K250998 · Sanhe Lefis Electronics Co., Ltd. · GEX · Dec 19, 2025 · General, Plastic Surgery
Device Facts
Record ID
K250998
Device Name
CO2 Laser Therapy System (Model: LFS-D9U)
Applicant
Sanhe Lefis Electronics Co., Ltd.
Product Code
GEX · General, Plastic Surgery
Decision Date
Dec 19, 2025
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 878.4810
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The equipment is used for human tissue vaporization, coagulation in dermatology, plastic surgery, and general surgery. The Classical scanner is only for the treatment of wrinkles and skin resurfacing.
Device Story
CO2 Laser Therapy System (Model: LFS-D9U) utilizes 10.6 µm infrared laser for tissue vaporization and coagulation. Device comprises main unit, therapy head, light guide, and footswitch. Operated by clinicians in healthcare facilities/hospitals. Clinician selects parameters via touch screen; laser energy delivered through handpiece to target tissue. System includes Classical mode for skin resurfacing/wrinkles and Surgical mode (Continuous/Repetitive Pulses) for general surgical applications. Aiming beam (600-660nm) assists in targeting. Output affects tissue via thermal ablation/coagulation, facilitating surgical procedures or dermatological skin rejuvenation. Benefits include precise tissue management and controlled resurfacing.
Clinical Evidence
No clinical data. Bench testing only, including software verification/validation, biocompatibility (ISO 10993-5, -10, -23), and performance testing to verify laser energy delivery parameters.
Technological Characteristics
CO2 laser (10.6 µm); max power 30W. Aluminum alloy treatment head (short-term contact). Semiconductor aiming beam (600-660nm). Air cooling. Touch screen/footswitch control. Electrical safety: IEC 60601-1, IEC 60601-2-22. Laser safety: IEC 60825-1. EMC: IEC 60601-1-2. Reusable, non-sterile. Software: basic documentation level.
Indications for Use
Indicated for human tissue vaporization and coagulation in dermatology, plastic surgery, and general surgery; classical scanner indicated for wrinkle treatment and skin resurfacing.
Regulatory Classification
Identification
(1) A carbon dioxide laser for use in general surgery and in dermatology is a laser device intended to cut, destroy, or remove tissue by light energy emitted by carbon dioxide.(2) An argon laser for use in dermatology is a laser device intended to destroy or coagulate tissue by light energy emitted by argon.
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FDA U.S. FOOD & DRUG ADMINISTRATION
December 19, 2025
Sanhe LEFIS Electronics Co., Ltd.
Dandan Wang
Registered Manager
Building 11 #1-101, Phase 1, Zhongnan High tech· Yanjiao Science and Technology Innovation Smart Valley Industrial Park
Langfang, Hebei 065201
China
Re: K250998
Trade/Device Name: CO2 Laser Therapy System (Model: LFS-D9U)
Regulation Number: 21 CFR 878.4810
Regulation Name: Laser Surgical Instrument For Use In General And Plastic Surgery And In Dermatology
Regulatory Class: Class II
Product Code: GEX
Dated: March 26, 2025
Received: April 1, 2025
Dear Dandan Wang:
We have reviewed your section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (the Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database available at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
U.S. Food & Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993
www.fda.gov
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K250998 - Dandan Wang
Page 2
Additional information about changes that may require a new premarket notification are provided in the FDA guidance documents entitled "Deciding When to Submit a 510(k) for a Change to an Existing Device" (https://www.fda.gov/media/99812/download) and "Deciding When to Submit a 510(k) for a Software Change to an Existing Device" (https://www.fda.gov/media/99785/download).
Your device is also subject to, among other requirements, the Quality System (QS) regulation (21 CFR Part 820), which includes, but is not limited to, 21 CFR 820.30, Design controls; 21 CFR 820.90, Nonconforming product; and 21 CFR 820.100, Corrective and preventive action. Please note that regardless of whether a change requires premarket review, the QS regulation requires device manufacturers to review and approve changes to device design and production (21 CFR 820.30 and 21 CFR 820.70) and document changes and approvals in the device master record (21 CFR 820.181).
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting (reporting of medical device-related adverse events) (21 CFR Part 803) for devices or postmarketing safety reporting (21 CFR Part 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-reporting-combination-products); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR Part 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR Parts 1000-1050.
