The Portable Nebulizer (MBPN002) is a vibrating mesh nebulizer system designed to aerosolize liquid medications for inhalation by the patient. The device may be used with pediatric (5 years and older), defined by the prescribed medication, and adult patients in hospital/institutional settings, home care use, schools, and long term care facilities.
Device Story
Handheld vibrating mesh nebulizer; aerosolizes liquid medications for inhalation. Input: liquid medication in 6ml cup. Operation: piezoelectric ceramic actuator (PZT) vibrates at ~117 kHz; pushes liquid through polymer mesh apertures to generate aerosol. Output: aerosolized medication. Used in hospitals, home, schools, long-term care; operated by patients or caregivers. Modification: adds 5V external power supply option (IEC 60601-1 compliant) alongside internal 2x AA batteries; power input jack isolates batteries when external power is connected. Device status indicated by LEDs (green=normal, orange=malfunction). Automatic shut-off after 30 minutes. Benefits: portable, efficient medication delivery; consistent performance regardless of power source.
Clinical Evidence
Bench testing only. No clinical data. Performance verified via electrical safety/EMC testing, biocompatibility (ISO 10993-1), and particle characterization (cascade impactor/laser light scattering) after two years of real-time aging. Cleaning/disinfection validation performed via microbiological efficiency testing.
Technological Characteristics
Vibrating mesh technology; piezoelectric ceramic actuator (PZT). Power: 2x AA batteries or external 5V Class II IEC 60601-1 compliant supply. Materials: ISO 10993-1 compliant for permanent mucosal/tissue contact. Dimensions: 77x41x73mm. Weight: 74g (w/o batteries). Firmware-controlled frequency (~117 kHz). Nebulization rate >0.25 ml/min. Power consumption <1.5 W.
Indications for Use
Indicated for pediatric (5 years+) and adult patients requiring aerosolized liquid medication inhalation. No contraindications.
Regulatory Classification
Identification
A nebulizer is a device intended to spray liquids in aerosol form into gases that are delivered directly to the patient for breathing. Heated, ultrasonic, gas, venturi, and refillable nebulizers are included in this generic type of device.
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Image /page/0/Picture/0 description: The image contains two logos. The logo on the left is the Department of Health & Human Services - USA logo. The logo on the right is the FDA U.S. Food & Drug Administration logo.
September 14, 2018
MicroBase Technology Corporation % Paul Dryden Consultant MicroBase Technology Corporation 131 Bay Point Dr. NE St. Petersburg, Florida 33704
Re: K180871
Trade/Device Name: Portable Nebulizer (MBPN002) Regulation Number: 21 CFR 868.5630 Regulation Name: Nebulizer Regulatory Class: Class II Product Code: CAF Dated: August 15, 2018 Received: August 16, 2018
Dear Paul Dryden:
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 mav, 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 avare 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
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requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting of medical device-related adverse events) (21 CFR 803) for devices or postmarketing safety reporting (21 CFR 4, Subpart B) for combination products (see https://www.fda.gov/CombinationProducts/GuidanceRegulatoryInformation/ucm597488.html; 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.
# James J. Lee -S
for Tina Kiang, Ph.D. Acting Director Division of Anesthesiology. General Hospital, Respiratory, Infection Control, and Dental Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known)
# K180871
Device Name
# Portable Nebulizer (MBPN002)
Indications for Use (Describe)
The Portable Nebulizer (MBPN002) is a vibrating mesh nebulizer system designed to aerosolize liquid medications for inhalation by the patient. The device may be used with pediatric (5 years and older), defined by the prescribed medication, and adult patients in hospital/institutional settings, home care use, schools, and long term care facilities.
| Type of Use (Select one or both, as applicable) |
|-------------------------------------------------|
|-------------------------------------------------|
XX Prescription Use (Part 21 CFR 801 Subpart D)
Over-The-Counter Use (21 CFR 801 Subpart C)
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#### 510(k) Summary Page 1 of 6 September 14, 2018
MicroBase Technology Corporation No. 756, Jiadong Road Bade District, Taoyuan City 33464, Taiwan
| Official Contact: | Molly Hsieh<br>General Manager<br>Tel - 011886-3-376-7555 |
|----------------------------|-----------------------------------------------------------------------------------------------------|
| Proprietary or Trade Name: | Portable Nebulizer (MBPN002) |
| Common/Usual Name: | Nebulizer (Direct Patient Interface) |
| Classification Name: | Nebulizer (Direct Patient Interface)<br>Product Classification – CAF<br>21 CFR 868.5630<br>Class II |
| Predicate Device: | K170916 MicroBase Portable Nebulizer. |
## Device Description:
The Portable Nebulizer (MBPN002) is a small, handheld general purpose nebulizer which utilizes vibrating mesh technology to generate aerosol.
