K121123 · Rocky Mountain Biosystems, Inc. · IMJ · Mar 10, 2014 · Physical Medicine
Device Facts
Record ID
K121123
Device Name
BIOFUSIONARY BEBE
Applicant
Rocky Mountain Biosystems, Inc.
Product Code
IMJ · Physical Medicine
Decision Date
Mar 10, 2014
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 890.5290
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The Biofusionary Bebe System is indicated to be used to generate deep heat within body tissues for treatment of selected medical conditions such as relief of pain, muscle spasms, and joint contractures, but not for the treatment of malignancies.
Device Story
Biofusionary Bebe is a shortwave diathermy device for deep tissue heating. It uses a hand-held coil-shaped antenna to generate electromagnetic energy at 27.1 MHz, inducing eddy currents in tissue that produce localized heat via resistance. The system includes a main console (RF generator, control module), footswitch, recirculating chiller, and hand piece with a 3 cm tip. Operated by clinicians in a clinical setting, the device requires manual positioning (no hands-free operation). The clinician uses timer settings and protocols to manage treatment. Patient feedback is essential to monitor sensation and prevent excessive warming. The device provides therapeutic heat to aid in pain management, muscle spasm reduction, and joint contracture treatment.
Clinical Evidence
Bench testing included heating characterization on tissue phantoms and ex vivo porcine skin, demonstrating therapeutic temperatures (40°C) reached within 5-13 minutes at depths of 0-2 cm. In vivo rat studies and two feasibility clinical studies were conducted to evaluate safety and effectiveness. A usability study with naive users confirmed that instructions were adequate for safe device operation. Occupational safety was verified against IEEE 95.1-2005 standards.
Technological Characteristics
Shortwave diathermy device operating at 27.1 MHz. Employs an induction coil antenna for electromagnetic energy delivery. Features a 3 cm diameter hand piece tip. System includes RF generator, control module, and recirculating chiller. Complies with ISO 13485, ISO 14971, ISO 10993-1, and various IEC/CISPR standards for electrical safety and EMC. Software is classified as a programmable electronic system (IEC 60601-1-4).
Indications for Use
Indicated for patients requiring deep tissue heating for pain relief, muscle spasms, and joint contractures. Contraindicated for the treatment of malignancies.
Regulatory Classification
Identification
A nonthermal shortwave therapy is a prescription device that applies to the body pulsed electromagnetic energy in the RF bands of 13.56 MHz or 27.12 MHz and that is intended for adjunctive use in the palliative treatment of postoperative pain and edema of soft tissue by means other than the generation of deep heat within body tissues as described in paragraph (a) of this section.
Special Controls
*Classification: Class II (special controls).* The device is classified as class II. The special controls for this device are:(i) Components of the device that come into human contact must be demonstrated to be biocompatible.
(ii) Appropriate analysis/testing must demonstrate that the device is electrically safe and electromagnetically compatible in its intended use environment.
(iii) Non-clinical performance testing must demonstrate that the device performs as intended under anticipated conditions of use. Non-clinical performance testing must characterize the output waveform of the device and demonstrate that the device meets appropriate output performance specifications. The output characteristics and the methods used to determine these characteristics, including the following, must be determined:
(A) Peak output power;
(B) Pulse width;
(C) Pulse frequency;
(D) Duty cycle;
(E) Characteristics of other types of modulation that may be used;
(F) Average measured output powered into the RF antenna/applicator;
(G) Specific absorption rates in saline gel test load or other appropriate model;
(H) Characterization of the electrical and magnetic fields in saline gel test load or other appropriate model for each RF antenna and prescribed RF antenna orientation/position; and
(I) Characterization of the deposited energy density in saline gel test load or other appropriate model.
(iv) A detailed summary of the clinical testing pertinent to use of the device to demonstrate the effectiveness of the device in its intended use.
(v) Labeling must include the following:
(A) Output characteristics of the device;
(B) Recommended treatment regimes, including duration of use; and
(C) A detailed summary of the clinical testing pertinent to the use of the device and a summary of the adverse events and complications.
(vi) Nonthermal shortwave therapy devices marketed prior to the effective date of this reclassification must submit an amendment to their previously cleared premarket notification (510(k)) demonstrating compliance with these special controls.