All medical devices, including Class I and unclassified devices and combination product device constituent parts are required to be in compliance with the final Unique Device Identification System rule ("UDI Rule"). The UDI Rule requires, among other things, that a device bear a unique device identifier (UDI) on its label and package (21 CFR 801.20(a)) unless an exception or alternative applies (21 CFR 801.20(b)) and that the dates on the device label be formatted in accordance with 21 CFR 801.18. The UDI Rule (21 CFR 830.300(a) and 830.320(b)) also requires that certain information be submitted to the Global Unique Device Identification Database (GUDID) (21 CFR Part 830 Subpart E). For additional information on these requirements, please see the UDI System webpage at https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance/unique-device-identification-system-udi-system.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to https://www.fda.gov/medical-devices/medical-device-safety/medical-device-reporting-mdr-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/medical-devices/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-devices/device-advice-comprehensive-regulatory-
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K250998 - Dandan Wang
Page 3
assistance/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,
TANISHA
L. HITHE -S
Digitally signed by
TANISHA L. HITHE -S
Date: 2025.12.19
22:59:09 -05'00"
Tanisha Hithe
Assistant Director
DHT4A: Division of General Surgery Devices
OHT4: Office of Surgical and
Infection Control Devices
Office of Product Evaluation and Quality
Center for Devices and Radiological Health
Enclosure
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FORM FDA 3881 (8/23)
Page 1 of 1
PSC Publishing Services (301) 443-6740
EF
| DEPARTMENT OF HEALTH AND HUMAN SERVICES Food and Drug Administration Indications for Use | Form Approved: OMB No. 0910-0120 Expiration Date: 07/31/2026 See PRA Statement below. |
| --- | --- |
| 510(k) Number (if known) K250998 | |
| Device Name CO2 Laser Therapy System (Model: LFS-D9U) | |
| Indications for Use (Describe) The equipment is used for human tissue vaporization, coagulation in dermatology, plastic surgery, and general surgery. The Classical scanner is only for the treatment of wrinkles and skin resurfacing. | |
| Type of Use (Select one or both, as applicable) ☑ Prescription Use (Part 21 CFR 801 Subpart D) ☐ Over-The-Counter Use (21 CFR 801 Subpart C) | |
| CONTINUE ON A SEPARATE PAGE IF NEEDED. | |
| This section applies only to requirements of the Paperwork Reduction Act of 1995. *DO NOT SEND YOUR COMPLETED FORM TO THE PRA STAFF EMAIL ADDRESS BELOW.* | |
| The burden time for this collection of information is estimated to average 79 hours per response, including the time to review instructions, search existing data sources, gather and maintain the data needed and complete and review the collection of information. Send comments regarding this burden estimate or any other aspect of this information collection, including suggestions for reducing this burden, to: Department of Health and Human Services Food and Drug Administration Office of Chief Information Officer Paperwork Reduction Act (PRA) Staff PRAStaff@fda.hhs.gov | |
| "An agency may not conduct or sponsor, and a person is not required to respond to, a collection of information unless it displays a currently valid OMB number." | |
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The assigned 510(k) Number: K250998
# 510(k) Summary
This 510(k) Summary of 510(k) safety and effectiveness information is being submitted in accordance with requirements of Title 21, CFR Section 807.92.
1. Date of Submission: 2025/12/17
2. Sponsor Identification
**Sanhe LEFIS Electronics Co., Ltd.**
Building 11 #1-101, Phase 1, Zhongnan High tech- Yanjiao Science and Technology Innovation Smart Valley Industrial Park 1, South Side of Liushan Street and West Side of Gushan West Road, Yanjiao High tech Zone, Sanhe City, 065201 Langfang City, Hebei Province, China
Contact Person: Dandan Wang
Position: Registered Manager
Tel: +86-18131561031
Email: 597782121@qq.com
3. Designated Submission Correspondent
Ms. Dandan Wang
Tel: +86-18131561031
Fax: +86-316-3096027
Email: 597782121@qq.com
4. Identification of Proposed Device
Trade Name: CO2 Laser Therapy System (Model: LFS-D9U)
Common Name: Surgical Laser Device
**Regulatory Information**
Classification Name: Laser Surgical Instrument for Use In General And Plastic Surgery And In Dermatology
Classification: II
Product Code: GEX
Regulation Number: 21CFR 878.4810
Review Panel: General & Plastic Surgery
5. Indication For Use Statement:
The equipment is used for human tissue vaporization, coagulation in dermatology, plastic surgery, and general surgery. The classical scanner is only for the treatment of wrinkles and skin resurfacing.
