide injected under bollf-cycle conditions in the STERRAD® 100S Sterilization process. There were no spore survivors on any material with an injection volume of 720 µL or greater under half-cycle conditions. The nominal hydrogen peroxide injection volume for the half-cycle is 1440 µL. This result demonstrates that the dose response observation is not limited to a singular BI substrate or system and in naces case >6 SLR were observed in a half-cycle exposure. These results validate a 10% SAL for a STERRAD® 100S Sterilizer full-cycle.
## Surface Sterilization of Medical Device Materials
Surface sterilization efficacy studies were performed in the STERRAD® 100S Sterilizer with various substrate materials representative of the material commonly used in re-usable mdical devices.
Inoculated spore carriers (with at least 1 x 10° B. stearothermophilus endospores) made from these materials were placed in the STERAD® 100S Sterilizer validation load and then processed through the STERRAD® 100S Sterilizer at less than half-cycle conditions.
Results of these studies demonstrate an SAL of at least 106 for medical device surface sterilization in the complete STERRAD® 100S sterilization process for all materials listed as recommended for use in the STERRAD® 100S Sterilizer.
#### Mated Surfaces Sterilization
Half-cycle validation studies with mated biological indicator carriers were performed to demonstrate sterilization efficacy between mated surfaces of medical devices. Mated Bls with at least 1 x 10° B. stearothermophilus spores sandwiched in-between the mated metallic and polymer carriers were processed through the STERRAD® 100S Sterilization System at half-cycle conditions. An SAL of 106 was demonstrated for mated surface sterilization in the complete STERRAD® 100S Sterilization processs.
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#### Lumen Sterilization
Half-cycle and modified Total-kill Endpoint validation tests were performed using B. stearothermophilus endospores (>10° spores) inside stainless steel lumens (3 x 400 mm) placed within the STERRAD® 100S Sterilizer validation load of medical devices. There were no spore survivors after multiple half-cycles. These results demonstrate a SAL of 106 for the complete STERRAD® 100S Sterilization process.
ASP has conducted an additional test for nonmetallic lumens of 6 x 310 mm, similar to the testing that was performed for the predicate device. Stainless steel coupons inoculated with at least 10° spores of B. stearothermophilus were placed in the center of 6 x 310 mm polyethylene lumens as a test system for devices containing lumens with inner diameters of 6 mm or larger and lengths of 310 mm or shorter. The samples were processed with a validation load in the STERRAD® 100S Sterilizer under half-cycle conditions. Three cycles were performed with ten test samples in each cycle. All test samples were sterile. This result demonstrates an SAL of 10° for plastic lumens with inner diameters of 6 mm or larger and lengths of 310 mm or shorter processed in the STERRAD® 100S Sterilizer.
#### Tyvek-Mylar Pouched Device Sterilization
Half-cycle validation studies with 3 x 400 mm stainless steel straight lumens in Tyvek-Mylar pouches were performed to demonstrate sterilization efficacy with the STERRAD® 100S Sterilization System. The stainless steel lumens served to represent rigid stainless steel medical devices with lumens. Ten Tyvek pouched stainless steel lumens, with Bls (>10) B. stearothermophilus spores), were placed into a STERRAD® validation tray and processed through the STERRAD® 100S Sterilizer at half-cycle conditions. No spore survivors were observed with the half-cycle conditions.
#### Bacteriostasis Testing
A bacteriostasis study was performed with carriers of various materials. The materials were placed in open glass petri dishes and exposed to full cycle conditions in the STERRAD® 100S Sterilization system. Following exposure, the carriers were transferred to TSB and were then inoculated with less than 10 colony-forming units of B. stearothermophilus spores. All test carriers/materials demonstrated the desired outgrowth within the 14 day incubation period. however neoprene required the addition of catalase.
The test data indicate there is no bacteriostatic effect from the carriers processed through the STERRAD® 100S Sterilization System.
