ITOTAL CRUCIATE RETAINING (CR) KNEE REPLACEMENT SYSTEM
K122991 · Conformis, Inc. · JWH · Dec 20, 2012 · Orthopedic
Device Facts
Record ID
K122991
Device Name
ITOTAL CRUCIATE RETAINING (CR) KNEE REPLACEMENT SYSTEM
Applicant
Conformis, Inc.
Product Code
JWH · Orthopedic
Decision Date
Dec 20, 2012
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 888.3560
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The iTotal® CR Knee Replacement System is intended for use as a total knee replacement in patients with knee joint pain and disability whose conditions cannot be solely addressed by the use of a prosthetic device that treats only one or two of the three knee compartments, such as a unicondylar, patellofemoral or bicompartmental prosthesis. The Indications for Use include: Painful joint disease due to osteoarthritis, traumatic arthritis, rheumatoid arthritis or osteonecrosis of the knee. Post traumatic loss of joint function. Moderate varus, valgus or flexion deformity in which the ligamentous structures can be returned to adequate function and stability. Failed osteotomies, hemiarthroplasties, and unicondylar, patellofemoral or bicompartmental implants. The implant is intended for cemented use only.
Device Story
Patient-specific tricompartmental posterior cruciate ligament (PCL) retaining knee replacement system; consists of femoral, tibial, and patellar components. Inputs: patient CT or MR imaging. Transformation: proprietary software (iTotalWorks v4.0, iTotalTib v1.0) designs patient-specific implants and ancillary instrumentation to match patient anatomy. Output: custom-fit CoCrMo femoral/tibial components and UHMWPE patellar component/inserts; patient-specific nylon surgical jigs. Used in clinical settings by orthopedic surgeons for cemented implantation. Benefits: bone-preserving approach; improved fit via patient-specific design; guides bone resection intra-operatively.
Clinical Evidence
Bench testing only. No clinical data was required to demonstrate substantial equivalence. Evidence consists of detailed device description and software verification and validation testing for iTotalWorks v4.0 and iTotalTib v1.0.
Indicated for patients with knee joint pain and disability requiring total knee replacement due to osteoarthritis, traumatic arthritis, rheumatoid arthritis, osteonecrosis, post-traumatic loss of function, moderate varus/valgus/flexion deformity, or failed prior partial knee implants. Contraindicated for patients whose conditions can be addressed by unicondylar, patellofemoral, or bicompartmental prostheses.
Regulatory Classification
Identification
A knee joint patellofemorotibial polymer/metal/polymer semi-constrained cemented prosthesis is a device intended to be implanted to replace a knee joint. The device limits translation and rotation in one or more planes via the geometry of its articulating surfaces. It has no linkage across-the-joint. This generic type of device includes prostheses that have a femoral component made of alloys, such as cobalt-chromium-molybdenum, and a tibial component or components and a retropatellar resurfacing component made of ultra-high molecular weight polyethylene. This generic type of device is limited to those prostheses intended for use with bone cement (§ 888.3027).