### Modification:
The MicroBase Portable Nebulizer was modified to allow for connection to a 5 Volt Class II, IEC 60601-1 compliant external power supply. The device will still contain internal primary batteries. The power input jack interrupts (opens) the connection to the batteries when the external supply is plugged in so the batteries will not be connected to it (i.e., preventing them from charging).
When operating on battery power the Main unit converts the 3.0V nominal from the batteries to 15.0V for operation of the unit. The Main Unit thus operates on 15.0V regardless of power source (battery or external Power) there is no impact on nebulizing properties or performance.
There are no differences between the subject device and the predicate with respect to indications for use.
#### Components:
The Medication Cup contains the nebulizing module where aerosol will be generated. Prescribed medication is placed in the Cup, nebulized and inhaled via the integral mouthpiece.
The Medication Cup is single patient, multi-use. Cleaning is performed after each use by rinsing with distilled water and disinfected as described in the labeling via immersion in boiled water for 10 minutes.
The cup medication capacity is 6 ml.
The medication cup is identical to that cleared in K170916.
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#### 510(k) Summary Page 2 of 6 September 14, 2018
The Main Unit contains the 2 "AA" batteries and firmware to control the vibrating mesh module in the Medication Cup. It is being modified to provide provision for external power from an IEC 60601-1 compliant power supply as described in Modification above.
Portable Nebulizer aerosolizes upon turning on by pressing the ON/OFF button and turns off by pressing again or automatically after treatment completion in 30 minutes. To monitor nebulization status and device operating condition, there are different LED colors shown. Normal working condition is indicated by a green while an orange color signifies a malfunction.
The Main Unit is identical to that cleared in K170916 except for the provision for external power from an IEC 60601-1 compliant power supply.
## Indications for Use:
The Portable Nebulizer (MBPN002) is a vibrating mesh nebulizer system designed to aerosolize liquid medications for inhalation by the patient. The device may be used with pediatric (5 years and older), defined by the prescribed medication, and adult patients in hospital/institutional settings, home care use, schools, and long term care facilities.
# Principle of Operation / Technology:
The Portable Nebulizer (MBPN002) operates by electrically activating piezoelectric ceramic actuator (PZT) which then transduces the vibration generated to the adjacent supporting plate and polymer mesh bearing numerous apertures. The vibration actively pushes out the liquid medication by physically breaking surface tension of the solution through mesh holes thereby achieving final nebulization. Aerosol generation can subsequently be modulated the vibration frequency that is controlled by the firmware stored within Main Unit to maintain a frequency of approximate 117 kHz, nebulization rate of > 0.25 ml/min and a power consumption of <1.5 W.
| Features | Modified Portable Nebulizer |
|-----------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Indications for use | The Portable Nebulizer (MBPN002) is a vibrating mesh<br>nebulizer system designed to aerosolize liquid medications for<br>inhalation by the patient. The device may be used with pediatric<br>(5 years old or greater), defined by the prescribed medication,<br>and adult patients in hospital/institutional settings, home care<br>use, schools, and long term care facilities. |
| Contraindications | None |
| Vibrating mesh technology | Yes |
| Software driven | Yes - firmware |
| Patient Interface | Mouthpiece |
| Nebulizer components to be reused | Medication Cup and mouthpiece |
| Cleaning / Disinfecting | Rinsed in distilled water<br>Disinfect via boiled water |
| Operating conditions | 10°C to 40°C 30% to 85% RH |
| Storage conditions | -20°C to 70°C, 20% to 75% RH |
| Power Source | DC - 2 - AA Alkaline batteries<br>External AC power from a provided Class II - IEC 60601-1<br>compliant power supply |
| Table 1 - Performance Specifications | | |
|--------------------------------------|--|--|
| | | |
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# 510(k) Summary Page 3 of 6
September 14, 2018
# Comparison to Predicate
Tables 2 provides a comparison of the modified device to the predicate.
