The S-Mono is intended to use in the treatment of missing mandibular central and lateral incisors to support prosthetic device, such as artificial teeth, in order to restore chewing function in partially edentulous patients. S-Mono is intended for single use only. It is intended for delayed loading.
Device Story
S-Mono is a one-body endosseous dental implant system comprising a fixture and abutment; manufactured from titanium alloy (ASTM F136). Fixture surface treated via Resorbable Blast Media (RBM) process (hydroxyapatite blasting, nitric acid pickling). Includes a POM (Polyoxy Methylene) temporary cap to protect the abutment and reduce foreign body sensation during prosthesis fabrication. Used by dental clinicians in clinical settings; surgically implanted into the mandibular anterior alveolar bone. Device supports artificial teeth to restore chewing function. Clinical benefit includes restoration of masticatory function in patients with narrow tooth gaps. Output is a stable foundation for dental prosthetics. Device is MR conditional.
Clinical Evidence
Bench testing only. Evidence includes sterilization validation (ISO 11137, ISO 17665), shelf-life testing (ASTM F1980, F1929), surface characterization (EDS, SEM, roughness analysis), and biocompatibility (ISO 10993 series). MRI safety evaluated via scientific literature and rationale per FDA guidance for magnetic displacement, torque, RF heating, and image artifacts.
Indicated for partially edentulous patients with missing mandibular central and lateral incisors requiring prosthetic support to restore chewing function. Intended for delayed loading; single use only.
Regulatory Classification
Identification
An endosseous dental implant is a prescription device made of a material such as titanium or titanium alloy that is intended to be surgically placed in the bone of the upper or lower jaw arches to provide support for prosthetic devices, such as artificial teeth, in order to restore a patient's chewing function.
Special Controls
*Classification.* (1) Class II (special controls). The device is classified as class II if it is a root-form endosseous dental implant. The root-form endosseous dental implant is characterized by four geometrically distinct types: Basket, screw, solid cylinder, and hollow cylinder. The guidance document entitled “Class II Special Controls Guidance Document: Root-Form Endosseous Dental Implants and Endosseous Dental Implant Abutments” will serve as the special control. (See § 872.1(e) for the availability of this guidance document.)(2)
*Classification.* Class II (special controls). The device is classified as class II if it is a blade-form endosseous dental implant. The special controls for this device are:(i) The design characteristics of the device must ensure that the geometry and material composition are consistent with the intended use;
(ii) Mechanical performance (fatigue) testing under simulated physiological conditions to demonstrate maximum load (endurance limit) when the device is subjected to compressive and shear loads;
(iii) Corrosion testing under simulated physiological conditions to demonstrate corrosion potential of each metal or alloy, couple potential for an assembled dissimilar metal implant system, and corrosion rate for an assembled dissimilar metal implant system;
(iv) The device must be demonstrated to be biocompatible;
(v) Sterility testing must demonstrate the sterility of the device;
(vi) Performance testing to evaluate the compatibility of the device in a magnetic resonance (MR) environment;
(vii) Labeling must include a clear description of the technological features, how the device should be used in patients, detailed surgical protocol and restoration procedures, relevant precautions and warnings based on the clinical use of the device, and qualifications and training requirements for device users including technicians and clinicians;
(viii) Patient labeling must contain a description of how the device works, how the device is placed, how the patient needs to care for the implant, possible adverse events and how to report any complications; and
(ix) Documented clinical experience must demonstrate safe and effective use and capture any adverse events observed during clinical use.
MS System (Narrow Ridge) by OSSTEM Implant Co., Ltd. (K080594)
Reference Devices
MS SA IMPLANT SYSTEM by OSSTEM Implant Co., Ltd. (K122171)
Submission Summary (Full Text)
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SHINHUNG MST Co., Ltd. % Priscilla Chung Regulatory Affairs Consultant LK Consulting Group USA, Inc. 18881 Von Karman Ave. STE 160 Irvine. California 92612
Re: K221317
Trade/Device Name: S-Mono Regulation Number: 21 CFR 872.3640 Regulation Name: Endosseous Dental Implant Regulatory Class: Class II Product Code: DZE, NHA Dated: December 13, 2022 Received: December 15, 2022
Dear Priscilla Chung:
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.