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# MAR 1 0 2014
# Section 5: 510(k) Summary
#### K121123 510(k)#
## General Information
| Classification | Class II |
|--------------------|-------------------------------------------------------------------------------------------------------------------------------|
| Trade Name | Biofusionary Bebe™ System |
| Product Code: | IMJ |
| Regulation Number: | 21 CFR 890.5290 |
| Common Name: | Shortwave Diathermy |
| Submitter | Rocky Mountain Biosystems, Inc<br>3930 Youngfield Street<br>Wheat Ridge, CO 80033<br>Tel: (303)277-1140<br>Fax: (303)277-1150 |
| Contact | Kevin Marchitto, Ph.D. |
| Date: | March 5, 2014 |
## Intended Use
The Biofusionary Bebe System is indicated to be used to generate deep heat within body tissues for treatment of selected medical conditions such as relief of pain, muscle spasms, and joint contractures, but not for the treatment of malignancies.
# Predicate Device(s)
Chattanooga Group-Intelect SWD 100, K083433
# Device Description
The Biofusionary Bebe is used for diathermic heating of tissue. The Biofusionary Bebe hand piece tip is comprised of a coil shaped antenna which directs the flow of current parallel to the tissue surface, without contacting the tissue surface, thereby directing the magnetic component of the electromagnetic energy into tissue to result in the formation of eddy currents in tissue. These eddy currents encounter resistance, leading to localized heating.
# Materials
The Biofusionary Bebe is comprised of the following main components: Main console containing the major electrical components including:
- Radiofrequency (RF) generator .
- Control module .
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- Footswitch .
- Recirculating chiller .
- Isolation transformer .
- Connection ports for hand piece, footswitch and power cord .
Hand piece incorporating:
- Treatment tip .
- Umbilical connection to main console. .
All materials used in the manufacture of the Biofusionary Bebe are suitable for this use and have been used in numerous, previously cleared products.
#### Testing
Product testing was conducted to evaluate conformance to product specification. The results showed the system met specification.
Additionally, the product passed numerous bench studies where heating capabilities were evaluated; these include bench top studies on tissue phantoms and samples of ex vivo porcine skin tissue, in vivo studies on rats and two clinical studies completed to further determine feasibility and safety and effectiveness.
In heating characterization studies, phantoms were used to mimic treatment sites. A heating treatment protocol described in the User Manual resulted in reaching a therapeutic level of 40 °C in approximately 5 minutes at the surface. · A temperature of 40 °C was reached within 5 to 10 minutes at 1cm and within 8 to 13 minutes at 2 cm. The surface of the phantom did not exceed 45 ℃ for the duration of the study.
A usability study was conducted in which naive users were first instructed to review the User Manual and protocols for use of the device, followed by actual use of the device in a mock setting. The users were questioned and observed. The results of the study indicated that the instructions were adequate. The users understood the instructions and could apply the device according to the instructions.
Occupational testing for safe levels of exposure to electromagnetic energy was performed in accordance with the safety standard IEEE 95.1-2005.
| # | Standards # | Standards<br>Organization | Standards Title | Version | date |
|----|-----------------------------------------------------------------------------|---------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------|-----------|
| 1 | 13485 | ISO | Medical Devices - Quality<br>Management Systems -<br>Requirements for regulatory<br>purposes | 2003 | 1/16/2012 |
| 2 | 14971 | ISO | Medical Devices - Risk Management<br>- Part 1: Application of risk analysis | 2007 | 1/16/2012 |
| 3 | 10993-1 | ISO | Biological Evaluation of Medical<br>Devices - Part 1 - Evaluation and<br>Testing | 2009 | 1/16/2012 |
| 4 | EN 60601-1 (1990)<br>+A1 (1993)<br>+A2 (1995)<br>+A12 (1993)<br>+A13 (1996) | IEC | Medical electrical equipment -<br>General requirements for safety | 60601-1<br>(1990)<br>+A1 (1993)<br>+A2 (1995)<br>+A12 (1993) | 1/16/2012 |
| | +Corrigenda (July<br>1994) | | | +A13 (1996)<br>+Corrigenda<br>(July 1994) | |
