K172602 · Feeltech Co., Ltd. · NEW · Nov 14, 2018 · General, Plastic Surgery
Device Facts
Record ID
K172602
Device Name
Miracu
Applicant
Feeltech Co., Ltd.
Product Code
NEW · General, Plastic Surgery
Decision Date
Nov 14, 2018
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 878.4840
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The Miracu™ barbed surgical suture is comprised of dyed polydioxanone, is indicated for soft tissue approximation where use of an absorbable suture is appropriate. The anatomical location(s) of use are on the skin for dermatological applications only. The suture is not interior body cavity applications and the suture is not intended for lifting and supporting tissues.
Device Story
Miracu™ is a synthetic, absorbable, polydioxanone (PDO) monofilament suture with bi-directional barbs. The suture is pre-loaded into a straight, hollow cannula. Surgeons place the suture within skin tissues; opposing barbs embed into the tissue to approximate edges without requiring surgical knots. Used in dermatological applications; operated by physicians. The device degrades over time in tissue. Benefits include knotless tissue approximation and reduced procedural complexity compared to traditional sutures.
Clinical Evidence
No clinical studies were performed. Evidence consists of bench testing (USP 37-NF 32:2014, ASTM F1874-98) and an in-vivo biodegradation study in a Sprague-Dawley rat model over 12 weeks. The animal study compared barb holding forces, residual tensile strength, and mass loss against the predicate, showing no significant differences.
Indicated for soft tissue approximation in dermatological applications on the skin where an absorbable suture is appropriate. Not for interior body cavity use or tissue lifting/supporting.
Regulatory Classification
Identification
An absorbable polydioxanone surgical suture is an absorbable, flexible, sterile, monofilament thread prepared from polyester polymer poly (p-dioxanone) and is intended for use in soft tissue approximation, including pediatric cardiovascular tissue where growth is expected to occur, and ophthalmic surgery. It may be coated or uncoated, undyed or dyed, and with or without a standard needle attached.
Special Controls
*Classification.* Class II (special controls). The special control for the device is FDA's “Class II Special Controls Guidance Document: Surgical Sutures; Guidance for Industry and FDA.” See § 878.1(e) for the availability of this guidance document.
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November 14, 2018
Feeltech Co., Ltd. % Dr. Albert Rego Consultant Albert Rego, Ph.D., Inc. 27001 La Paz Rd. #314 Mission Viejo, California 92691
Re: K172602
Trade/Device Name: Miracu Regulation Number: 21 CFR 878.4840 Regulation Name: Absorbable Polydioxanone Surgical Suture Regulatory Class: Class II Product Code: NEW Dated: October 15, 2018 Received: October 17, 2018
Dear Dr. Rego:
We have reviewed your Section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database located at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. 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
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801); medical device reporting of medical device-related adverse events) (21 CFR 803) for devices or postmarketing safety reporting (21 CFR 4, Subpart B) for combination products (see https://www.fda.gov/CombinationProducts/GuidanceRegulatoryInformation/ucm597488.htm); good manufacturing practice requirements as set forth in the quality systems (OS) regulation (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR Part 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm.
For comprehensive regulatory information about mediation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/MedicalDevices/DeviceRegulationandGuidance/) and CDRH Learn (http://www.fda.gov/Training/CDRHLearn). Additionally, you may contact the Division of Industry and Consumer Education (DICE) to ask a question about a specific regulatory topic. See the DICE website (http://www.fda.gov/DICE) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,
# David Krause -S
for Binita S. Ashar, M.D., M.B.A., F.A.C.S. Director Division of Surgical Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known) K172602
Device Name Miracu™M barbed surgical suture
### Indications for Use (Describe)
The Miracu™ barbed surgical suture is comprised of dyed polydioxanone, is indicated for soft tissue approximation where use of an absorbable suture is appropriate. The anatomical location(s) of use are on the skin for dermatological applications only. The suture is not interior body cavity applications and the suture is not intended for lifting and supporting tissues.
| <span> <span style="font-family: Arial, sans-serif;"> </span> Prescription Use (Part 21 CFR 801 Subpart D) </span> | <span> <span style="font-family: Arial, sans-serif;"> </span> Over-The-Counter Use (21 CFR 801 Subpart C) </span> |
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Type of Use (Select one or both, as applicable)
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Image /page/3/Picture/0 description: The image shows the logo for Feeltech. The logo is in black and blue. The word "Feeltech" is in bold, black letters, with a blue plus sign in the middle of the word. Below the word "Feeltech" is the text "(주) 필텍" in a smaller font.