### SUPPORTING MICROBIOLOGICAL TESTING
#### Sporicidal Microbiological Testing
AOAC Sporicidal Activity of Disinfectants tests using B. subtilis and Cl. sporogenes contaminated carriers (silk suture loops and penicylinders) were performed with the STERRAD® 100S Sterilization System. None of the carriers demonstrated growth.
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### Microbiological Spectrum of Activity
Using the predicate device, the STERRAD® 100 Sterilization System, it was shown that a hydrogen peroxide gas plasma process readily sterilizes the representative organisms.
#### Simulated Use Testing
The devices were inoculated with spores of B. stearothermophilus suspended in 300 ppm hard water (AOAC preparation) supplemented with 5% fetal bovine serum. After drying, the devices water (AOAC preparation) supplemented with 576 read of 100S sterilizer or by directly were treated of the sterilizer, i.e., without cleaning. Standard microbiological methods were used to determine the presence of surviving spores from each treatment.
The results show that the STERRAD® 100S process is minimally affected by the presence of an The results show that the ollenge. Even if the user does not properly wash the devices, the organic and morganio enancing. Intirates highly resistant spores in a diffusion restricted sterinzer is bith offectry attentions of scissors. When the devices are properly washed (i.e., environmont sater as the matter for the STERRAD® 100S Sterilizer) then a 6.1 log reduction is shown for the process.
#### In-Use Sterility Testing
Devices representative of surface-feature and lumen claims for the STERRAD® 100S Devices representant o or selected for sterility testing. Devices tested were used in routine surgeries at a local hospital and included stainless steel devices with open surfaces, mated or hinged surfaces and stainless steel lumened devices approximately 3 x 400 mm. The used miged baraoos bara and dried according to hospital protocol at the hospital site and transported to ASP to be sterilized in a STERRAD® 100S Sterilization System.
Sterility testing was performed in accordance with the USP testing methods.
The results of the In-Use testing demonstrated that the STERRAD® 100S Sterilizer successfully sterilizes actual surgical instruments used in clinical cases.
The STERRAD® 100S Sterilization System was shown to be an effective sterilizer of general surgical stainless steel instruments/devices that have open surfaces, mated or hinged surfaces and stainless steel lumened devices approximately 3 x 400 mm.
#### In Use Bacteriostasis and Fungistasis Test
Devices representative of surface features and lumen claims for the STERRAD® 100S Sterilization System were selected for bacteriostasis testing. Devices testing. Devices tested include those with stainless steel open surfaces, stainless steel mated or hinged surfaces and stainless steel lumened devices approximately 3 x 400 mm.
USP sterility testing methods were used as testing guidelines. This study was performed to validate that processed instruments do not exhibit bacteriostatic effects on
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microorganisms. After processing in the STERRAD® 100S Sterilization System, the devices (or swabs of the larger devices) were placed in TSB and FTM to which Cl. sporogenes. C. albicans or B. subtilis was added.
The results of this study demonstrate that there are no bacteriostatic effects seen with stainless steel open surfaces, stainless steel mated or hinged surfaces and stainless steel 3 x 400 mm lumened surgical instruments/devices when processed thorough the STERRAD® 100S Sterilization System.
#### TOXICITY TESTING OF PROCESSED MATERIALS
Cytotoxicity and in vivo biocompatibility testing of materials processed in the STERRAD® 100S Sterilizer showed that the sterilization process leaves no toxic sterilant residuals on the materials processed.
### Overall Performance Conclusions
The nonclinical studies demonstrate that the STERRAD® 100S Sterilizer is safe and effective for sterilization of medical devices within the indications for the sterilizer and establish equivalence of the STERRAD® 100S Sterilizer to the predicate devices, the STERRAD® 100 Sterilizer and the STERRAD® 50 Sterilizer.
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Image /page/6/Picture/1 description: The image shows the logo for the U.S. Department of Health & Human Services. The logo is circular and contains the words "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA" around the perimeter. Inside the circle is an abstract symbol that resembles an eagle or bird-like figure with three curved lines forming the body and wings.