| Features | Predicate | Modified | Comment |
|--------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------|
| | Portable Nebulizer | Portable Nebulizer | |
| | K170916 | Model MBPN002 | |
| Indications for<br>use | The Portable Nebulizer is a<br>vibrating mesh nebulizer system<br>designed to aerosolize liquid<br>medications for inhalation by the<br>patient. The device may be used<br>with pediatric (5 years old or<br>greater), defined by the prescribed<br>medication, and adult patients in<br>hospital/institutional settings,<br>home care use, schools, and long<br>term care facilities. | The Portable Nebulizer (MBPN002)<br>is a vibrating mesh nebulizer system<br>designed to aerosolize liquid<br>medications for inhalation by the<br>patient. The device may be used<br>with pediatric (5 years old or<br>greater), defined by the prescribed<br>medication, and adult patients in<br>hospital/institutional settings, home<br>care use, schools, and long term<br>care facilities. | Identical |
| Patient<br>Population | The device may be used with<br>pediatric (5 years and older),<br>defined by the prescribed<br>medication, and adult patients | The device may be used with<br>pediatric (5 years and older),<br>defined by the prescribed<br>medication, and adult patients | Identical |
| Environment of<br>Use | Hospital/institutional settings,<br>home care use, schools, and<br>long term care facilities. | Hospital/institutional settings, home<br>care use, schools, and long term<br>care facilities. | Identical |
| Contraindications | None | None | Identical |
| Principle of<br>Operation | Vibrating mesh | Vibrating mesh | Identical |
| Aerosolization | Continuous during inhalation<br>and exhalation | Continuous during inhalation and<br>exhalation | Identical |
| Compressed gas<br>source | None needed | None needed | Identical |
| Reservoir volume | 6 ml | 6 ml | Identical |
| Nebulization rate | > 0.25 ml/min | > 0.25 ml/min | Identical |
| Duration of Use | Single patient, multi-use | Single patient, multi-use | Identical |
| Nebulizer<br>components<br>cleanable | Yes | Yes | Identical |
| Software driven | Yes | Yes | Identical |
| Power source | 2 - “AA” battery | 2 - “AA” battery or<br>External power from provided<br>external Class II IEC 60601-1<br>compliant supply | Adds the option of<br>external power. No<br>change to device<br>performance. |
| Power<br>consumption | < 1.5 W | < 1.5 W | Identical |
| Weight | 74 gm w/o batteries | 74 gm w/o batteries | Identical |
| Dimensions (mm) | 77 x 41 x 73 | 77 x 41 x 73 | Identical |
| Operating<br>Conditions | 10 to 40°C / 30-85% RH | 10 to 40°C / 30-85% RH | Identical |
| Storage<br>Conditions | -20 to + 70°C / 20-75% RH | -20 to + 70°C / 20-75% RH | Identical |
| Page 4 of 6 | | | |
| September 14, 2018 | | | |
| Features | Predicate<br>Portable Nebulizer<br>K170916 | Modified<br>Portable Nebulizer<br>Model MBPN002 | Comment |
| User interface | On/Off switch<br>LED indicators | On/Off switch<br>LED indicators | Identical |
| Standards met | ANSI/AAMI/ES60601-1<br>IEC 60601-1-2<br>IEC 60601-1-6<br>IEC 60601-1-11 | ANSI/AAMI/ES60601-1<br>IEC 60601-1-2<br>IEC 60601-1-6<br>IEC 60601-1-11 | Identical |
| Materials per<br>ISO 10993-1 | External Communicating<br>(Indirect gas pathway)<br>Tissue / Bone / Dentin<br>communicating<br>Duration of Use – permanent<br>(> 30 days)<br>And<br>Surface Contact<br>Mucosal membrane<br>Duration of Use – permanent<br>(> 30 days) | External Communicating<br>(Indirect gas pathway)<br>Tissue / Bone / Dentin<br>communicating<br>Duration of Use – permanent<br>(> 30 days)<br>And<br>Surface Contact<br>Mucosal membrane<br>Duration of Use – permanent<br>(> 30 days) | Identical |
| Software | | | |
| Level of Concern | Moderate | Moderate | Identical |
| Device Specific | Yes | Yes | Identical |
| Dependent on<br>external devices | No | No | Identical |
| Signals | LED and tone sounds | LED and tone sounds | Identical |
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# 510(k) Summary
# Substantial Equivalence Discussion
The Portable Nebulizer is viewed as substantially equivalent to the predicate device because:
Indications for Use – The indications for use are to aerosolize commonly prescribed medications which are to be delivered via a nebulizer.