#3F, 4F, 15, Jayumuyeok2-gil, Gunsan-si, Jeollabuk-do, Korea Tel: +82 63 468 6626 Fax:+82 63 468 6623
### 510(k) Summary (As required by 21 CFR 807.92)
| I. SUBMITTER: | Feeltech Co., Ltd.<br>3, 4 Floor, Standard Factory 2-Dong,<br>15, Jayumuyeok 2-gil, Gunsan-si, Jellabuk-do, 573-540 KOREA<br>Tel.: +82 63 468-6626<br>Fax: +82 63 468-6623 |
|------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Contact Person:<br>Phone: | Jake Choi<br>+82 31 628-8560 |
| Date Prepared: | November 7, 2018 |
| II. DEVICE: | |
| Trade Name: | Miracu™ (Miracu™ barbed surgical suture) |
| Common Name: | Absorbable Polydioxanone Suture with Needle |
| Classification Name: | Absorbable Polydioxanone Surgical Suture (21 CFR 878.4840) (NEW) |
| Regulatory Class: | Class II |
| Classification Product Code: | NEW |
III. PREDICATE DEVICE:
| 510(k) Number: | K133420 |
|----------------|---------------------------|
| Product Name: | TranQuill Barbed Device |
| Manufacturer: | Surgical Specialties Corp |
### IV. DEVICE DESCRIPTION:
Miracu™ synthetic barded surgical absorbable polydioxanone (PDO) suture with needle is straight, hollow, cannula and is pre-loaded onto the suture. The pigment for the violet dye is D&C Violet No.2. The Miracu™ is available sterile after ethylene oxide (EO) gas sterilization and degrades or dissolves over time in tissue.
Each dyed (violet) suture has bi-directional barbs along axis of the suture monofilament. The Miracu™ Synthetic Absorbable PDO suture with needle approximate tissue without the need to tie surgical knots, by using the opposing barbs on the surface to embed in the tissues after the surgeon precisely places the suture within the tissues. The suture is available in 4-0, 3-0, and 0, suture sizes, which are the sizes identified in the currently recognized United States Pharmacopeia (USP).
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#3F, 4F, 15, Jayumuyeok2-gil, Gunsan-si. Jeollabuk-do. Korea Tel: +82 63 468 6626 Fax:+82 63 468 6623
The Miracu™ is barbed to two sections on suture and the barbs on each section are opposite direction each other. The reason this suture has opposite barb direction is not to have type of movement described as sliding back and forth. Therefore, the effectiveness of suture for treatment is improved.
While the formation of barbs in the Miracu™ reduces the tensile strength relative to non-barbed suture material of the same size, tying of knots in non-barbed suture materials also reduce their effective strength. For this reason, the strength of the Miracu™ can be compared with USP knot strength of nonbarbed suture as defined in the tale below.
| Tensile Strength - USP criteria vs Actual (Barbed from USP Suture size) | | | | |
|-------------------------------------------------------------------------|--------------------------|--------------------------------------------------------------|-------------------------------------------------------------|---------------------------------------------------|
| USP Suture<br>Size | USP<br>Criteria<br>(kgf) | Actual<br>Suture<br>Tensile<br>Strength<br>- barbed<br>(kgf) | Actual<br>Suture<br>Tensile<br>Strength -<br>-barbed<br>(N) | Miracu™<br>Tissue<br>Device<br>Equivalent<br>Size |
| 4-0 | 1.20 | 0.95 | 9.32 | 5-0 |
| 3-0 | 1.90 | 1.77 | 17.4 | 4-0 |
| 2-0 | 2.90 | 2.68 | 26.2 | 3-0 |
| 0 | 4.10 | 3.90 | 38.2 | 2-0 |
| 2 | 6.60 | 6.35 | 62.3 | 1 |
#### TENSILE STRENGTH
### V. INDICATIONS FOR USE
The Miracu™ barbed surgical suture comprised of dyed polydioxanone, is indicated for soft tissue approximation where use of an absorbable suture is appropriate. The anatomical location(s) of use are on the skin for dermatological applications only. The suture is not intended for interior body cavity applications and the suture is not intended for lifting and supporting tissues.