{1}------------------------------------------------
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 803) for devices or postmarketing safety reporting (21 CFR 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 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 https://www.fda.gov/medical-device-safety/medical-device-reportingmdr-how-report-medical-device-problems.
For comprehensive regulatory information about medical devices and radiation-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.
# Andrew I. Steen -S
Andrew I. Steen Assistant Director DHT1B: Division of Dental and ENT Devices OHT1: Office of Ophthalmic, Anesthesia, Respiratory, ENT and Dental Devices Office of Product Evaluation and Ouality Center for Devices and Radiological Health
Enclosure
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## Indications for Use
510(k) Number (if known) K221317
Device Name S-Mono
Indications for Use (Describe)
The S-Mono is intended to use in the treatment of missing mandibular central incisors to support prosthetic device, such as artificial teeth, in order to restore chewing function in partially edentulous patients. S-Mono is intended for single use only. It is intended for delayed loading.
| Type of Use (Select one or both, as applicable) |
|-------------------------------------------------|
|-------------------------------------------------|
| <div style="display:flex; align-items:center;"> <span> <svg class="bi bi-check" fill="currentColor" height="1em" style="margin-right: 5px;" viewbox="0 0 16 16" width="1em" xmlns="http://www.w3.org/2000/svg"> <path d="M13.854 3.646a.5.5 0 0 1 0 .708l-7 7a.5.5 0 0 1-.708 0l-3-3a.5.5 0 0 1 .708-.708L6.5 10.293l6.646-6.647a.5.5 0 0 1 .708 0z" fill-rule="evenodd"></path> </svg> </span> <span> Remediation Use (Per 21 CFR 201.321 Subpart D) </span> </div> |
|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| <div style="display:flex; align-items:center;"> <span> <svg class="bi bi-square" fill="currentColor" height="1em" style="margin-right: 5px;" viewbox="0 0 16 16" width="1em" xmlns="http://www.w3.org/2000/svg"> <path d="M14 1H2a1 1 0 0 0-1 1v12a1 1 0 0 0 1 1h12a1 1 0 0 0 1-1V2a1 1 0 0 0-1-1zM2 0a2 2 0 0 0-2 2v12a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V2a2 2 0 0 0-2-2H2z" fill-rule="evenodd"></path> </svg> </span> <span> Over-The-Counter Use (21 CFR 201.66) </span> </div> |
> Prescription Use (Part 21 CFR 801 Subpart D)
__ Over-The-Counter Use (21 CFR 801 Subpart C)
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## 510(k) Summary (K221317)
This summary of 510(K) information is being submitted in accordance with requirements of 21 CFR Part 807.92.
Date: 1/12/2023
#### 1. Submitter
SHINHUNG MST CO., LTD. 110-2, Donghwagondan-ro, Munmak-eup, Wonju-si, Gangwon-do, Republic of Korea, 26365
Tel: +82-33-730-1901
#### 2. U.S Agent/Contact Person
Priscilla Chung LK Consulting Group USA, Inc. 18881 Von Karman STE 160, Irvine CA 92612 Fax: 714-409-3357 Phone: 714-202-5789 Email: juhee.c@lkconsultinggroup.com
#### 3. Device
- Trade Name: S-Mono
- Common Name: Dental Implant System ●
- Classification Name: Endosseous Dental Implant ●
- Product Code: DZE, NHA
- Classification regulation: 21CFR 872.3640
#### 4. Predicate Device:
- . Primary Predicate: MS SYSTEM by OSSTEM Implant Co., Ltd. (K083067)
- . Reference Devices: MS SA IMPLANT SYSTEM by OSSTEM Implant Co., Ltd. (K122171) MS System (Narrow Ridge) by OSSTEM Implant Co., Ltd. (K080594)
{4}------------------------------------------------
#### 5. Description:
The S-Mono is made of Titanium Alloy (ASTM F136) as the raw material. This device supports dental prosthesis such as an artificial tooth by surgically implanting it in the alveolar bone of the mandibular anterior region with a narrow tooth gap, and is intended to restore the patient's chewing function. It is one-body type which includes fixture and abutment. The surface of the fixture is treated using RBM (Resorbable Blast Media). It is roughened by blasting with hydroxyapatite powder and then pickling with nitric acid. The Temporary Cap is made of POM (Polyoxy Methylene) and intended to relieve the patient's foreign body sensation and protect the abutment part while the dental prosthesis is being manufactured. This cap is placed over the abutment part and is used temporarily before the dental prosthesis is placed. The material, dimension, and intended use of the subject devices are similar to devices currently marketed worldwide.