Food and Drug Administration 9200 Corporate Boulevard Rockville MD 20850
JUN 1 5 2000
Kevin Corrigan, R.A.C. Director, Regulatory Affairs Advanced Sterilization Products Division of Ethicon, Incorporated 33 Technology Drive Irvine, California 92618
K991999 Re : STERRAD® 100S Sterilizer Trade Name: Regulatory Class: II Product Code: MLR May 17, 2000 Dated: Received: May 18, 2000
Dear Mr. Corrigan:
We have reviewed your Section 510(k) notification of intent to market the device referenced above and we have determined the market the action islly equivalent (for the indications for device in babbeandary ure) to 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). You may, therefore, market the device, subject to the general controls provisions The general controls provisions of the Act of the Act. include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration.
If your device is classified (see above) into either class II (Special Controls) or class III (Premarket Approval), it may be subject to such additional controls. Existing major be bayour of becting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 895. A substantially equivalent determination assumes compliance with the Good Manufacturing Practice for Medical Devices: General (GMP) regulation (21 CFR Part 820) and that, through periodic GMP inspections, the Food and Drug Administration (FDA) will verify such assumptions. Failure to comply with the GMP regulation may result in regulatory action. In addition, FDA may publish further announcements concerning your device in the Federal Register. Please note: this response to your premarket notification submission does not affect any obligation you might have under sections 531 through 542 of
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Page 2 - Mr. Corrigan
the Act for devices under the Electronic Product Radiation Control provisions, or other Federal laws or regulations.
This letter will allow you to begin marketing your device as described in your 510 (k) premarket notification. The FDA described in your six ... puivalence of your device to a legally marketed predicate device results in a classification for your marketed predice awits your device to proceed to the market.
If you desire specific advice for your device on our labeling regulation (21 CFR Part 801 and additionally 809.10 for in vitro diagnostic devices), please contact the Office of Compliance at (301) 594-4692. Additionally, for questions on comprimee as (bolly and advertising of your device, please contact the Office of Compliance at (301) 594-4639. Also, please note the regulation entitled, "Misbranding by reference to premarket notification™ (21 CFR 807.97). Other general information on your responsibilities under the Act may be Information of Small Manufacturers Assistance at its toll-free number (800) 638-2041 or (301) 443-6597 or at its Internet address "http://www.fda.gov/cdrh/dsmamain.html".
> Sincerely yours, strong of ANDA
fa
Timothy A. Ulatowski Director Division of Dental, Infection Control, and General Hospital Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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#### ADVANCED STERILIZATION PRODUCTS . a Johnrona Johnson company REGULATORY AFFAIRS DEPARTMENT
### Indications for Use
| 510(k) Number: | To Be Assigned |
|----------------|--------------------------------------|
| Device Name | STERRAD <sup>®</sup> 100S Sterilizer |
Indications For Use:
The STERRAD® 100S Sterilizer is designed for sterilization of both metal and mommetal medical devices at low temperatures. Because the cycle operates within a dry environment and at low temperatures, it is especially suitable for instruments sensitive to heat and moisture. (See list of recommended Materials in Section 3 of the Operator's Manual.)
The STERRAD® 100S Sterilizer can sterilize instruments which have diffusion-restricted spaces, such as the hinged portion of forceps and scissors.
Metal and nonmetal lumened instruments with inside diameters of 6 mm or larger and lengths of 310 mm or shorter can be processed in the STERRAD® 100S Sterilizer. (See list of recommended Materials in Section 3 of the Operator's Manual)
Medical devices with only a single stainless steel lumen which has an inside diameter equal to or greater than 3 mm and a length less than or equal to 400 mm can be processed in the STERRAD® 100S Sterilizer.
Concurrence of CDRH, Office of Device Evaluation (ODE)
Prescription Use
Over-the-Counter Use X
(Optional Format 1-2-96)
(Division
Division of Dental, Infecics Control,
and General Hospital Devices
510(k) Number K991999
DIVISION OF ETHICON, INC. . 33 TECHNOLOGY DRIVE . IRVINE, CA 92618 . (949) 581-5799 . FAX (949) 789-3900
OR
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.