The indications for use for the Panorama Patient Monitoring Network include: - Viewing real time patient clinical and demographic data - Graphical and numeric trending of clinical data - Storing and printing of clinical and demographic data - Setting independent alarm limits for data sent by the bedside monitor The clinical data displayed by the Panorama Patient Monitoring Network is obtained from one or more compatible physiological monitors and includes: ECG waveforms Invasive and Non-Invasive Blood Pressure, Blood Oxygenation (SpO2), Heart Rate, Respiration Rate, Respiration Gasses, Temperature, Carbon Dioxide, , inspired and end tidal, Ventricular Arrhythmia analysis,ST Segment analysis, Arrhythmia Detection derived from 3/5 lead measurements, Cardiac Output, and Anesthetic Gas, and Pulse Rate. The Panorama Patient Monitoring Network is intended for use in a fixed location, in the healthcare facility setting, as a central viewing station. The Panorama Patient Monitoring Network is not intended to be directly connected to the patient at any time or installed in a patient's vicinity. The Panorama Network includes the Panorama Telemetry System which acquires and monitors physiological data for ambulating patients within a defined coverage area. The system processes the physiological data to detect various ECG arrhythmia events and select physiological parameter limit violations. The Panorama Telemetry System is intended for installation in a hospital or clinical environment to provide clinicians with patient physiological data, while allowing for patient mobility. The physiological parameters monitored include ECG, blood oxygenation (SpO2), Heart Rate, Lethal and Non-Lethal Arrhythmia Detection and ST Segment Analysis. Received data is sent to the Panorama Server for ECG processing via Ethernet. This information can be displayed, trended, stored and printed at the Panorama Central Station. The Panorama Monitoring Network is intended for use under the direct supervision of a licensed healthcare practitioner.
Device Story
Central monitoring network; aggregates physiological data (ECG, BP, SpO2, CO2, etc.) from bedside monitors and telemetry transmitters. Inputs: physiological signals via Ethernet or WMTS telemetry. Processing: Panorama Server performs ECG arrhythmia detection, ST segment analysis, and parameter limit violation monitoring. Outputs: real-time waveforms, numeric trends, and alarms displayed at a central station. Used in hospitals/clinics; operated by clinicians. Benefits: enables remote patient surveillance, centralized data management, and patient mobility via telemetry. Healthcare providers use output for clinical decision-making regarding patient status and alarm response.
Clinical Evidence
No clinical tests were performed. Evidence consists of bench testing for safety, performance, and electromagnetic compatibility, including compliance with IEC 60601-1, IEC 60601-1-2, IEC 60601-1-4, IEC 60601-1-8, EC13, EC53, EC57, ISO 80601-2-61, ISO 14970, and ISO 15223. Performance specifications for ECG, arrhythmia analysis, ST segment analysis, and SpO2 were verified.
Technological Characteristics
Central monitoring network; includes Panorama Server, Telemetry System (WMTS), and Central Station. Hardware: 2U/4U rack-mount servers, touch screen displays. Connectivity: Ethernet, WMTS. Software: Windows XPe (embedded). Parameters: ECG, SpO2, NIBP/IBP, CO2, anesthetic gas, temperature. Standards: IEC 60601 series, EC13, EC53, EC57, ISO 80601-2-61.
Indications for Use
Indicated for adult and pediatric patients in hospital or clinical settings requiring physiological monitoring, including ECG, blood pressure, SpO2, heart rate, respiration, temperature, CO2, cardiac output, and anesthetic gas. Supports ambulatory patients via telemetry and fixed-location central station monitoring.
Regulatory Classification
Identification
The arrhythmia detector and alarm device monitors an electrocardiogram and is designed to produce a visible or audible signal or alarm when atrial or ventricular arrhythmia, such as premature contraction or ventricular fibrillation, occurs.
Special Controls
*Classification.* Class II (special controls). The guidance document entitled “Class II Special Controls Guidance Document: Arrhythmia Detector and Alarm” will serve as the special control. See § 870.1 for the availability of this guidance document.
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Image /page/0/Picture/1 description: The image shows the logo for the U.S. Department of Health & Human Services. The logo is a circular seal with the words "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA" around the perimeter. Inside the circle is a stylized image of three human profiles facing to the right, with flowing lines representing hair or clothing.
Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
November 14, 2014
Mindray DS USA, Inc. Diane Arpino Directory, Regulatory Affairs 800 MacArthur Blvd. Mahwah, New Jersey 07430
Re: K142601 Trade/Device Name: Panorama Patient Monitoring Network Regulation Number: 21 CFR 870.1025 Regulation Name: Arrhythmia Detector and Alarm (Including ST-Segment Measurement and Alarm) Regulatory Class: Class II Product Code: MHX, MLD, DSI, DRG, DOA, DOK, DPZ, DSK, DXN, CCK, NHO, CBQ, NHQ, NHP, CBS, CBR, CCL, DRT, DQA, MUD, FLL, GWM, DSB, DXG Dated: September 10, 2014 Received: September 16, 2014
Dear Diane Arpino,
We have reviewed your Section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply
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with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting (reporting of medical devicerelated adverse events) (21 CFR 803); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820); and if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
If you desire specific advice for your device on our labeling regulation (21 CFR Part 801), please contact the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm. 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 the CDRH's Office of Surveillance and Biometrics/Division of Postmarket Surveillance.
You may obtain other general information on your responsibilities under the Act from the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm.
Sincerely yours,
Melissa A. Torres -S
For
Bram D. Zuckerman, M.D. Director Division of Cardiovascular Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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## Indications for Use
510(k) Number (if known):
Device Name: Panorama Patient Monitoring Network
Indications for Use:
The indications for use for the Panorama Patient Monitoring Network include:
- Viewing real time patient clinical and demographic data ●
- Graphical and numeric trending of clinical data
- Storing and printing of clinical and demographic data ●
- Setting independent alarm limits for data sent by the bedside monitor o
The clinical data displayed by the Panorama Patient Monitoring Network is obtained from one or more compatible physiological monitors and includes: ECG waveforms Invasive and Non-Invasive Blood Pressure, Blood Oxygenation (SpO2), Heart Rate, Respiration Rate, Respiration Gasses, Temperature, Carbon Dioxide, , inspired and end tidal, Ventricular Arrhythmia analysis,ST Segment analysis, Arrhythmia Detection derived from 3/5 lead measurements, Cardiac Output, and Anesthetic Gas, and Pulse Rate.
The Panorama Patient Monitoring Network is intended for use in a fixed location, in the healthcare facility setting, as a central viewing station. The Panorama Patient Monitoring Network is not intended to be directly connected to the patient at any time or installed in a patient's vicinity.
The Panorama Network includes the Panorama Telemetry System which acquires and monitors physiological data for ambulating patients within a defined coverage area. The system processes the physiological data to detect various ECG arrhythmia events and select physiological parameter limit violations. The Panorama Telemetry System is intended for installation in a hospital or clinical environment to provide clinicians with patient physiological data, while allowing for patient mobility.
The physiological parameters monitored include ECG, blood oxygenation (SpO2), Heart Rate, Lethal and Non-Lethal Arrhythmia Detection and ST Segment Analysis. Received data is sent to the Panorama Server for ECG processing via Ethernet. This information can be displayed, trended, stored and printed at the Panorama Central Station.
The Panorama Monitoring Network is intended for use under the direct supervision of a licensed healthcare practitioner.
| Prescription Use | X | AND |
|-----------------------------|---|-----|
| (Part 21 CFR 801 Subpart D) | | |
D/OR Over-The-Counter Use _________________________________________________________________________________________________________________________________________________________ (21 CFR 807 Subpart C)
(PLEASE DO NOT WRITE BELOW THIS LINE-CONTINUE ON ANOTHER PAGE IF NEEDED)
Concurrence of CDRH, Office of Device Evaluation (ODE)
Page 1 of 1
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## 510(k) Summary Panorama Patient Monitoring Network
This 510(k) Summary is provided in accordance with the requirements of 21 CFR 807.92.