#### 6. Indication for use:
The S-Mono is intended to use in the treatment of missing mandibular central and lateral incisors to support prosthetic device, such as artificial teeth, in order to restore chewing function in partially edentulous patients. S-Mono is intended for single use only. It is intended for delayed loading.
#### 7. Basis for Substantial Equivalence
| Device Name | Subject Device | Primary Predicate<br>Device | Reference Predicate<br>Device |
|---------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Manufacturer | SHINHUNG MST CO.,<br>LTD. | OSSTEM Implant Co.,<br>Ltd. | OSSTEM Implant Co., Ltd. |
| Device Name | S-Mono | MS System<br>(Narrow Ridge) | MS SA IMPLANT<br>SYSTEM<br>(Narrow Ridge) |
| 510(k) Number | K221317 | K083067 | K122171 |
| Design | Image: S-Mono Design | Image: MS System (Narrow Ridge) Design | Image: MS SA IMPLANT SYSTEM (Narrow Ridge) Design |
| Intended use | The S-Mono is intended to<br>use in the treatment of<br>missing mandibular central<br>and lateral incisors to<br>support prosthetic device,<br>such as artificial teeth, in<br>order to restore chewing<br>function in partially<br>edentulous patients. S-Mono is intended for single<br>use only. It is intended for | The MS System<br>(Narrow Ridge) is<br>intended to use in the<br>treatment of missing<br>mandibular central and<br>lateral incisors to<br>support prosthetic<br>device, such as<br>artificial teeth, in order<br>to restore chewing<br>function in partially | The MS SA System<br>(Narrow Ridge) is intended<br>to use in the treatment of<br>missing mandibular central<br>and lateral incisors to<br>support prosthetic device,<br>such as artificial teeth, in<br>order to restore chewing<br>function in partially<br>edentulous patients. MS SA<br>System (Narrow Ridge) is |
- Dental Implant System
{5}------------------------------------------------
| | delayed loading. | edentulous patients.<br>MS System<br>(Narrow Ridge) is<br>intended for single use<br>only. It is not for<br>immediate loading. | intended for single use only.<br>It is intended for delayed<br>loading. |
|-----------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------|
| Structure | - R.B.M (Resorbable<br>Blasting Media).<br>- Threaded Body Design<br>- One Body Implant | - R.B.M (Resorbable<br>Blasting Media).<br>- Threaded Body<br>Design<br>- One Body Implant | - SA (Sandblasting and acid<br>etching).<br>- Threaded Body Design<br>- One Body Implant |
| Thread body<br>Diameter (D) | 2.5, 3.0 | 2.5, 3.0 | 2.5, 2.9 |
| Length (mm) of<br>thread | 8.5, 10.0, 11.5, 13.0 | 10.0, 11.5, 13.0 | 8.5, 10.0, 11.5, 13.0 |
| Material | Titanium alloy Ti-6Al-4V<br>(ASTM F136) | Titanium alloy Ti-6Al-<br>4V<br>(ASTM F136) | Titanium alloy Ti-6Al-4V<br>(ASTM F136) |
| Surface | R.B.M (Resorbable Blasting<br>Media) | R.B.M (Resorbable<br>Blasting Media) | SA (Sandblasting and acid<br>etching) |
| Sterilization | Radiation Sterile | Radiation Sterile | Radiation Sterile |
| S.E. | The S-Mono has the same intended use, material, and technological characteristics as<br>the predicate device. There is a difference in wording between the subject device and<br>the primary predicate device which is "It is not for immediate loading" vs "It is<br>intended for delayed loading". However, the revision in wording does not change the<br>device indications.<br>There might be some other differences in design, however, the differences are minor<br>and do not raise a question in safety and performance for its intended use. Based on<br>the information provided in this submission, we conclude that the subject device is<br>substantially equivalent to the predicate device. | | |
- Temporary Cap
| Device Name | Subject Device | Predicate Device |
|---------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Manufacturer | SHINHUNG MST CO., LTD. | OSSTEM Implant Co., Ltd. |
| Device Name | S-Mono | MS System<br>(Narrow Ridge) |
| Design | Image: S-Mono design | Image: MS System (Narrow Ridge) design |
| 510(k) Number | K221317 | K080594 |
