The Actiheart is an ambulatory Heart Rate and Activity Recorder. Actiheart may be used to quantifiably measure Heart Rate, Activity, and estimates of Caloric Expenditure. This device is not intended for use as an ECG monitor.
Device Story
Actiheart is a compact, wearable, battery-operated physiological data recorder used in home or hospital environments. It captures ECG signals via standard chest-worn electrodes and motion data via an internal accelerometer. A differential amplifier senses and amplifies the ECG signal, while proprietary algorithms process the digitized signals to detect heart rate (BPM) and activity counts. Energy expenditure is derived from these inputs using proprietary software algorithms. Data is logged on-board and later transferred to a PC via a reader for display and export. The device features a rechargeable lithium battery and a green LED indicator for heart beats. It assists healthcare providers by providing quantifiable physiological data for clinical assessment. It is not an ECG monitor.
Clinical Evidence
Bench testing only. Performance validated against ANSI/AAMI EC13:2002 standards. Testing included tall T-wave rejection (sensitivity >98%, specificity 100%), and heart rate detection accuracy across multiple waveform libraries (MIT-BIH, European ST-T, AAMI Normal Sinus Rhythm) with sensitivity >99% and specificity >97-99%. Device performance was compared side-by-side with the predicate device using library recordings of known heart rates and simulated recordings. Results demonstrated comparable performance in heart rate measurement, range, and accuracy.
Technological Characteristics
Polycarbonate/ABS plastic case; stainless steel attachment clip. Sensing: differential amplifier for ECG, accelerometer for motion. Energy: 3.0V rechargeable lithium battery. Dimensions: 195mm length, 38mm diameter, 12.5mm tail clip. Connectivity: wired data transfer to PC via reader. Software: proprietary algorithms for ECG feature detection and caloric expenditure derivation. Sterilization: none required.
Indications for Use
Indicated for ambulatory patients requiring quantifiable measurement of heart rate, activity, and caloric expenditure. Not intended for use as an ECG monitor.
Regulatory Classification
Identification
A physiological signal conditioner is a device such as an integrator or differentiator used to modify physiological signals for recording and processing.
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June 15, 2005
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SEP 27 2005
## 510(K) SUMM/
Date of Submission
Dollars
Official Contact / Address of Manufacturing facility
Zita A. Yurko Manager, Regulatory Affairs Respironics Inc. 1001 Murry Ridge Lane Murrysville, PA 15668
Phone: 724-387-4120 Fax: 724-387-4216 Zita.yurko@respironics.com
Heart Rate Monitor
| Proprietary Name | | Actiheart |
|------------------|--|-----------|
|------------------|--|-----------|
Common/Usual Name
Classification
Predicate Devices
Physiological Signal Recorder Device Classification Name
Neurology
21 CFR 882.1845 Classification Reference
Class II
Appropriate Classification Panel
GWK Product Code
Mini Logger Series 2000 (Mini Mitter Co., Inc.)
New device Reason for submission
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#### Substantial Equivalence
This premarket notification submission demonstrates that the Actiheart system is substantially equivalent to the Mini Logger Series 2000 (K991045).
The design of the Actiheart was verified through the use of design verification and validation testing. The Hazards Control Measures Traceability Matrix provided in the Risk Analysis assured that all hazards identified by the risk analysis were successfully mitigated.
This submission is seeking to obtain clearance to market a new product that is substantially equivalent to the Mini Logger Series 2000. The new product (Actiheart) performs substantially equivalent measurements of Heart Rate and Activity as the Mini Logger Series 2000.
#### Indications for Use
The Actiheart is an ambulatory Heart Rate and Activity Recorder. Actiheart may be used to quantifiably measure Heart Rate, Activity, and estimates of Caloric Expenditure. This device is not intended for use as an ECG monitor.
#### Device Description
Actiheart is a compact, ambulatory, physiological Heart Rate and Activity data recorder. Actiheart may be attached to the chest surface through the use of standard ECG electrodes. Recorded data may be transferred later to a PC for display and conversion for export to other programs.
