The modified Bird Sentry™ Blender is designed to provide a continuous air/oxygen gas mixture to infant, pediatric, and adult patients. It is a restricted medical device intended for use by qualified, trained personnel under the direction of a physician in institutional environments where delivery and monitoring of air/oxygen mixtures is required.
Device Story
Bird Sentry Blender (Models 15625, 15642) provides precise air/oxygen mixtures to patients. Device accepts two 50 PSIG gas sources; uses two-stage balance regulator to equalize pressures; proportioning valve mixes gases based on user-selected concentration (21-100%). Integrated galvanic oxygen sensor measures concentration; circuit board amplifies signal; microcontroller converts to digital value for LCD display. Front panel allows user to set high/low alarm limits, calibrate, and silence alarms. Pressure differential alarm (reed alarm) triggers if source pressures differ by ≥20 PSI; bypass function directs higher-pressure gas to outlet if alarm activates. Used in institutional environments by trained personnel. Output informs clinicians of delivered oxygen concentration; helps maintain prescribed gas mixtures for respiratory support.
Clinical Evidence
Bench testing only. Laboratory performance testing confirmed flow/pressure requirements, oxygen concentration delivery accuracy (±3%), and monitoring accuracy (±2%). Environmental, EMI/RFI (IEC 601-1-2), and electrical safety (IEC 601-1) testing performed. No clinical data provided.
Technological Characteristics
Compact air/oxygen blender with integrated galvanic oxygen sensor. Materials: teflon membrane, gold cathode, lead anode. Energy: 2 AA alkaline batteries for analyzer. Connectivity: standalone. Dimensions: 7.75" x 4.88" x 4.75". Sterilization: detergent, isopropyl alcohol. Software: microcontroller-based signal processing for oxygen concentration calculation and alarm management.
Indications for Use
Indicated for infant, pediatric, and adult patients requiring delivery and monitoring of air/oxygen gas mixtures in institutional settings.
Regulatory Classification
Identification
A breathing gas mixer is a device intended for use in conjunction with a respiratory support apparatus to control the mixing of gases that are to be breathed by a patient.
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K973646
Image /page/0/Picture/2 description: The image shows a logo with the text "DIDD" in a stylized font. The letters are bold and have a slightly angled, dynamic appearance. There is a registered trademark symbol to the right of the logo. The logo is in black and white.
A Thermo Electron Company
# 510(K) SUMMARY
# P/N 15625 Bird Sentry™ Blender
# P/N 15642 Bird Sentry™ "Low-Flow" Blender
Bird Products Corporation
Neil Battiste Regulatory Affairs Manager Bird Products Corporation 1100 Bird Center Drive Palm Springs, CA 92262-6267
760.778.7341 (voice) 760.778.7274 (fax)
September 22, 1997
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# General Information
Bird Sentry™ Blender Device Trade Name:
### Device Common/Classification Name:
- · 868.5330 Mixer, Breathing Gases, Anesthesia Inhalation, 73 BZR
- and -
- · 868.1720 Analyzer, Gas, Oxygen, Gaseous Phase, 73 CCL
#### Bird Sentry Air/Oxygen Microblender Predicate Device: FDA 510(k) No: K911962A
Ceramatec OM25E Oxygen Analyzer FDA 510(k) No: K911344A
Bird Low Flow Air/Oxygen Blender FDA 510(k) No: K883038
#### Intended Use:
The modified Bird Sentry™ Blender is designed to provide a continuous air/oxygen gas mixture to infant, pediatric, and adult patients. It is a restricted medical device intended for use by qualified, trained personnel under the direction of a physician in institutional environments where delivery and monitoring of air/oxygen mixtures is required.
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# Device Description
The modified Bird Sentry™ Blender, is a compact air/oxygen mixing device which incorporates the use of a battery powered oxygen analyzes/monitor. The gas mixing device (bleader) provides for precise mixing of medical grade sir and oxygen, and the analyzer measures the selected oxygen concentrations from the blender's gas flow and samples and displays the measured concentrations on a digital display.