| Intended use | The S-Mono is intended to use in the<br>treatment of missing mandibular central<br>and lateral incisors to support prosthetic<br>device, such as artificial teeth, in order<br>to restore chewing function in partially<br>edentulous patients. S-Mono is intended<br>for single use only. It is not for<br>immediate loading. | The MS System (Narrow Ridge) is<br>intended to use in the treatment of<br>missing mandibular central and lateral<br>incisors to support prosthetic device,<br>such as artificial teeth, in order to<br>restore chewing function in partially<br>edentulous patients. MS System<br>(Narrow Ridge) are intended for single<br>use only and not for immediate loading. |
{6}------------------------------------------------
| Structure | One-touch locking design | One-touch locking design |
|---------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------|
| Material | POM (Polyoxy Methylene)<br>ASTM 1855 | POM (Polyoxy Methylene)<br>ASTM 1855 |
| Sterilization | User sterile | User sterile |
| S.E. | The S-Mono has the same intended use, material, and technological characteristics<br>as the predicate device. There might be some differences in design, however, the<br>differences are minor and do not raise a question in safety and performance for its<br>intended use. Based on the information provided in this submission, we conclude<br>that the subject device is substantially equivalent to the predicate device. | |
## 8. Non-Clinical Testing
- . Sterilization validating testing has been performed in accordance with ISO 11137 for gamma sterilization and ISO 11737, ISO 17665-1, and ISO 17665-2 for steam sterilization.
- . Shelf-life testing has been performed in according with ASTM F1980, ASTM F1929, and ISO 11737-2.
- EDS (Energy-dispersive X-ray spectroscopy), SEM Analysis, and Surface Roughness ● Analysis were performed to evaluate the fixture surface characteristics after RBM treatment.
- Biocompatibility Tests were performed in accordance with ISO 10993-1, 3, 5, 6, 10, ● 11, 12, and 33.
- . MR Conditional labeling
A non-clinical worst-case MRI review was conducted to evaluate the S-Mono Implant System device in an MRI environment using scientific evidence and published literature (e.g., Woods, Terry O., Jana G. Delfino, and Sunder Rajan. "Assessment of Magnetically Induced Displacement Force and Torque on Metal Alloys Used in Medical Devices." Journal of Testing and Evaluation 49.2 (2019): 783-795). Titanium alloy (Ti-6A1-4V, ELI) was assessed according to magnetic induction displacement force (ASTM F2052), magnetic induction torque (ASTM F2213), RF induction heating (ASTM F2182), and image artifact (ASTM F2119) by T. O. Woods et al. Based on that rationale, we have addressed parameters per FDA guidance " Testing and Labeling Medical Devices for Safety in the Magnetic Resonance (MR) Environment," including magnetic induced displacement force and torque.
#### 9. Conclusion
The subject devices and the predicate device have the same intended use and have the same technological characteristics.
Overall, the S-Mono has the following similarities to the predicate device:
- * have the same intended use,
- * use the same operating principle,
- * incorporate similar design,
- * incorporate the same material and the sterilization method
{7}------------------------------------------------
Based on the similarities, we conclude that the S-Mono is substantially equivalent to the predicate devices.
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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.
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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.
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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.
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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.
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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.