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6. Environment of Use
healthcare facility/hospital
7. Device Description
CO2 Laser Therapy System (Model: LFS-D9U) uses infrared beam with a wavelength of 10.6 µm for human tissue vaporization, coagulation in dermatology, plastic surgery, and general surgery. The classical scanner is only for the treatment of wrinkles and skin resurfacing. The device comprises a main unit, therapy head, light guide system, and footswitch.
8. Materials
| Components | Material | Category | Contact Level | Contact Duration |
| --- | --- | --- | --- | --- |
| Treatment Head | Al Alloy | Surface device | Intact skin | Short-term (<24h) |
The treatment hand piece used in the system has passed the Biocompatibility test. For details, please refer to "Biocompatibility Discussion".
9. Identification of Predicate Device(s)
510(k) Number: K191518
Product Name: CO2 Laser System (Model: GP900F)
Manufacturer: SHENZHEN GSD TECH CO., LTD
Reference Device 1: K201109
Product Name: CO2 Laser Therapy System
Manufacturer: Shanghai Apolo Medical Technology Co., Ltd.
Reference Device 2: K162169
Product Name: EdgeOne CO2 Laser
Manufacturer: Jeisys Medical Inc.
10. Non-Clinical Test Conclusion
Non-clinical tests were conducted to verify that the proposed device met all design specifications as was Substantially Equivalent (SE) to the predicate device. The test results demonstrated that the proposed device complies with the following standards:
> ANSI/AAMI ES60601-1:2005, ES60601-1:2005/AMD1:2012, ES60601-1:2005/AMD2:2021
Medical electrical equipment - Part 1: General requirements for basic safety and essential performance
> IEC 60601-1-2 Edition 4.1 2020-09, Medical electrical equipment - Part 1-2: General requirements
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for basic safety and essential performance - Collateral Standard: Electromagnetic disturbances - Requirements and tests
- IEC 60601-2-22 2019 Medical electrical equipment - Part 2-22: Particular requirements for basic safety and essential performance of surgical, cosmetic, therapeutic and diagnostic laser equipment
- IEC 60825-1 2014 Safety of laser products - Part 1: Equipment classification, and requirements
The body-contacting components of this device are the treatment head. The biocompatibility evaluation for the CO2 Laser Systems was conducted in accordance with the FDA guidance "Use of International Standard ISO 10993-1, 'Biological evaluation of medical devices -Part 1: Evaluation and testing within a risk management process'". The treatment head is considered skin and subcutaneous tissue contacting for a duration of less than 24 hours. The biocompatible testing included In Vitro Cytotoxicity, Skin Sensitization and Intracutaneous Reactivity was conducted in compliance with:
- ISO 10993-5: 2009 Biological Evaluation of Devices -- Part 5: Tests For In Vitro Cytotoxicity
- ISO 10993-10:2021 Biological evaluation of medical devices - Part 10: Tests for skin sensitization.
- ISO 10993-23:2021 Biological evaluation of medical devices — Part 23: Tests for irritation.
We have also conducted:
- Software verification and validation test according to the requirements of the FDA Guidance "Content of Premarket Submissions for Device Software Functions". The software for this device requires basic documentation level. Software validation demonstrated that the software functions as specified in the software requirement specifications.
- Bench performance testing to show that the device delivers set laser energy parameters within specifications.
Sterilization and Shelf-Life
The proposed device is not provided sterile and does not need to be sterilized. The handpiece and the body are cleaned with a soft cloth moistened with isopropyl alcohol or ethanol of 75% strength or higher. The proposed device is reusable and does not have a restricted shelf-life.
