PHILIPS AVALON FETAL/MATERNAL MONITORS FM20, FM30, FM40 AND FM50
K111083 · Philips Medizinsysteme Boeblingen GmbH, Cardiac AN · HGM · Aug 17, 2011 · Obstetrics/Gynecology
Device Facts
Record ID
K111083
Device Name
PHILIPS AVALON FETAL/MATERNAL MONITORS FM20, FM30, FM40 AND FM50
Applicant
Philips Medizinsysteme Boeblingen GmbH, Cardiac AN
Product Code
HGM · Obstetrics/Gynecology
Decision Date
Aug 17, 2011
Decision
SESE
Submission Type
Abbreviated
Regulation
21 CFR 884.2740
Device Class
Class 2
Attributes
Real-World Evidence
Real-World Evidence
Submission
Device
Sponsor
RWD Sources
RWE Use Summary
Key Tags
K111083 · Aug 17, 2011
PHILIPS AVALON FETAL/MATERNAL MONITORS FM20, FM30, FM40 AND FM50
Philips Medizinsysteme Boeblingen GmbH, Cardiac AN
Clinical study data (maternal pulse rate and ECG-derived maternal heart rate recordings)
A clinical study was conducted to validate the performance of the M2734B 'Toco MP' transducer by comparing maternal pulse rate measurements obtained via the transducer against ECG-derived maternal heart rate (MECG) in a patient population with diverse BMIs and skin colors.
Clinical validation of the M2734B 'Toco MP' transducer; Clinical validation study
Patients with a variety of body mass indices (BMI) and skin colors
ECG derived maternal heart rate (MECG)
Accuracy of maternal pulse rate obtained from the Toco MP transducer
Indications for Use
Avalon Fetal/Maternal Monitor FM20: Indicated for use by trained health care professionals whenever there is a need for monitoring of the physiological parameters uterine activity, heart rate, oxygen saturation, non-invasive blood pressure, pulse rate of pregnant women and the fetal heart rates of single fetuses, twins, and triplets in labor and delivery rooms, in antepartum testing areas, in private households and during transports in healthcare facilities. Avalon Fetal/Maternal Monitor FM30: Indicated for use by trained health care professionals whenever there is a need for monitoring of the physiological parameters uterine activity, heart rate, ECG, oxygen saturation, non-invasive blood pressure, and pulse rate of pregnant women and the fetal heart rates of single fetuses, twins, and triplets in labor and delivery rooms, in antepartum testing areas, in private households and during transports in healthcare facilities. Avalon Fetal/Maternal Monitor FM40: Indicated for use by trained health care professionals whenever there is a need for monitoring of the physiological parameters uterine activity, heart rate, oxygen saturation, non-invasive blood pressure, and pulse rate of pregnant women and the fetal heart rates of single fetuses, twins, and triplets in labor and delivery rooms and in antepartum testing areas. Avalon Fetal/Maternal Monitor FM50: Indicated for use by trained health care professionals whenever there is a need for monitoring of the physiological parameters uterine activity, heart rate, ECG, oxygen saturation, non-invasive blood pressure, and pulse rate of pregnant women and the fetal heart rates of single fetuses, twins, and triplets in labor and delivery rooms and in antepartum testing areas.
Device Story
Avalon FM20/30/40/50 monitors track fetal/maternal physiological parameters; inputs include ultrasound (FHR), Toco (uterine activity), ECG (maternal/fetal), NIBP, and SpO2. System processes signals to provide real-time monitoring and automated antepartum trace interpretation/NST reports. Used in labor/delivery, antepartum areas, and home settings by trained clinicians. Modifications include optional internal battery for transport (FM20/30) and M2734B 'Toco MP' transducer for abdominal plethysmography-based maternal pulse measurement. Output displayed for clinical decision-making regarding fetal/maternal status. Benefits include continuous monitoring and automated reporting to support clinical assessment.
Clinical Evidence
Clinical study conducted for M2734B 'Toco MP' transducer. Study population included varied BMIs and skin colors. Maternal pulse rate from Toco MP compared against ECG-derived maternal heart rate (MECG) to validate accuracy.
Indicated for pregnant women (single, twins, triplets) requiring monitoring of uterine activity, heart rate, ECG, SpO2, NIBP, and pulse rate during labor, delivery, or antepartum testing.
Regulatory Classification
Identification
A perinatal monitoring system is a device used to show graphically the relationship between maternal labor and the fetal heart rate by means of combining and coordinating uterine contraction and fetal heart monitors with appropriate displays of the well-being of the fetus during pregnancy, labor, and delivery. This generic type of device may include any of the devices subject to §§ 884.2600, 884.2640, 884.2660, 884.2675, 884.2700, and 884.2720. This generic type of device may include the following accessories: Central monitoring system and remote repeaters, signal analysis and display equipment, patient and equipment supports, and component parts.