Front panel switches allow the operator to perform the following functions:
- 1. Turn the analyzes/display power (batteries) on or off.
- 2. Lock or unlock the switch controls.
- 3. Adjust the "low set" and "high set" alarm limits.
- 4. Calibrate the Sentry.
- 5. Silence the alarm (120 seconds maximum).
- Select the percent oxygen concentration (from 21% to 100%). ैं..
Image /page/2/Picture/10 description: The image shows a piece of equipment with a screen and several buttons. The equipment is dark in color and has a boxy shape. There are several cables and other components visible around the base of the equipment. The image is somewhat grainy and the details are not very clear.
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### Oxygen Analyzer
The oxygen analyzer used is the sensor and circuit board from the Ceramatec OM25 Oxygen analyzer, marketed under 510(k) K911344. This oxygen analyzer is controlled from the front panel (#1 through #5 above).
The oxygen sensor is a galvanic, partial pressure sensor that is specific to oxygen. It consists of two electrodes (a cathode and an anode), a teflon membrane and an electrolyte. Oxygen diffuses through the teflon membrane and immediately reacts at a gold cathode. Oxygen ions are transported in the unique electrolyte solution to a lead anode where oxidation occurs, generating an electrical current. Since the sensor is specific to oxygen, the current generated is proportional to the amount of oxygen present in the sample gas.
Image /page/3/Figure/4 description: The image shows a block diagram of a system with several components. The system starts with a sensor, which is connected to an amplifier (AMP). The amplifier is then connected to an analog-to-digital converter, which converts the analog signal from the sensor into a digital signal. The digital signal is then fed into a microcontroller, which processes the signal and controls several output devices, including a high alarm indicator, a low alarm indicator, an audible alarm, and an LCD display. The microcontroller also receives input from a keypad.
This current is tracked by the circuit board, which amplifies this signal and converts it to a digital input. The microcontroller converts this input to an equivalent oxygen concentration which is displayed on the LCD. This value is also compared to the high alarm and low alarm settings for oxygen concentration entered by the user to determine if an audible alarm should be generated.
#### Air/Oxygen Mixer
Two different air/oxygen mixers (blenders) are used in this device;
Model series 15625 incorporates the blender currently used in the existing Sentry (510(k) K911962). This blender can provide 2 to 100 liters per minute (LPM) flow of gas at oxygen concentrations between 21% and 100%.
Model series 15642 incorporates a blender which can provide 0 to 30 liters per minute (LPM) flow of gas at oxygen concentrations between 21% and 100%. This blender provides accurate oxygen concentrations at very low flows and incorporates a lower bleed flow. This blender is marketed separately as the Bird Low Flow Microblender (510(k) K883038).
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Both Model 15625 and Model 15642 are able to provide oxygen concentrations by means of a single control and is also capable of analyzing and monitoring these concentrations. The Bird Sentry mixes medical grade compressed air and oxygen to provide a mixed gas source from 21% to 100% oxygen.
#### Gas Inlet
The Bird Sentry is designed to use two (2) 50 PSIG (3.4 BAR) gas sources. The two (2) gas sources enter through the diameter-indexed air and oxygen inlet connectors located on the bottom of the Bird Sentry.
Each inlet connector incorporates a 30 micron particulate filter. Once through the filters, each gas passes through a duckbill check valve which prevents possible reverse gas flow from either
Image /page/4/Figure/5 description: The image shows a diagram of a two-stage balance module. The diagram includes labels for various components, such as the oxygen inlet, air inlet, audible alarm, alarm/bypass, proportioning valve, mixed gas outlet (auxiliary), sensor port, bleed flow, and mixed gas outlet (primary). The diagram appears to be a technical illustration or schematic, possibly from a manual or technical document.
the air or the oxygen supply systems.
The two (2) gases then pass through a two-stage balance regulator. The ourpose of this regulator is to equalize the operating pressures of the air and oxygen gas sources.