| 5 | EN 60601-2-3 | IEC | *Medical electrical equipment - Part<br>2: Particular requirements for the<br>safety of short-wave therapy<br>equipment | 1993 | 1/16/2012 |
| 6 | EN 55011 (2009)<br>+A1 (2010) | IEC | Industrial, scientific and medical<br>equipment, Radio-frequency<br>disturbance characteristics. Limits<br>and methods of measurement | EN 55011<br>(2009)<br>+A1 (2010) | 1/16/2012 |
| 7 | IEC 60601-1-2 | IEC | Essential Performance, Risk Analysis<br>and Immunity Testing | 3rd ed. (2007-<br>03) | 1/16/2012 |
| 8 | CISPR 16-1 | CISPR | Specification for radio disturbance<br>and immunity measurement<br>apparatus and methods - Part 1:<br>Radio disturbance and immunity<br>measuring apparatus | Ed. 2.1 (2002-<br>10) | 1/16/2012 |
| 9 | CISPR 11 | CISPR | Industrial, scientific and medical<br>(ISM) radio-frequency equipment -<br>Electromagnetic disturbance<br>characteristics - Limits and methods<br>of measurement. | Ed. 5.0 (2009-<br>05) | 1/16/2012 |
| 10 | CISPR 16-2 | CISPR | Specification for radio disturbance<br>and immunity measurement<br>apparatus and methods - Part 2:<br>Methods of measurement of<br>disturbances and immunity | Ed/ 2.0 (2003-<br>07) | 1/16/2012 |
| 11 | CISPR 16-3 | CISPR | Specification for radio disturbance<br>and immunity measurement<br>apparatus and methods - Part 3:<br>Reports and recommendations of<br>CISPR | Ed. 1.1 (2002-<br>08) | 1/16/2012 |
| 12 | CISPR 16-4 | CISPR | Part 4-1: Uncertainties, statistics and<br>limit modeling - Uncertainties in<br>standardized EMC tests | Ed. 1.0 (2002-<br>05) | 1/16/2012 |
| 13 | EN 61000-3-3 | IEC | Limits - Limitation of voltage<br>changes. voltage fluctuations and<br>flicker in public low-voltage supply<br>systems, for equipment with rated<br>current ≤ 16 A per phase and not<br>subject to conditional connection. | 2008 | 1/16/2012 |
| 14 | EN 61000-3-2<br>+A1 (2009)<br>+ A2 (2009) | IEC | Electromagnetic compatibility<br>(EMC) - Part 3-2 - Limits - Limits<br>for harmonic current emissions<br>(equipment input current ≤ 16 A per<br>phase) | 2006<br>+A1 (2009)<br>+ A2 (2009) | 1/16/2012 |
| 15 | EN 60601-1-4 | IEC | Collateral Standard - Programmable<br>electronic systems | 2000 | 1/16/2012 |
| 16 | IEEE C95.1 | IEEE | Safety Levels with Respect to<br>Human Exposure to Radiofrequency<br>Electromagnetic Fields, 3 kHz to 300<br>GHz. | 2005 | 1/16/2012 |
The Biofusionary Bebe complies with the following performance standards:
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* The 60601-2-3 standard is not recognized by the FDA
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#### Summary of Substantial Equivalence
The Rocky Mountain Biosystems, Inc, Biofusionary Bebe™ is equivalent to the predicate product. The indications for use, basic overall function, methods of manufacturing, and materials used are substantially equivalent. The results of heating studies also support the substantial equivalence of the Biofusionary Bebe with the predicate device.
#### Technological Characteristics
The predicate product, the Chatanooga Intelect, is supplied with two different electrodes: the Monode (Drum) Electrode is an induction coil for treatment of mid-sized areas. The Diplode is a capacitive coupled set of electrodes for treatment of large areas and for treatment of suitable body parts that can be warmed from three sides at the same time. The device may be operated in pulsed or continuous mode.
The drum electrode, an induction coil, has a 14 cm diameter. It is fixed in size and attached to a boom that allows it to be positioned at a single location on the patient. The fixed nature of the electrode allows the operator to provide hands-free treatment of a 14 cm diameter area of the skin.
The operation of the Biofusionary Bebe device is most similar to the use of the Intelect Monode Electrode used in continuous mode
The Biofusionary Bebe device has a hand piece with 3 cm diameter tip. The device operates in continuous mode at 170W. The device allows the operator to treat a 12 cm diameter area by choosing timer settings and protocols. Hands-free operation is not possible.
#### Power delivery
Both devices operate at 27.1 MHz.
The Intelect allows for operation in a pulsed mode (200 W) with a variable duty cycle, or a continuous mode (100 W) with variable power settings. The Biofusionary Bebe operates in a fixed continuous mode at 170W.