| Date: | August 15, 2014 |
|---------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Submitter: | Diane Arpino<br>Director, Regulatory and Clinical Affairs<br>Mindray DS USA, Inc.<br>800 MacArthur Blvd<br>Mahwah, New Jersey 07430<br>Telephone: 201-995-8391<br>Facsimile: 201-995-8605 |
| Device Trade Name: | Panorama Patient Monitoring Network |
| Common Name: | Central Station Monitor and Telemetry System |
| Device Classification: | Primary:<br>§870.1025- MHX -Physiological Monitor (with Arrhythmia detector and<br>alarm)<br><br>Secondary:<br>§870.1025- MLD - ST Segment with Alarm Monitor<br>§870.1025- DSI - Arrhythmia Detector and Alarm<br>§21 CFR 870.2910- DRG - Radiofrequency physiological signal<br>transmitter and receiver<br>§21 CFR 870.2700- DQA - Oximeter<br>§870.1425- DQK - Programmable Diagnostic Computer<br>§870.2700- DPZ - Ear Oximeter, Pulse<br>§870.1110- DSK- Blood Pressure Computer<br>§870.1130- DXN - Non-invasive Blood Pressure Measurement<br>System<br>§868.1400- CCK - Analyzer, Gas, Carbon-Dioxide, Gaseous-Phase<br>§868.1500- NHO/CBQ/NHQ/NHP - Enflurane Gas Analyzer<br>§868.1620- CBS - Halothane Gas Analyzer<br>§868.1700- CBR - Nitrous Oxide Gas Analyzer<br>§868.1720- CCL - Oxygen Gas Analyzer<br>§870.2300- DRT - Cardiac Monitor (Incl. Cardiotachometer and<br>Rate Alarm)<br>§870.2700- DQA- Oximeter Sensor<br>§870.2700- MUD- Oximeter, Tissue Saturation<br>§880.2910- FLL - Clinical Electronic Thermometer<br>§822.1620- GWM – Intracranial Pressure Monitoring Device<br>§870.2700- DSB- Impedance plethysmograph<br>Mindray DS USA, Inc.<br>Page 1 of 5 |
| | §870.1435- DXG- Single-function, preprogrammed diagnostic computer |
| Predicate Devices: | ViewPoint Central Monitoring System (marketed as the Panorama Patient Monitoring Network) – K031760 |
| | Hypervisor VI Central Monitoring System (including telemetry pulse oximetry) – K080192 |
| Device description/<br>Indications for Use: | The indications for use for the Panorama Patient Monitoring Network include:<br>A. Viewing real time patient clinical and demographic data<br>B. Graphical and numeric trending of clinical data<br>C. Storing and printing of clinical and demographic data<br>D. Setting independent alarm limits for data sent by the bedside monitor.<br><br>The clinical data displayed by the Panorama Patient Monitoring Network is obtained from one or more compatible physiological monitors and includes:<br>ECG waveforms, Invasive Blood Pressure Non-Invasive Blood Pressure, Pulse Oximetry(SpO2), Heart Rate Respiration Rate, Respiration Gasses, Temperature, Carbon Dioxide (CO2), Ventricular Arrhythmia analysis, ST Segment analysis from 3/5 lead measurements, Arrhythmia Detection derived from 3/5 lead measurements, Cardiac Output (CO), and Anesthetic Gas (AG) Pulse Rate (PR) The Panorama Patient Monitoring Network is intended for use in a fixed |
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location, in the healthcare facility setting, as a central viewing station. The Panorama Patient Monitoring Network is not intended to be directly connected to the patient at any time or installed in a patient's vicinity.
The Panorama Telemetry System is intended for use under the direct supervision of a licensed healthcare practitioner. The system is designed to acquire and monitor physiological data for ambulating patients within a defined coverage area. The system processes the physiological data to
> Mindray DS USA, Inc. Page 2 of 5
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detect various ECG arrhythmia events and select physiological parameter limit violations.
The Panorama Telemetry System is intended for installation in a hospital or clinical environment to provide clinicians with patient physiological data, while allowing for patient mobility.
The physiological parameters monitored include ECG, blood oxygenation (SpO2), Heart Rate, Lethal and Non-Lethal Arrhythmia Detection and ST Segment Analysis. Received data is sent to the Panorama Server for ECG processing via Ethernet. This information can be displayed, trended, stored and printed at the Panorama Central Station.