Once these pressures have been balanced, the gases are proportioned according to the
oxygen concentration selected on the oxygen concentration selection knob. The oxygen concentration knob allows the clinician to select a desired oxygen concentration from 21% to 100% 02. From this point, the mixed gas flows to the outlet port.
#### Gas Outlet
There are two (2) gas outlets on the Bird Sentry: one on the bottom of the unit and one on the left side. These outlet ports are fitted with an automatic shut off valve. The flow of gas from either outlet port is automatically initiated by attaching a pneumatic device (such as a flowmeter) to the outlet port. Regardless of whether or the outlet has any device connected to it, a minimal gas bleed flows from the sensor port at the right side of the Bird Sentry.
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#### Alarm/Bypass Function
The Bird Sentry includes a pressure differential alarm which provides an audible alarm if gas source pressures differ by 20 PSI (1.3 BAR) (nominal) or more, or if there is a gas supply failure of one of the source gases. This alarm is generated by a reed alarm located in a cap on the bottom of the Bird Sentry. The primary purpose of the alarm is to audibly warn the operator of an excessive pressure drop or depletion of either source gas pressure. The alarm will also activate when there is an elevation of either source gas pressure resulting in a differential of 20 PSI (1.3 BAR)(nominal) or more. Should both gas pressures increase or decrease simultaneously, an alarm will not activate. If either source gas pressure drops, the outlet pressure will also drop as the mixed gas is always balanced to the lower gas source.
The gas bypass function operates in unison with the alarm. Once the pressure alarm is activated, the bypass function is actuated and the gas with the higher pressure flows directly to the outlet port, bypassing the mixing function of the Bird Sentry. The oxygen concentration flowing out of the Bird Sentry will be that of the gas with the higher pressure. The Bird Sentry in the pressure alarm/bypass mode will deliver oxygen (100% 02) or air (21% 02) until pressures have been restored to a differential of 6 PSI (.4 BAR).
If the Bird Sentry is set to deliver 21% O, and the OXYGEN source pressure is reduced enough to produce a 20 PSI (1.3 BAR) differential, the unit may not alarm because it will continue to deliver 21% concentration according to the setting. If the setting is moved slightly from 21%, the pressure differential alarm will sound. Similarly, if the Bird Sentry is set to deliver 100% O2 and the AIR source pressure is reduced or lost, the unit may not alarm because it will continue to deliver 100% concentration ..
### Comparison to Predicate Device
The modified Bird Sentry Blender is a compact air/oxygen mixing device which incorporates the use of a battery powered oxygen analyzer/monitor. The gas mixing device (blender) provides for precise mixing of medical grade air and oxygen, and the analyzer measures the resulting oxygen concentration from the blender's gas flow and samples and displays the measured concentrations on a digital display.
This Bird Sentry™ is not significantly different from the predicate device Bird Sentry™. Both devices utilize a combination of Microblender and oxygen analyzer to blend and monitor medical air and oxygen used in respiratory care environments. In both devices, Bird has chosen to package an existing oxygen analyzer produced by a recognized manufacturer.
The development of the modified Bird Sentry involves three changes to the currently marketed Bird Sentry:
- 1. Replacement of the oxygen analyzer circuit board and oxygen sensor.
- 2. Replacement of the User Interface.
- 3. Replacement of the Air/Oxygen Mixer.
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First Modification: Oxygen Analyzer Circuit Board and Oxygen Sensor The first modification involves replacement of the oxygen analyzer circuit board and oxygen sensor. This component is currently marketed as the Cerametee OM25E Oxygen Analyzer (510(k) K911344A).
The predicate device utilized Uniox circuitry developed by Vascular Technologies, and the modified device will utilize MAXO- circuitry developed by Ceramatec Technologies. Differences in design are the result of efforts to update the analyzer circuit board to conform with the EMC directive requirements of IEC 601-1-2. The Vascular Technologies circuitry did not comply with electromagnetic interference requirements and required major redesign; the newer design of the Ceramatec circuitry was already in compliance with EMC requirements. The Ceramates circuitry was then tested at double the current IEC requirements to ensure continued compliance.