Predicate Devices
ConforMIS iTotal CR Knee Replacement System (K094050)
ConforMIS iTotal CR Knee Replacement System (K103117)
ConforMIS iTotal CR Knee Replacement System (K112780)
ConforMIS iTotal CR Knee Replacement System (K113378)
ConforMIS iTotal CR Knee Replacement System (K120068)
ConforMIS iTotal CR Knee Replacement System (K120316)
Submission Summary (Full Text)
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K122991
#### 5.0 510(K) SUMMARY (PAGE 1 OF 5)
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# DEC 2 0 2012
| Submitter's Name and<br>Address: | ConforMIS Inc.<br>11 North Avenue<br>Burlington, MA 01803 |
|----------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Establishment<br>Registration Number: | 3004153240 |
| Date of Summary: | September 24, 2012 |
| Contact Person:<br>Telephone Number:<br>Fax Number: | Amita S. Shah, Vice President, Regulatory and Quality Affairs<br>(781) 345-9164<br>(781) 345-0104 |
| Name of the Device: | ConforMIS iTotal® CR Knee Replacement System (KRS) |
| Common or Usual<br>Name: | Cruciate Retaining Total Knee Replacement<br>System |
| Classification Name: | Knee joint patellofemorotibial polymer/metal/polymer semi-<br>constrained cemented prosthesis |
| Indications for Use: | The iTotal® CR Knee Replacement System (KRS) is intended<br>for use as a total knee replacement in patients with knee joint<br>pain and disability whose conditions cannot be solely<br>addressed by the use of a prosthetic device that treats only one<br>or two of the three knee compartments, such as a unicondylar,<br>patellofemoral or bicompartmental prosthesis. The Indications<br>for Use include:<br>Painful joint disease due to osteoarthritis, traumatic<br>arthritis, rheumatoid arthritis or osteonecrosis of the knee. Post traumatic loss of joint function. Moderate varus, valgus or flexion deformity in which the<br>ligamentous structures can be returned to adequate<br>function and stability. Failed osteotomies, hemiarthroplasties, and unicondylar,<br>patellofemoral or bicompartmental implants. The implant is intended for cemented use only. |
| Identification of the<br>Legally Marketed<br>Device<br>(Predicate Device): | ConforMIS iTotal CR Knee Replacement System (KRS)<br>Device Class: II<br>Product Code: JWH, OOG<br>Regulation Number: 21 CFR 888.3560<br>510(k) Number: K094050, K103117, K112780, K113378,<br>K120068, and K120316 |
Traditional 510(k) — Modified iTotal® CR Knee Replacement System — lTotalTib v1.0/iTotalWorks v4.0
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### 510(K) SUMMARY (PAGE 2 OF 5)
Device Description:
The iTotal CR Knee Replacement System (hereafter referred to as the "iTotal CR KRS") is a patient-specific tricompartmental faceted posterior cruciate ligament (PCL) retaining knee replacement system. The iTotal CR KRS is a semi-constrained cemented knee implant which consists of a femoral, tibial, and patellar component. The product design incorporates a bone preserving approach with minimal bone resection of the tibia and femur for the treatment of severe pain and/or disability of a knee damaged by osteoarthritis or trauma.
Using patient imaging (either CT or MR scans) and a combination of proprietary and off the shelf software a patientspecific implant and related instrumentation are designed, that best meet the geometric and anatomic requirements of the specific patient. The femoral component is manufactured from cobalt chromium molybdenum ("CoCrMo") alloy. The tibial component includes a metal tray manufactured from CoCrMo alloy and either one or two polyethylene inserts manufactured from UHMWPE of identical configuration. The patellar component is manufactured from UHMWPE
For user convenience, and similar to the predicate iTotal CR KRS, accessory orthopedic manual surgical instruments designed for use with the modified iTotal CR KRS are provided to assist with implantation. The ancillary instruments are provided sterile and for single-use only. These patient-specific instruments are provided to assist in the positioning of total knee replacement components intra-operatively and in guiding of the cutting of bone.
The function and general design features of the patient-specific ancillary instruments remain similar to those described in the predicate 510k notifications i.e. K094050, K103117, K112780, K113378, K120068, and K120316
The product subject of this premarket notification is substantially equivalent to the Total Cruciate Retaining Knee Replacement System (K094050 cleared September 16, 2010, K103117 cleared January 07, 2011, K112780 cleared December 15, 2011, K113378 cleared February 15, 2012, K120068 cleared February 03, 2012, and K120316 cleared April 19, 2012. The following testing was performed to establish substantial equivalence:
- Software verification and validation testing of . proprietary software
Substantial
Equivalence:
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# 510(K) SUMMARY (PAGE 3 OF 5)
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### Device Comparison
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| Characteristic | Predicate<br>iTotal CR Knee Replacement<br>System<br>(K112780 & K120316) | Modified Device<br>iTotal CR Knee Replacement<br>System<br>(This submission) |