11. Technological characteristics and substantial equivalence:
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Table 1 General Comparison
| ITEM | Proposed Device K250998 | Predicate Device K191518 | Reference Device 1 K201109 | Reference Device 2 K162169 | Remark |
| --- | --- | --- | --- | --- | --- |
| Device Name | CO2 Laser Therapy System | CO2 Laser System (Model: GP900F) | CO2 Laser Therapy System | EdgeOne CO2 Laser | / |
| Manufacturer | Sanhe LEFIS Electronics Co., Ltd. | SHENZHEN GSD TECH CO., LTD | Shanghai Apolo Medical Technology Co., Ltd. | Jeisys Medical Inc. | / |
| Product Code | GEX | GEX | GEX | GEX, ONG | Same |
| Class | Class II | Class II | Class II | Class II | Same |
| Regulation No. | 21 CFR 878.4810 | 21 CFR 878.4810 | 21 CFR 878.4810 | 21 CFR 878.4810 | Same |
| Intended Use | The equipment is used for human tissue vaporization, coagulation in dermatology, plastic surgery, and general surgery. The Classical scanner is only for the treatment of wrinkles and skin resurfacing. | The equipment is used for human tissue vaporization, coagulation in dermatology, plastic surgery, and general surgery. The Classical scanner is only for the treatment of wrinkles and skin resurfacing. | The CO2 Laser Therapy System is used for body soft tissue vaporization and coagulation in dermatology and plastic surgery, general surgery, gynecology. | It is indicated for incision, excision, ablation, vaporization and coagulation of body soft tissues in medical specialties including aesthetic (dermatology and plastic surgery), podiatry, otolaryngology (ENT), gynaecology, neurosurgery, orthopaedics, general and thoracic surgery (including open and endoscopic), dental and oral surgery and genitourinary surgery. The use with the scanning unit is indicated | Same |
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Table 2 Performance Comparison
| | | | | for ablative skin resurfacing. | |
| --- | --- | --- | --- | --- | --- |
| Indication for use | Prescription Use | Prescription Use | Prescription Use | Prescription Use | Same |
| ITEM | Proposed Device K250998 | Predicate Device K191518 | Reference Device 1 K201109 | Reference Device 2 K162169 | Remark |
| --- | --- | --- | --- | --- | --- |
| Laser Medium | CO2 | CO2 | CO2 | CO2 | Same |
| Wavelength | 10600nm | 10600nm | 10600nm | 10600nm | Same |
| Output Power (Maximum) | 30W | 30W | HS-411: 1~35W HS-411A: 1~55W | 30W | Same |
| Work Mode | Classical mode, and Surgical Mode (Continuous, Repetitive Pulses) | Classical mode, Surgical mode (Single Pulse, Continuous, Muti-Pulse) | Fractional mode, normal mode and vaginal (CW, Single, Pulse, S.pulse, U.pulse) | Fractional mode, normal mode (CW, Pulse, Single Pulse, Repeat, Group pulse, Ultra) | Analysis 1 |
| Classical Pulse Energy | 1mJ~300mJ | 0.1mJ~300mJ | 1mJ~300mJ | 1mJ~300mJ | Same |
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| Spot Size | 0.5mm | 0.5mm | 150um (fractional) | 120um, 350um, 800um | Same as K191518 |
| --- | --- | --- | --- | --- | --- |
| Scan Area Size | 2.0X2.0mm-20X20mm | / | 2.0X2.0mm-20X20mm | 15mmX15mm | Same as K201109 |
| Spot density | DPA/ cm2: 16, 25, 36, 49, 64, 81, 100, 121, 144, 169, 196, 225, 256, 289, 324, 361, 400 dots. | / | DPA/ cm2: 25, 36, 49, 64, 81, 100, 121, 144, 169, 196, 225, 256, 289, 324, 361, 400, 441, 484, 529, 784, 1024, 1521, 2025, 2500, 3025 dots. | Spot density 0-42.4% | Within range of K201109 |
| Pulse Width | Classical mode: 1-10ms; Normal Mode: 1 ms~500 ms | Classical mode: 0.1ms~10ms Surgical mode: 0.5ms~1000ms | Single mode: 10~500 ms Pulse: On time:5~500 ms Pulse:Off time: 1~500 ms S.Pulse: On time:1~4 ms S.Pulse:Off time: 1~100 ms U.Pulse: On time:0.1~0.9 ms U.Pulse:Off time: 1~100 ms | 1-1000ms | Analysis 2 |
| Repetition Rate | 10-500Hz | 10-500Hz | / | 10-500Hz | Same |
| Aiming Beam | Semiconductor laser, 600nm-660nm | Red diode laser 650nm±10nm | Semiconductor Laser LD 650nm | Diode laser (Red) 655 +/- 10nm | Similar |
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| Max.Aimig BeamPower | 5mW | 5mW | 2mW | 1mW | Similar |