Additional improvements with the Ceramates design was an improved oxygen sensor which offered a longer life gatvanic cell. This change improved life from 438,000 oxygen hours for the Vascular Technologies to over 750,000 oxygen hours with the Ceramatee model.
The specification for the oxygen analyzer circuit board is located in Attachment F, page F14. The oxygen sensor specification is in Attachment F, page F19.
### Second Modification: Replacement of the User Interface
The second modification is the replacement of the front panel pictured at left below with the front panel pictured at right below. This replacement results in a user interface that is different
Image /page/6/Picture/7 description: The image shows a close-up of a control panel with various buttons, dials, and a digital display. The panel appears to be part of a machine or device, possibly for industrial or scientific use. The digital display at the top shows some numbers, while the dials and buttons below suggest manual control and adjustment options. The overall impression is of a complex interface for operating a piece of equipment.
from the currently marketed Sentry.
User controls remain similar; On/Off. Calibrate, alarm, and blender control fimetions remain. Additional controls not found on the predicate device are a lock feature which prevents inadvertent changes to settings and a two minute alarm silence which facilitates momentary changes to delivered gas mixtures.
Image /page/6/Picture/10 description: The image shows a close-up of a piece of machinery. The machinery has a screen with buttons below it. The machinery is black and white and has a grainy texture. The machinery is sitting on top of a metal base.
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### Third Modification: Replacement of the Air/Oxygen Mixer
The second change is replacement of the 2-to-100 LPM Microblender in the current Sentry with a 0-to-30 LPM Low Flow Microblender. This blender provides accurate oxygen concentrations and flows in low-flow conditions and incorporates a smaller bleed flow, which results in less gas usage over time. The Low Flow Microblender is currently marketed as a stand-alone device (510(k) K883038).
Note that Bird Products Corporation intends to market a both a high flow version of the modified Sentry as P/N 15625 and a low flow version of the modified sentry as P/N 15642. The high flow version will incorporate the first and second modifications, and the low flow version will incorporate the first, second and third modifications.
# Summary of Performance Testing
Performance testing was conducted in the laboratory to confirm flow and pressure input and output requirements and accurate delivery and monitoring of oxygen concentrations. Production line tests were also performed. Testing to Environmental, EMI/RFI and Electrical Safety Standards were performed by certified test facilities.
The following table specifies all system level functions and shows the test results for each specification:
| Parameter | Specification | Pass<br>/ Fail |
|----------------------------|-------------------------------------------|----------------|
| PHYSICAL CHARACTERISTICS | | |
| Dimensional Envelope | 7.75"HighX 4.88"Wide X 4.75"Deep | Pass |
| Weight | Approximately 4.5 lb | Pass |
| Interface | As described on page 3 above | Pass |
| GAS SUPPLY | | |
| Nominal Supply Pressure | $50 \pm 10$ PSI | Pass |
| Normal Operating Pressure | 30 PSI to 70 PSI | Pass |
| ENVIRONMENTAL WITHSTAND | | |
| Temperature | 59ºF to 104ºF | Pass |
| Humidity | 0% to 100% non-condensing | Pass |
| Media | Air and Oxygen | Pass |
| Impact | IEC 68-2-27 | Pass |
| Cleaning and Sterilization | Detergent, isopropyl alcohol | Pass |
| AIR / OXYGEN MIXER | | |
| %O2 Control | 21% -100%, stability ±1%, accuracy ±3% | Pass |
| Flow Characteristics | P/N 15625: 2-100 LPM; P/N 15625: 0-30 LPM | Pass |
| Pressure Drop | ≤ 6 PSI with 50 PSI inlets & 40 LPM flow | Pass |
| Blender Safety Features | Alarm at ΔP ≥ 20 PSI | Pass |
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| Parameter | Specification | Pass<br>/ Fail |
|------------------------------|-------------------------------------------------------|----------------|
| OXYGEN ANALYZER MONITOR | | |
| Monitor Display | 0-100%, resolution 0.1%, accuracy 0.2% | Pass |
| Monitor Controls | confirmed to function per list on page 3 | Pass |
| Alarm / Alert Conditions | $\pm$ 1% above/below high limit/low limit | Pass |