#### Basic scientific concepts
The device acquires and logs digital data whose values represent the rate of Heart Beat (BPM), based on a proprietary analysis of ECG complexes. (Actiheart is not an ECG monitor.) The scientific concepts and technologies that are used to sense the signals are summarized in Table 10A.
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# TABLE 10A. BASIC TECHNOLOGIES USED FOR PHYSIOLOGICAL SIGNAL RECORDING IN
### ACTIHEART RECORDERS
| Physiological<br>Parameter | Where Obtained | Technology | Value Obtained |
|----------------------------------|----------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------|
| Heart Rate | Actiheart | Differential amplifier<br>senses and<br>amplifies ECG<br>signal. Proprietary<br>code transforms<br>digitized signal and<br>detects location of<br>features in ECG<br>complex. | Digital value<br>corresponding to<br>heart Beats Per<br>Minute (BPM). |
| Activity | Actiheart | Signal from<br>accelerometer<br>amplifier is digitized<br>and analyzed using<br>proprietary<br>algorithms to detect<br>motion. | Digital value<br>corresponding to<br>Activity Counts |
| Caloric Expenditure<br>(derived) | Software | Conversion of<br>Activity Counts and<br>HR to<br>corresponding value<br>of Calories<br>Expended<br>(proprietary<br>algorithm) | Value<br>corresponding to<br>Calories Expended |
### Physical characteristics of Actiheart
Pertinent physical characteristics of the Actiheart are shown in Table 10B.
## TABLE 10B. PHYSICAL CHARACTERISTICS OF ACTIHEART RECORDER
| Parameter | Value | Condition/Note |
|--------------------------|------------------------------------------------------------|---------------------------------|
| Size | 195mm length, overall<br>38mm diameter<br>12.5mm tail clip | Outer dimensions |
| Weight | 12 grams | With no ECG electrodes attached |
| Case material | Polycarbonate/ABS | Flammability rating UL94 V-0 |
| Attachment clip material | Stainless steel | |
| Attachment type | Adult ECG snap | |
| Battery type | 3.0 volt lithium rechargeable | Not user replaceable |
| Indicators | Green LED | Coincident with heart beat |
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#### Functional Description
Actiheart is intended for the measurement, storage, and display of physiological data (Heart Rate (HR) and Activity (ACT)). In addition, Actiheart derives an approximate value of Energy Expenditure from the values of HR and ACT. Actiheart can be attached to the subject's chest using standard ECG electrodes. Through the use of various types of standard ECG electrodes, the Recorder may be worn for varying lengths of time, dependent on the amount of data logging desired and the recommendations of the ECG electrode manufacturer. Parameter data are logged on board the Recorder and later transferred through a cable to a personal computer via the Reader. The PC Software can be used to display the physiological data and store the data for future comparison. The Multicharger is used to re-charge the Recorder's onboard rechargeable lithium battery.
#### Technological characteristics, comparison to predicate device
Actiheart and the Mini-Logger Series 2000 Heart Rate Probe (K991045) are each diagnostic test systems based upon the concept of an ambulatory, unattended physiological recorder that logs physiological data to the logging device. Each of these devices is a solid-state Recorder with differential amplifiers, data collection and analysis algorithms, and with the ability to store data until it is transfered into the PC. Actiheart and the Mini-Logger Series 2000 Heart Rate Probe are of similar size and weight. Both devices measure and record Heart Rate and Activity.
The physiological data logging device presented in this 510(k) submission (Actiheart) is substantially equivalent to the Heart Rate Probe currently marketed as part of the Mini-Logger® Series 2000 Physiological Data Logging Device (K991045).
The Actiheart and the Mini-Logger® Series 2000 Heart Rate Probe are of similar size and weight. Both devices have the ability to measure Heart Rate. Both devices are surface-mounting, chest-worn, and ambulatory.
The performance characteristics are illustrative of comparable devices. Similarities and differences between Actiheart and the predicate device are presented below in Table 10C. Where differences exist, they reflect reduced indications for use and improvements in convenience of use.