| --- | --- | --- | --- | --- | --- |
| Laser Class | Class 4 | Class 4 | Class 4 | Class 4 | Same |
| Cooling method for treated skin | Air cooling | Air cooling | / | Water cooling | Similar |
| Control System | Touch screen, footswitch | Touch screen, footswitch | Touch screen, footswitch | Touch screen, footswitch | Same |
| Power Input | 110VAC, 60Hz | 110-240VAC, 50-60Hz | / | 230V~, 50/60Hz, | Same |
| Weight | 65Kg | 46Kg | / | / | Similar |
| Dimensions | 550*430*1200mm | 480mm*380mm*1053mm | / | / | Similar |
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Table 3 Safety Comparison
| ITEM | Proposed Device | Predicate Device K191518 | Reference Device 1 K201109 | Reference Device 2 K162169 | Remark |
| --- | --- | --- | --- | --- | --- |
| Biocompatibility | Passed the test as per ISO 10993-5, ISO 10993-10, ISO10993-23 | Passed the test as per ISO 10993-5 and ISO 10993-10 | Passed the test as per ISO 10993-5 and ISO 10993-10 | Passed the test as per ISO 10993-5 and ISO 10993-10 | Same |
| Patient Contact Sites | Skin | Skin | Skin | Skin | Same |
| Electrical Safety | Comply with IEC 60601-1, IEC 60601-2-22 | Comply with IEC 60601-1, IEC 60601-2-22 | Comply with IEC 60601-1, IEC 60601-2-22 | Comply with IEC 60601-1, IEC 60601-2-22 | Same |
| EMC | Comply with IEC 60601-1-2 | Comply with IEC 60601-1-2 | Comply with IEC 60601-1-2 | Comply with IEC 60601-1-2 | Same |
| Laser Safety | Comply with IEC 60601-2-22, IEC 60825 | Comply with IEC 60601-2-22, IEC 60825 | Comply with IEC 60601-2-22, IEC 60825 | Comply with IEC 60601-2-22, IEC 60825 | Same |
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Analysis 1: Working Mode
The differences between working modes are merely in terms of descriptions. The parameter values and intended uses are consistent. The correspondence of the two modes is as follows.
| ITEM | Proposed Device | Predicate Device1 K191518 | Note |
| --- | --- | --- | --- |
| Work Mode | Surgical Mode (Continuous, Repetitive Pulses) | Surgical mode (Single Pulse, Continuous, Muti-Pulse) | We have two modes, Continuous and Repetitive Pulses, which are within the scope of the Predicate device. Repetitive Pulses and Multi - Pulse are just different in wording |
Analysis 2: Pulse Width
Classical mode: Matches the Predicate Device (K191518: Classical mode, 0.1–10 ms) – the slight lower bound difference (0.1 ms vs. 1 ms) is clinically insignificant, as both ranges fall within the safe and effective window for skin resurfacing, avoiding excessive thermal damage or ineffective tissue ablation.
Normal mode: Aligns with the Predicate Device (K191518: Surgical mode, 0.5–1000 ms) – the Proposed Device’s 1–500 ms range is a subset of the Predicate’s range, ensuring no higher risk of thermal injury. Reference Device 2 (K162169: 1–1000 ms) has a wider range, but the Proposed Device’s range is fully contained within it, guaranteeing equivalent safety and effectiveness. Reference Device 1 (K201109) lists multiple pulse width sub-modes (e.g., Single Pulse: 10–500 ms; U.Pulse: 0.1–0.9 ms), all of which overlap with the Proposed Device’s ranges. So this difference will not affect safety and effectiveness of the proposed device.
Conclusion:
CO2 Laser System is substantial equivalent to the predicate device.
12. Clinical Test Conclusion
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No clinical study is included in this submission.
13. Substantially Equivalent(SE) Conclusion
The CO2Laser Therapy System has the same intended use, similar indications for use, the same technological characteristics, the same energy used, and the same operating principles as its predicates. The non-clinical data and performance testing reports in this submission demonstrate that CO2Laser Therapy System meets the expected performance requirements. Any difference between the subject and predicate device do not raise new issues of safety or effectiveness. Based on above analysis, the CO2Laser System is substantial equivalent to the cited predicate device.
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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.