Discussion - The indications for use are identical for the modified device and the predicate – MicroBase Portable Nebulizer K170916.
Patient Population - The patient population of adult and pediatric (defined by the prescribed medication) patients that is consistent with the indications for the aerosol medication. This is identical the predicate MicroBase Portable Nebulizer K170916. Discussion - The patient population is identical MicroBase Portable Nebulizer K170916.
Environment of Use – The environments of use are common and usual for handheld nebulizers, namely Hospital/institutional settings, home care use, schools and long term care facilities. Discussion - The environment of use is identical for the modified device and the predicate -MicroBase Portable Nebulizer K170916.
Technology – The design as a vibrating mesh nebulizer which is the identical principle of operation.
Discussion - The technology is identical for the modified device and the predicate MicroBase Portable Nebulizer K170916.
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# 510(k) Summary Page 5 of 6 September 14, 2018
# Summary of Non-Clinical Performance Testing
The MicroBase Portable Nebulizer (MBPN002) was tested for:
- Electrical Safety, EMC, Home use ●
The above tests are specific to the modification. Other testing that was performed on the predicate, K170916, remain unchanged. Those tests were
- Shelf-life, Useful-life, and Durability Testing ●
- Simulated Life Cycle testing
- Cleaning
- Particle Characterization per Cascade Impactor
- Intra- and Inter- Sample Variability .
These tests are independent of the power source and the modification specific to this submission.
# Electrical Safety and Electromagnetic Compatibility (EMC)
Electrical safety and EMC testing were conducted on the device. Testing established that, with respect to electrical safety, the device meets the applicable requirements of: (1) ANSVAAMI/ES 60601-1:2005+A1:2012; (2) IEC 60601-1-2:2014; (3) IEC 60601-1-11:2015.
# Verification and Validation Testing
MicroBase performed a Risk / Hazard Analysis in accordance to company procedures which was used to assess the impact of the modifications listed above. Based on the Risk / Hazard Analysis an identification of the verification and / or, validation activities required was made and appropriate methods or tests and the applicable pass / fail criteria applied were performed.
# Biocompatibility
The materials in patient / drug contact are characterized as:
- External Communicating (Indirect gas pathway)
- Tissue / Bone / Dentin communicating ●
- Duration of Use permanent (> 30 days) ●
And
- Surface Contact ●
- Mucosal membrane
- Duration of Use permanent (> 30 days) .
Discussion - We performed ISO 10993-1 tests to support biocompatibility. They included:
- Cytotoxicity ●
- Sensitization
- Irritation ●
- Sub-chronic Systemic toxicity ●
- Acute Systemic Toxicity ●
- Leachable and Extractables with Risk Based Assessment ●
- Gas Emission VOC plus Inorganic compounds - CO, CO2, and Ozone
- . PM2.5
Under the parameters of the tests it is concluded that they are biocompatible, and that there are no new issues of biocompatibility regarding their use as intended.
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### 510(k) Summary Page 6 of 6 September 14, 2018
## Cleaning and Disinfection Validation
The modification does not affect the device design or materials as it relates to cleaning and disinfection. The predicate testing performed microbiological efficiency control tests to validate the nebulizer cleaning and disinfection methods in the labeling. Testing involved validation of: (1) a manual cleaning method and a thermal disinfection method. All testing concluded that the nebulizer could be cleaned and disinfected effectively by the listed methods
# Particle Characterization
Particle characterization performance is the same as the predicate device as the Main Unit operates at 15 V regardless of the power source: battery or AC power. Therefore there is no change in the aerosolization performance.
Particle size characterization (MMAD) was verified after two years of real-time aging using both cascade impactor technique and laser light scattering technique and is equivalent to that presented in K170916.
# Substantial Equivalence Conclusion
The indications for use, patient population, environment of use, technology principle of operation and performance of the modified device is identical to the predicate cleared under K170916 therefore we conclude that the modified device can be determined to be substantially equivalent to the predicate.
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.