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| COMPARISON<br>PARAMETER | Actiheart | Mini-Logger® Series 2000 with<br>Heart Rate Probe<br>(K991045) |
|--------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Device description | Compact, wearable, battery-<br>operated physiological data<br>recorder | Compact, wearable, battery-<br>operated physiological data<br>recorder |
| Where used | Actiheart may be used where<br>quantifiable measurement of<br>human Heart Rate and/or Activity is<br>needed. It may be used in the<br>home or hospital environments | The Mini-Logger® may be used in<br>any instance where quantifiable<br>analysis of physiological data is<br>desirable. It may be used in the<br>home or hospital environments |
| Visual appearance and<br>physical description of<br>Recorder/probe | 195mm length<br>38mm diameter<br>12.5mm tail clip | 145 mm length<br>31 mm wide |
| HR channels | 1 | 1 |
| Materials<br>(Recorder) | Polycarbonate/ABS plastic case | ABS plastic case |
| Mode of operation<br>(Recorder) | Recorder input | Wireless Recorder input and<br>Direct-wired Recorder input |
| Design features<br>(System) | Maximum recording time 14 days | Maximum recording time 88 days |
| Memory<br>(system) | 1 Megabit | 128 Kilobyte or 1 Megabyte |
| Performance | Comparable (see included) | Comparable (see included) |
| Heart Rate range | 35 to 255 BPM | Up to 250 BPM |
| Heart Rate resolution | 1 BPM | 1 BPM |
| Heart Rate accuracy* | ±10% of value, not to exceed 5<br>BPM<br>(Meets EC-13-4.2.7) | Unpublished |
| R-wave detection | dv/dt with variable threshold,<br>sampling at 128 Hz | Performed by the heart rate probe.<br>Method is unpublished. |
| Sterility<br>(Recorder) | None required | None required |
| Biocompatibility<br>(Recorder) | Through the use of ECG electrodes | Through the use of ECG<br>electrodes |
| Human factors<br>(Recorder) | Attaches to ECG electrodes | Waist pack carrying case, direct-<br>wire attachment to ECG<br>electrodes, or telemetric link |
| Electrical safety<br>(Recorder) | Battery operated | Battery operated |
| Power used<br>(Recorder) | 3.0 volt rechargeable lithium battery<br>(1 each) | 3.6 volt disposal lithium battery<br>(2 each) |
### TABLE 10C. SUBSTANTIAL EQUIVALENCE COMPARISON
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#### Performance testing
An extensive collection of tests has been conducted and successfully completed, including safety, performance and comparative tests. Declarations of conformance to the FDA Recognized list of consensus standards, as well as FDA reviewers guidance and Applicable voluntary standards have been provided in support of the safety and effectiveness of the Actiheart System. This list of performance testing included/will include:
- IEC 60601-1: 1988 + A1: 1991 + A2: 1995, Medical Electrical Equipment Part 1: General . Requirements for Safety - Tab 11A
- IEC 60601-1-2: 2001 Medical Electrical Equipment Part 1-2: Collateral Standard: Electromagnetic . Compatibility - Requirements and tests - Tab 11B
- ISO-10993-1: Biological Evaluation of Medical Devices Evaluation and Testing Tab 9 .
- FDA Reviewer's Guidance (#G95-1, 5/1/95) Biological Evaluation of Medical Devices; Use of ISOt 10993 – Tab 9
- Actiheart to Mini Logger Series 2000 bench test comparison report; assesses the Heart Rate . detection performance characteristics of both devices side-by-side against a set of library recordings of known Heart Rate. Additional testing with the use of simulated recordings per ASTM EC13:2002.
- Actiheart Software Functional Requirements Test Procedure/Report; assesses the features of the . Actiheart to ensure compliance with the Software requirements.
- Actiheart Shock & Vibration Test .
- Actiheart Temperature & Humidity Test .