|------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Indication for<br>Use | The iTotal® CR Knee Replacement<br>System is intended for use as a<br>total knee replacement in patients<br>with knee joint pain and disability<br>whose conditions cannot be solely<br>addressed by the use of a<br>prosthetic device that treats only<br>one or two of the three knee<br>compartments, such as a<br>unicondylar, patellofemoral or<br>bicompartmental prosthesis. The<br>indications for use include:<br>• Painful joint disease due to<br>osteoarthritis, traumatic<br>arthritis, rheumatoid<br>arthritis or osteonecrosis of<br>the knee.<br>• Post traumatic loss of joint<br>function.<br>• Moderate varus, valgus or<br>flexion deformity in which<br>the ligamentous structures<br>can be returned to<br>adequate function and<br>stability.<br>• Failed osteotomies,<br>hemiarthroplasties, and<br>unicondylar, patellofemoral<br>or bicompartmental<br>implants. | The iTotal® CR Knee Replacement<br>System is intended for use as a<br>total knee replacement in patients<br>with knee joint pain and disability<br>whose conditions cannot be solely<br>addressed by the use of a<br>prosthetic device that treats only<br>one or two of the three knee<br>compartments, such as a<br>unicondylar, patellofemoral or<br>bicompartmental prosthesis. The<br>indications for use include:<br>• Painful joint disease due to<br>osteoarthritis, traumatic<br>arthritis, rheumatoid<br>arthritis or osteonecrosis of<br>the knee.<br>• Post traumatic loss of joint<br>function.<br>• Moderate varus, valgus or<br>flexion deformity in which<br>the ligamentous structures<br>can be returned to<br>adequate function and<br>stability.<br>• Failed osteotomies,<br>hemiarthroplasties, and<br>unicondylar, patellofemoral<br>or bicompartmental<br>implants. |
| | The iTotal KRS is intended for<br>cemented use only | The implant is intended for<br>cemented use only |
| Intended for<br>Cement Use<br>Only | Yes | Yes |
| Product<br>Classification | 21 CFR 888.3560 (JWH) | 21 CFR 888.3560 (JWH) |
| Components | • Femoral Component<br>• Metal Backed Tibial<br>Component<br>• Patellar component | • Femoral Component<br>• Metal Backed Tibial<br>Component<br>• Patellar component |
| Characteristic | Predicate<br>iTotal CR Knee Replacement<br>System<br>(K112780 & K120316) | Modified Device<br>iTotal CR Knee Replacement<br>System<br>(This submission) |
| Materials | Femoral Implant: CoCrMo<br>Metal Backed Tibial<br>Components:<br>Tibial tray: CoCrMo Tibial Inserts:<br>UHMWPE All Polymer Patellar<br>Component: UHMWPE | Femoral Implant: CoCrMo<br>Metal Backed Tibial<br>Components:<br>Tibial tray: CoCrMo Tibial Inserts:<br>UHMWPE All Polymer Patellar<br>Component: UHMWPE |
| Design | Knee joint patellofemorotibial semi-<br>constrained cemented prosthesis | Knee joint patellofemorotibial semi-<br>constrained cemented prosthesis |
| Principle of<br>Operation | Cemented Use fixed Bearing<br>Design | Cemented Use fixed Bearing<br>Design |
| Patient<br>Matched | Yes | Yes |
| Posterior<br>Cruciate<br>Ligament (PCL)<br>Sparing | Yes | Yes |
| Instrumentation | Patient-specific Nylon jigs | Patient-specific Nylon jigs |
| Proprietary<br>Software for<br>Femoral<br>Components | iTotalWorks version 3.0 | iTotalWorks version 4.0 |
| Proprietary<br>Software for<br>Tibial<br>Components | N/A - manual process | iTotalTib version 1.0 or manual<br>process |
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## K122991
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## 510(K) SUMMARY (PAGE 4 OF 5)
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# 510(K) SUMMARY (PAGE 5 OF 5)
| Description of<br>Testing: | Nonclinical Testing: The determination of substantial<br>equivalence for this device was based on a detailed device<br>description. The following non-clinical laboratory testing was<br>performed demonstrating that the device is safe and can be<br>considered substantially equivalent to the predicate device for<br>the intended use:<br>Detailed software description and software verification<br>and validation testing of proprietary software<br>iTotalWorks Detailed software description and software verification<br>and validation testing of proprietary software iTotalTib |
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| Safety and<br>Performance: | The determination of substantial equivalence for this device was<br>based on a detailed device description. Non-clinical laboratory<br>testing was performed demonstrating that the device is safe and<br>can be considered substantially equivalent to the predicate<br>device for the intended use. Clinical data is not necessary to<br>demonstrate substantial equivalence. |
| Conclusion: | Based on the testing conducted it is concluded that the iTotal<br>Cruciate Retaining Knee Replacement System with the use of<br>the iTotalWorks v4.0 and iTotalTib v1.0 production software is<br>substantially equivalent to the iTotal Cruciate Retaining Knee<br>Replacement System (K094050 cleared September 16, 2010,<br>K103117 cleared January 07, 2011 and K112780 cleared Dec<br>15, 2011, K113378 cleared February 15, 2012, K120068<br>cleared February 03, 2012, and K120316 cleared April 19,<br>2012) |
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Image /page/5/Picture/0 description: The image shows the logo for the U.S. Department of Health and Human Services. The logo consists of a circular seal with the words "DEPARTMENT OF HEALTH & HUMAN SERVICES • USA" arranged around the perimeter. Inside the circle is a stylized design featuring a symbol that resembles an abstract human figure or a caduceus, which is a traditional symbol of medicine.