| Monitor Power Source | 2 AA alkaline batteries | Pass |
| Oxygen Sensor | 335 to 722 $\mu$ V per %O2 | Pass |
| OXYGEN BLENDER PERFORMANCE | 0-100%, accuracy $\pm$ 3% | Pass |
| MONITOR/ANALYZER PERFORMANCE | | |
| Display, Controls, Alarms | $\frac{1}{2}$ % increments, controls, alarms function | Pass |
| System Accuracy | 0-100%, accuracy $\pm$ 2%, 1% increments | Pass |
| EMI/RFI PERFORMANCE | IEC 601-1-2 | Pass |
| ELECTRICAL SAFETY | IEC 601-1 | Pass |
| ENVIRONMENTAL TESTING | IEC 68-2-6, 27, 34, 37 | Pass |
Performance testing verified that the P/N 15625 Bird Sentry Air/Oxygen Blender and the P/N 15642 Bird Sentry Low Flow Air/Oxygen Blender meet all of their performance requirements and that these devices are substantially equivalent to medical devices currently legally marketed in the United States.
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Food and Drug Administration 9200 Corporate Boulevard Rockville MD 20850
7 1998 MAY
Mr. Neil Battiste Bird Products Corporation 1100 Bird Center Drive Palm Springs, CA 92262-8099
Re: K973646 Bird Sentry™ Blender Model 15625 and Model 15642 Regulatory Class: II (two) Product Code: 73 BZR Dated: February 6, 1998 Received: February 9, 1998
Dear Mr. Battiste:
We have reviewed your Section 510(k) notification of intent to market the device referenced above and we have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to 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). 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.
If your device is classified (see above) into either class II (Special Controls) or class III (Premarket Approval), it may be subject to such additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 895. A substantially equivalent determination assumes compliance with the current Good Manufacturing Practice requirements, as set forth in the Quality System Regulation (QS) for Medical Devices: General regulation (21 CFR Part 820) and that, through periodic (QS) inspections, the Food and Drug Administration (FDA) will verify such assumptions. Failure to comply with the GMP regulation may result in requlatory action. In addition, FDA may publish further announcements concerning your device in the Federal Register. Please note: this response to your premarket notification submission does not affect any obligation you might have under sections 531 through 542 of the Act for devices under the Electronic Product Radiation Control provisions, or other Federal laws or regulations.
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#### Page 2 - Mr. Neil Battiste
This letter will allow you to begin marketing your device as described in your 510(k) premarket notification. The FDA finding of substantial equivalence of your device to a legally marketed predicate device results in a classification for your device and thus, permits your device to proceed to the market.
If you desire specific advice for your device on our labeling regulation (21 CFR Part 801 and additionally 809.10 for in vitro diagnostic devices), please contact the Office of Compliance at (301) 594-4648. Additionally, for questions on the promotion and advertising of your device, please contact the Office of Compliance at (301) 594-4639. Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR 807.97). Other general information on your responsibilities under the Act may be obtained from the Division of Small Manufacturers Assistance at its toll-free number (800) 638-2041 or (301) 443-6597 or at its internet address "http://www.fda.gov/cdrh/dsmamain.html".
Sincerely yours,
Thomas J. Callahan
Thomas J. Callahan, Ph.D. Director Division of Cardiovascular, Respiratory, and Neurological Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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# Statement of Indications for Use 510(k) K973646
The modified Bird Sentry™ Blender is designed to provide a continuous air/oxygen gas mixture to infant, pediatric, and adult patients. It is a restricted medical device intended for use by qualified, trained personnel under the direction of a physician in institutional environments where delivery and monitoring of air/oxygen mixtures is required.
PRESCRIPTION USE
ﺴﺴ
(Division Sign-Off) Division of Cardiovascular, Respiratory, and Neurological Devices
510(k) Number ...
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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.