Additional testing has been performed in to ensure safety & effectiveness of the Actiheart System. The following set of standards and guidance documents have been used in the Actiheart System. These include:
Required Standards – A Declaration of Conformity for each of these standards is provided in the submittal:
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- IEC 60601-1: 1988 + A1: 1991 + A2: 1995, Medical Electrical Equipment Part 1: General . Requirements for Safety
- IEC 60601-1-2: 2001 Medical Electrical Equipment Part 1-2: Collateral Standard: Electromagnetic . Compatibility - Requirements and tests
- ISO-10993-1: Biological Evaluation of Medical Devices Evaluation and Testing {Biocompatibility has . been established by the device clearances associated with the patient applied parts – no separate DOC is provided to demonstrate compliance with this standard}
Voluntary Standards - Guidance, when applicable, has been adopted from the following standards.
- ANSI/ASTM EC13:2002 Cardiac monitors, heart rate meters, and alarms [applicable clauses] .
Reviewers Guidance - Guidance, when applicable, has been adopted from each of the FDA Reviewers Guidance documents
- FDA Guidance for the Content of Premarket Submissions for Software Contained in Medical Devices, t May 2005
- FDA Reviewer's Guidance (#G95-1, 5/1/95) Biological Evaluation of Medical Devices; Use of ISOt 10993
- FDA Reviewer's Guidance for Premarket Notification Submissions, Appendix A, November 1993 .
- FDA Reviewer's Guidance General Principles of Software Validation; Final Guidance for Industry and ● FDA Staff. January 2002
#### Assessment of non-clinical performance data
The performance of the Actifieart Recorder has been tested in accordance with applicable clauses of ANSI/AAMI EC13:2002, American National Standard for Heart Rate (HR) Meters. The categories of tests applied to the submitted Recorder are listed as follows:
- . Tall T-wave rejection capability
- Measurement of HR sensitivity and specificity for several libraries of ECG waveforms .
- Measurement of HR in the presence of line frequency and drift noise .
- Measurement of range and accuracy of ECG detection .
- Measurement of HR detection over a range of QRS amplitudes .
- Accuracy and response to irregular rhythms .
A detailed disclosure of the test results has been provided in Tab 5 of this Application. For all the categories, we have determined that Actiheart performance meets that of the currently-marketed predicate device, Mini-Logger® Series 2000 Heart Rate Probe. Neither the submitted device (Actiheart) nor the predicate device (Mini-Logger® Series 2000 Heart Rate Probe) is capable of detecting all types of irregular rhythms as specified in ANSI/AAMI EC13, Clause 4.1.2.1(e). However, per ANSI/AAMI EC13, a note has been placed in the Actiheart Instruction Manual indicating such. A summary of our results appears in Table 10D.
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| Figure of Merit | Requirement | Actiheart<br>Performance |
|-------------------------------------------------|-----------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------|
| Tall T-wave Rejection<br>Capability | Reject Tall T-Waves up to 1.2<br>mV with ±10% accuracy or ±5<br>BPM (greater of two) | Sensitivity is better than 98 %<br>Specificity is 100% |
| MIT-BIH Normal Sinus Rhythm<br>waveform library | Detect HR with accuracy of<br>±10% or ±5 BPM (greater of<br>two) | Sensitivity is better than 99%<br>Specificity is better than 98% |
| European ST-T waveform<br>library | Detect HR with accuracy of<br>±10% or ±5 BPM (greater of<br>two) | Sensitivity is better than 99%<br>Specificity is better than 97% |
| AAMI Normal Sinus Rhythm<br>waveform library | Detect HR with accuracy of<br>±10% or ±5 BPM (greater of<br>two) | Sensitivity is better than 99%<br>Specificity is better than 99% |
| Line frequency tolerance and<br>drift tolerance | Detect HR with accuracy of<br>±10% or ±5 BPM (greater of<br>two) when drift or line noise<br>present | No difference between HR<br>measurement for waveforms<br>with and without superimposed<br>noise |
| Range and accuracy of HR<br>meter | Detect HR with accuracy of<br>±10% or ±5 BPM (greater of<br>two) over specified range of 32<br>to 255 BPM | Within limits for all values of HR |
| Amplitude of QRS waveform | Detect HR with accuracy of<br>±10% or ±5 BPM (greater of<br>two) for amplitudes 0.5 mV to<br>5 mV | Within limits for all values of<br>amplitude between 0.45 mV and<br>9 mV. |
## TABLE 10D. ACTIHEART HEART RATE MEASUREMENT CHARACTERISTICS
### Conclusion
It is the conclusion of Respironics that the Actiheart system is substantially equivalent to Mini Logger Series 2000 (K991045) and presents no new concerns about safety and effectiveness.