# VI. TECHNOLOGICAL CHARACTERISTICS:
Miracu™ has the same fundamental scientific technology as the TransQuill Barbed Device Absorbable Surgical Suture, K133420.
# VII. COMPARISON OF TECHNOLOGICAL CHARACTERISTICS WITH THE PREDICATE DEVICE
The comparison of features and operation principles between Miracu™ from Feeltech Co. Ltd., and TranQuill Barbed Device (K133420) from Surgical Specialties Corp. is listed as follows:
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# #3F, 4F, 15, Jayumuyeok2-gil, Gunsan-si, Jeollabuk-do, Korea
Tel: +82 63 468 6626 Fax:+82 63 468 6623
| Category | Candidate Device<br>Miracu™ | Predicate Device<br>TranQuill Barbed Device<br>Absorbable<br>Surgical Suture, K133420 | Substantially Equivalent<br>or Not Substantially<br>Equivalent |
|-----------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Common Name | Suture Absorbable Synthetic<br>Polydioxanone with Needle<br>Suturing Disposable | Polydioxanone Absorbable<br>Surgical Suture | Substantially Equivalent |
| Manufacturer | Feeltech Co., Ltd. | Surgical Specialties Corporation | Not Applicable |
| 510(k) Number | K172602 | K133420 | Not Applicable |
| Indication for Use | The Miracu™ barbed surgical<br>suture is comprised of dyed<br>polydioxanone, is indicated for soft<br>tissue approximation where use of<br>an absorbable suture is<br>appropriate. The anatomical<br>location(s) of use are on the skin<br>for dermatological applications<br>only. The suture is not intended for<br>interior body cavity applications<br>and the suture is not intended for<br>lifting and supporting tissues. | The TransQuill barbed device<br>comprised of dyed PDO is<br>indicated for use in soft tissue<br>approximation where use of<br>absorbable sutures is<br>appropriate. | Indications for Use<br>Similar with respect to<br>usage on soft tissue<br>approximation.<br>Different in that the<br>Miracu™ is specific to<br>usage on the skin for<br>dermatological<br>applications, where the<br>predicate is not<br>restricted in the<br>Indication for Use.<br><br>Substantially Equivalent<br><br>Design<br>Similar in usage of suture<br>type and application.<br><br>Different in Interval<br>between barbed sections<br>from 10mm for Miracu™<br>and 25mm for the<br>predicate.<br><br>Substantially Equivalent |
| Sterile | E.O. Sterile | E.O. Sterile | Substantially Equivalent |
| Configuration | PDO Suture and Needle. The<br>subject device is pre-loaded with a<br>hollow needle and is not swaged. | PDO Suture and Needle.<br>predicate suture being swaged<br>to a standard suturing needle | Design<br>Similar in usage of suture<br>type and application.<br>Different in_Interval<br>between barbed sections<br>from 10mm (7 barbs per<br>10mm length) for<br>Miracu™ and 25mm (16<br>barbs per 10mm length)<br>for the predicate.<br><br>Substantially Equivalent |
| Materials | Poly(1,4-dioxanone-2-one)<br>0.003g/g | Poly (dioxanone) | Substantially Equivalent |
| Category | Candidate Device<br>Miracu™ | Predicate Device<br>TranQuill Barbed Device<br>Absorbable<br>Surgical Suture, K133420 | Substantially Equivalent<br>or Not Substantially<br>Equivalent |
| Color | Dyed suture (Violet) (0.025~0.075%<br>w/w) | Dyed (violet) | Substantially Equivalent |
| Absorbable | Absorbable | Absorbable | Substantially Equivalent |
| Braid/Monofilament | Monofilament | Monofilament | Substantially Equivalent |
| Suture Size | 4-0, 3-0, 2-0, & 0 | 4-0, 3-0, 2-0, 0, 1, & 2 | Substantially Equivalent |
| Length of Suture1 | 90, 110, and 150 mm | 140 mm ( 70 mm x 70 mm ), 70<br>mm (35 mm x 35 mm), 280 mm<br>(140 mm x 140 mm), 480 mm<br>(240 mm x 240 mm), 200 mm<br>(100 mm x 100 mm), 800 mm<br>(400 mm x 400 mm), 600 mm<br>(300 mm x 300 mm), 720 mm<br>(360 mm x 360 mm), & 900 mm<br>(450 mm x 45 mm) | Substantially Equivalent |
| Needle Material | Stainless Steel | Stainless Steel | Substantially Equivalent |
| Barb per the Linear<br>Length of Suture | Barbed | Barbed | Substantially Equivalent |
| Barb angle | 2~45° | 2~45° | Substantially Equivalent |
| Biocompatible | Yes | Yes | Substantially Equivalent |
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Image /page/6/Picture/1 description: The image shows the logo for Feeltech. The logo is in black font, with a blue plus sign in the middle. Underneath the logo is the text "(주) 필텍".