The operation of the Biofusionary Bebe device is most similar to the use of the Intelect Monode used in continuous mode operation.
#### Applicator
The Intelect is supplied with a drum electrode, the induction coil, which has a 14 cm diameter. It is fixed in size and attached to a boom that allows it to be positioned at a single location on the patient. The fixed nature of the electrode allows the operator to provide hands-free treatment of a 14 cm diameter area of the skin.
The Biofusionary Bebe device has a hand piece with 3 cm diameter tip. The device allows the operator to treat a 12 cm diameter area by choosing timer settings and protocols. Hands-free operation is not possible.
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#### Heating Capabilities
Two different electrode configurations are available for the Intelect. The Monode (Drum) Electrode is an induction coil for treatment of mid-sized areas. The Diplode is a capacitive coupled set of electrodes for treatment of large areas and for treatment of suitable body parts that can be warmed from three sides at the same time.
The devices manage deep or shallow heating capabilities in similar manner:
Both devices heat to therapeutic temperatures for a minimum of 1 minute, and the maximum recommended treatment time is 30 minutes. Both devices provide therapeutic heating for the duration of the treatment cycle, once the therapeutic temperature is reached.
Both devices provide instructions and warnings for variable depth heating.
The Intelect User Manual directs: "The Electrode-Skin Distance (ESD) must be small for surface warming and large for depth warming. A larger Electrode-Skin Distance (ESD) is necessary for patients with a thick layer of subcutaneous fat in order to achieve the necessary warming of deep-lying tissue."
The Biofusionary Bebe provides protocols in the User Manual that aid the operator in applying heat to the tissues appropriately.
#### Safety Precautions:
Patient treatment criteria and warnings are provided in the User Manuals of both the Intelect and Biofusionary Bebe to assure safe and effective treatment:
The Intelect manual recommends four different dosage levels for operation using patient feedback to accommodate patients with different pain sensation levels, the lowest level being used for those who cannot sense pain.
The Biofusionary Bebe requires user feedback to determine the appropriate conditions of treatment. The User Manual provides warnings and protocols to address patients with little or no sensation of pain.
Both devices rely on patient feedback to avoid the risk of excessive warming, and both devices provide similar warnings, cautions and contraindications in their User Manuals.
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DEPARTMENT OF HEALTH & HUMAN SERVICES
Public Health Service
Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - W(166-G609 Silver Spring, MD 20993-0002
March 10, 2014
Rocky Mountain Biosystems, Inc. c/o Kevin Marchitto President 3930 Youngfield Street Wheat Ridge. CO 80033
K121123 Re:
> Trade Name: Biofusionary Bebe™M System · Regulation Number: 21 CFR 890.5290 Regulation Name: Shortwave Diathermy Regulatory Class: Class II Product Code: IMJ Dated: January 6, 2014 Received: January 8, 2014
Dear Mr. Marchitto:
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 cither 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 I'DA '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 803); good manufacturing practice requirements as set
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Page 2 of 3 - Mr. Kevin Marchitto
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 contact the Division of Small Manufacturers, International and Consumer Assistance at its tollfree number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm. 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/ResourcesforYou/Industry/default.htm.
Sincerely yours,
# Joyce M. Whang -S
for Carlos L. Peña, PhD, MS Director Division of Neurological and Physical Medicine Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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#### DEPARTMENT OF HEALTH AND HUMAN SERVICES Food and Drug Administration
#### Indications for Use
Form Approved: OMB No. 0910-0120 Expiration Date: January 31, 2017 See PRA Statement on last page.
#### 510(k) Number (if known) K121123
#### Device Name Biofusionary Bebe System
#### Indications for Use (Describe)
The Biofusionary Bebe System is indicated to be used to generate deep heat within body tissues for the treatment of nedical conditions such as relief of pain, muscle spasms, and joint contractures, but not for the treatment of malignancies.
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)
## PLEASE DO NOT WRITE BELOW THIS LINE - CONTINUE ON A SEPARATE PAGE IF NEEDED.
#### FOR FDA USE ONLY
Concurrence of Center for Devices and Radiological Health (CDRH) (Signature)
FORM FDA 3881 (1/14)
PSC Publishing Services (301) 443-6740 단
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This section applies only to requirements of the Paperwork Reduction Act of 1995.
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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.