(End of Tab.)
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Image /page/8/Picture/1 description: The image shows the logo for the Department of Health and Human Services (HHS). The logo consists of a circular seal with the words "DEPARTMENT OF HEALTH AND HUMAN SERVICES. USA" arranged around the perimeter. Inside the circle is a stylized representation of three human profiles facing to the right, stacked on top of each other.
SEP 2 7 2005
Food and Drug Administration 9200 Corporate Boulevard Rockville MD 20850
Respironics, Inc. c/o Mr. Neil E. Devine, Jr. Responsible Third Party Official Intertek Testing Services NA, Inc. 70 Codman Hill Road Boxborough, Massachusetts 01719
Re: K052489 Trade/Device Name: Actiheart Regulation Number: 21 CFR 882.1845 Regulation Name: Physiological signal conditioner Regulatory Class: II Product Code: GWK Dated: September 8, 2005 Received: September 12, 2005
Dear Mr. Devine:
We have reviewed your Section 510(k) premarket notification of intent to market the device we nave reviewed your becamed the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate for use stated in the enorobate) is registy
commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to commerce prior to May 20, 1977, the accordance with the provisions of the Federal Food, Drug, devices mat nave occh rechasined in asseroval of a premarket approval application (PMA). allo Cosment Act (71ct) that do not requently of the general controls provisions of the Act. The I ou may, merelore, manel act include requirements for annual registration, listing of general controls provisions of mactice, labeling, and prohibitions against misbranding and adulteration.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it If your device is elassined (600 as controls. Existing major regulations affecting your device can may be subject to such additional controlio "Entraligning to the 898. In addition, FDA may be round interents concerning your device in the Federal Register.
Please be advised that FDA's issuance of a substantial equivalence determination does not mean I Tease oe advised that I Dri Visuan to syour device complies with other requirements of the Act that I DA has made a determinations administered by other Federal agencies. You must of any I cachi statutes and regalancents, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); good manufacturing practice requirements as set CI It I art 607), adomig (21 CFR Part 820); and if applicable, the electronic forth in the quality Systems (Sections 531-542 of the Act); 21 CFR 1000-1050.
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Page 2- Mr. Neil E. Devine, Jr.
This letter will allow you to begin marketing your device as described in your Section 510(k) I his letter will anow you to ocgin marketing of substantial equivalence of your device to a legally premarket notification: "The FDA miding of basically 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), please
r the results of the may on 1011 at the subscription on to the receiled If you desire specific advice for your ac not our sales. Also, please note the regulation entitled, conlact the Office of Comphance at (216) 276 - 310 - 410 Part 807.97). You may obtain Misorallumg by reference to premainer to premainterial in Act from the Division of Small other general International and Consumer Assistance at its toll-free number (800) 638-2041 or Manufacturers, Internet address http://www.fda.gov/cdrh/dsma/dsmamain.html
Sincerely yours,
Mark A. Millken
Mark N. Melkerson Acting Director Division of General, Restorative and Neurological Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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## Indications for Use
510(k) Number (if known): _KOS 2489
Device Name: _________________________________________________________________________________________________________________________________________________________________
Indications for Use:
The Actiheart is an ambulatory Heart Rate and Activity Recorder. Actifieart may be used to quantifiably measure Heart Rate, Activity, and estimates of Caloric Expenditure. This device is not intended for use as an ECG monitor.
Prescription Use X (Part 21 CFR 801 Subpart D)
AND/OR
Over-The-Counter Use (21 CFR 807 Subpart C)
(PLEASE DO NOT WRITE BELOW THIS LINE-CONTINUE ON ANOTHER PAGE OF NEEDED)
Concurrence of CDRH, Office of Device Evaluation (ODE)
Mark N. Milliken
(Division Sign-Off) Division of General, Restorative, and Neurological Devices
**510(k) Number** K052484
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.