#### DEPARTMENT OF HEALTH & HUMAN SERVICES
Public Health Service
Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
Letter dated: December 20, 2012.
ConforMIS, Incorporated % Ms. Amita S. Shah Vice President, Regulatory and Quality Affairs 11 North Avenue Burlington, Massachusetts 01803
Re: K122991
Trade/Device Name: ConforMIS® iTotal Cruciate Retaining (CR) Knee Replacement System (iTotal CR KRS)
Regulation Number: 21 CFR 888.3560
Regulation Name: Knee joint patellofemorotibial polymer/metal/polymer semi-constrained cemented prosthesis
Regulatory Class: Class II Product Code: JWH, OOG Dated: September 24, 2012 Received: September 26, 2012
Dear Ms. Shah:
We have reviewed your Section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21
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#### Page 2 - Ms. Amita S. Shah
CFR Part 807); labeling (21 CFR Part 801); medical device reporting (reporting of medical device-related adverse events) (21 CFR 803); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820); and if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
If you desire specific advice for your device on our labeling regulation (21 CFR Part 801), please go to http://www.fda.gov/AboutFDA/CentersOffices/CDRH/CDRHOffices/ucm115809.htm for the Center for Devices and Radiological Health's (CDRH's) Office of Compliance. Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21CFR Part 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to
http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm for the CDRH's Office of Surveillance and Biometrics/Division of Postmarket Surveillance.
You may obtain other general information on your responsibilities under the Act from the Division of Small Manufacturers, International and Consumer Assistance at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/Resourcesfor You/Industry/default.htm.
Sincerely yours,
# Mark N. Melkerson
Mark N. Melkerson · Director Division of Orthopedic Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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#### Indications for Use
510(k) Number (if known): K122991
#### Device Name:
ConforMIS® iTotal Cruciate Retaining (CR) Knee Replacement System (iTotal CR KRS)
Indications for Use:
The iTotal® CR Knee Replacement System is intended for use as a total knee replacement in patients with knee joint pain and disability whose conditions cannot be solely addressed by the use of a prosthetic device that treats only one or two of the three knee compartments, ucy as a unicondylar, patellofemoral or bicompartmental prosthesis.
The Indications for Use include:
- Painful joint disease due to osteoarthritis, traumatic arthritis, rheumatoid arthritis or . osteonecrosis of the knee.
- . Post traumatic loss of joint function.
- Moderate varus, valgus or flexion deformity in which the ligamentous structures can be . returned to adequate function and stability.
- Failed osteotomies, hemiarthroplasties, and unicondylar, patellofemoral or bicompartmental . implants.
The implant is intended for cemented use only
Prescription Use (Part 21 CFR 801 Subpart D)
AND/OR
Over-The-Counter Use (21 CFR 801 Subpart C)
(PLEASE DO NOT WRITE BELOW THIS LINE-CONTINUE ON ANOTHER PAGE OF NEEDED)
Concurrence of CDRH, Office of Device Evaluation (ODE)
Krishna Asundi
Division of Orthopedic Devices
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.
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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.
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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.
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.
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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.