## Technological Comparison to Predicate Device: The Panorama Network is equivalent to the predicate device the ViewPoint Central Monitoring System respecting the indications for use, basic operation, performance specifications, technology and materials (patient contacting). There are no changes to the device's intended use and fundamental scientific technology relative to the predicate device.
The Hypervisor Central Monitoring System serves at the predicate relative to Telemetry monitoring for SpO2.
| Technology | Subject /<br>Panorama Patient<br>Monitoring Network | Predicate /<br>ViewPoint Central<br>Monitoring System<br>K031760 | Predicate /<br>Hypervisor Central<br>Monitoring System (including<br>telemetry pulse oximetry)<br>K080192 |
|---------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Indications for Use | Viewing real time patient clinical<br>and demographic data<br>Graphical and numeric trending<br>of clinical data<br>Storing and printing of clinical<br>and demographic data<br>Setting independent alarm limits<br>for data sent by the bedside<br>monitor. | Viewing real time patient<br>clinical and demographic<br>data<br>Graphical and numeric<br>trending of clinical data<br>Storing and printing of<br>clinical and demographic data<br>Setting independent alarm<br>limits for data sent by the<br>bedside monitor. | The Central Monitoring System<br>(CMS) network transfers<br>information between the<br>Hypervisor VI Central System<br>and other network devices. It<br>also allows information transfer<br>between several CMS. Network<br>connections consist of<br>hardwired network cables<br>and/or WLAN connections.<br>CMS can be used for remote<br>monitor management, storing,<br>printing, reviewing or<br>processing information from<br>networked devices, and it is<br>operated by medical<br>institutions.<br><br>Telemetry System is a sub-<br>system of CMS, intended to<br>obtain ECG and SpO2<br>physiological information from |
Mindray DS USA, Inc. Page 3 of 5
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| | | | adult and pediatric patients, and<br>send it to CMS via WMTS<br>frequency with a defined<br>coverage area. |
|-------------------------------------|-------------------------------------------------|----------------------------------|------------------------------------------------------------------------------------------------------------|
| Central Station | 2U (Horizontal) or Vertical<br>Tower | Vertical Tower only | N/A |
| Telemetry Server | | Vertical Tower only | N/A |
| TIM Transceiver | 2U (Horizontal) Tower | Yes | N/A |
| Keyboard | Yes | Yes | N/A |
| Mouse | Yes | Yes | N/A |
| Display | Yes | Touch screen | N/A |
| Operating System | Touch screen | Windows NT | N/A |
| Longview-VGA<br>extender | Windows XPe (embedded) | No | N/A |
| | Yes | | N/A |
| Telemetry System | 2U (horizontal rack mount) | Vertical Tower | N/A |
| TIM Transceiver | 4U (horizontal rack mount) | 4U (horizontal rack mount) | N/A |
| Frequency | WMTS | 2.4 GHz | N/A |
| Repeater | Yes | No | N/A |
| Antenna | Radio Frequency | Radio Frequency | N/A |
| Telepack | Telepack-608(WMTS) | Telepack (2.4 GHz) | TMS-6016 (WMTS) |
| SpO2 Module | Yes | No | Yes |
| Accessories (used with<br>Telepack) | ECG Electrodes<br>ECG Lead Wires<br>SpO2 Sensor | ECG Electrodes<br>ECG Lead Wires | ECG Electrodes<br>ECG Lead Wires<br>SpO2 Sensor |
## Summary of Performance Testing:
The Panorama Network has been tested and found to be in compliance with recognized safety, performance and electromagnetic compatibility standards.
A risk analysis has been developed to identify potential hazards and document the mitigation of the hazards. The device's software has been verified and validated in accordance with the appropriate test requirements.
The Panorama Network has been tested and complies with the following recognized consensus standards:
- IEC60601-1 O IEC60601-1-2 o IEC60601-1-4 O IEC60601-1-8 O EC13 O EC53 O O EC57 ISO 80601-2-61 O ISO14970 O o ISO15223
Mindray DS USA, Inc. Page 4 of 5
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The Panorama Network was tested and complies with established parameter performance specifications respecting ECG, Arrhythmia analysis, ST Segment analysis and SpO2.
No clinical tests were performed on the Panorama Network. The substantial equivalence of the central monitoring networks has been long established through analysis of end-user experience and feedback gained through post-market analysis.
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.