#3F, 4F, 15, Jayumuyeok2-gil, Gunsan-si, Jeollabuk-do, Korea Tel: +82 63 468 6626 Fax:+82 63 468 6623
¹ Both the Subject and the Predicate devices have a barb configuration.
### VIII. PERFORMANCE DATA
Laboratory testing regarding characteristics was performed on the Miracu™ to verify its safety and performance.
### BIOCOMPATIBILITY
A biocompatibility assessment was performed on the patient contact materials of Miracu™ in accordance with ISO 10993-1:2009 standard. The test results generated from intracutaneous, acute systemic toxicity, cytotoxicity, bacteria reverse mutation study, implantation, subchronic, and sensitization, bacterial endotoxin - Limulus Amoebocyte Lysate (LAL) and material-mediated pyrogen (rabbit) tests supports assessment of biocompatibility for this medical device.
# BENCH (PERFORMANCE TESTING)
# MECHANICAL TESTING
Tests were performed in accordance with USP 37-NF 32:2014 dimension test, tensile strength, sutures, absorbable surgical suture, and ASTM F1874-98 9 reapproved 2011 standard test method for bend testing of needles used in surgical sutures. All the test results have met their respective acceptance criteria.
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Image /page/7/Picture/0 description: The image shows the logo for Feeltech. The word "Feeltech" is written in a bold, sans-serif font, with the "t" in "Feeltech" replaced by a blue plus sign. A blue curved line is above the word "Feeltech". Below the word "Feeltech" is the text "(주) 필텍".
#3F, 4F, 15, Jayumuyeok2-gil, Gunsan-si. Jeollabuk-do. Korea Tel: +82 63 468 6626 Fax:+82 63 468 6623
# ANIMAL STUDIES (PERFORMANCE TESTING)
Animal studies were presented under an assessment of In-vivo biodegradation of absorbable Miracu™ suture Miracu™ in comparison with the predicate device TranQuill Barbed Device (reference samples predicate device) over time in Sprague-Dawley rat animal model system.
The study was carried out to evaluate the biodegradation of absorbable suture in Sprague-Dawley rats for a total of 12 weeks, after multiple 2 week interval examinations following necropsies. This study was performed in accordance with the USP 37 NF:2014 standards: absorbable surgical suture, tensile strength, sutures – diameter, and their acceptance criteria were met. Other parameters under investigation barb holding forces, residual tensile strength, and absorption (loss of mass) were demonstrated to reflect the biodegradation levels (indicators) over time were numerical determined. No significant differences between all test groups and reference groups (predicate device) in all necropsy groups were evident. The Miracu™ performance was substantially equivalent to the predicate device.
# CLINICAL STUDIES (PERFORMANCE TESTING)
Clinical studies were not performed nor required.
# IX. CONCLUSIONS
The device description, indications for use, technology, design of Miracu™ and the predicate device are similar, with the configuration differences described above. The performance testing data demonstrated substantial equivalence to the predicate device. This regulatory submission presents evidence and concludes this subject medical device, Miracu™ is substantially equivalent to the 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.