Predicate Devices
Philips Avalon Fetal/Maternal Monitors FM20, FM30, FM30, FM40, and FM50 with software revision F.01.xx (K102958)
Philips OB TraceVue Obstetrical Information Management System Rev. G.00 (K100420)
Submission Summary (Full Text)
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# K|11083 510(k) Summary Avalon Fetal/Maternal Monitor FM20/30, FM40/50, Release G.0
Submitters Name:
AUG 1 7 2011
Michael Asmalsky Philips Medizin Systeme Böblingen GmbH Hewlett-Packard-Str. 2 D-71034 Böblingen, Germany Fax: +49 7031 463-2442 Tel: +49 7031 463-1277 Email: michael.asmalsky@philips.com
#### Date of Summary:
This summary was prepared on July 11th, 2011.
#### Trade Name of the Device:
Philips Fetal/Maternal Monitor Avalon FM20 (M2702A), FM30 (M2703A), FM40 (M2704A), FM50 (M2705A) with software revision G.02.xx ("G.0" release)
#### Common Name:
Fetal monitor
#### Classification:
| Device Panel | Classification | ProCode | Description |
|--------------------------------------------------------|----------------|---------|------------------------------------------------|
| Obstetrical and<br>Gynecological<br>Monitoring Devices | §884.2740, II | HGM | Perinatal monitoring<br>system and accessories |
| Circulatory System<br>Devices | §870.2780, II | JOM | Plethysmograph |
## Predicate Device:s
. "
Philips Avalon Fetal/Maternal Monitors FM20, FM30, FM30, FM40, and FM50 with software revision F.01.xx (K102958) Philips IntelliVue Patient Monitors MP5 (K071426 ) Philips IntelliVue Patient Monitors MP2/X2 (K072070) Philips OB TraceVue Obstetrical Information Management System Rev. G.00 K100420 (July 26th 2010)
### Device Description:
The legally marketed Philips Avalon Fetal/Maternal Monitors FM20, FM30, FM40, and FM50 offer monitoring of fetal and maternal heart rates, uterine activity, maternal ECG wave, maternal non-invasive blood pressure (NIBP) and oxygen saturation (SpO2) with pulse rate, during antepartum testing and labor and delivery.
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# The Avalon Fetal/Maternal Monitor FM20 provides the following exter measurement parameters:
- Up to three Fetal Heart Rates (FHR) via ultrasound (US) -
- Fetal Movement Profile -
- Uterine activity via external Toco
- Maternal pulse rate
- Maternal Heart Rate via maternal ECG
- Non-invasive blood pressure (NIBP)
- Pulse oximetry (maternal SpO2)
The Avalon Fetal/Maternal Monitor FM30 shares all the features and capabilities of the Avalon FM20. In addition, the Avalon FM30 provides the following external and internal measurement parameters:
- One Fetal Heart Rate and one fetal DECG wave via direct ECG (DECG) *) -
- Uterine activity via intrauterine pressure (IUP) -
- Maternal ECG (MECG) wave -
*) Note: maximum three fetal heart rates can be monitored.
The Avalon Fetal/Maternal Monitor FM40 provides the following external measurement parameters:
- Up to three Fetal Heart Rates (FHR) via ultrasound (US) -
- Fetal Movement Profile -
- Uterine activity via external Toco -
- Maternal Pulse Rate .
- Maternal Heart Rate via maternal ECG
- Non-invasive blood pressure (NIBP).
- Pulse oximetry (maternal SpO2)
The Avalon Fetal/Maternal Monitor FM50 shares all the features and capabilities of the Avalon FM40. In addition, the Avalon FM50 provides the following external and internal measurement parameters:
- One Fetal Heart Rate and one fetal DECG wave via direct ECG (DECG) *) -
- -Uterine activity via intrauterine pressure (IUP)
- Maternal ECG (MECG) wave -
*) Note: maximum three feta! heart rates can be monitored.
## Device Modifications
The device modifications of the subject Philips Avalon Fetal/Maternal Monitors FM20, FM30, FM40, and FM50 include the following changes:
Operation of the models FM20 (M2702A) and FM30 (M2703A) with an internal rechargeable power source (optional) to support fetal/maternal monitoring during transport within healthcare facilities. This additional use case is a minor extension of the intended use.
- Modification of the existing Toco transducer M2734A to include maternal pulse measurement, using plethysmography at an alternative body location (abdomen). The modified transducer is labeled M2734B 'Toco MP'.
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- Automated antepartum fetal/maternal trace interpretation and printout the resulting non-stress test (NST) report.
- The new software G.02.xx, which is a modification of the software F.01.xx (cleared with K102958) to support the before listed modifications / additions.
- Additionally, the option to equip the Avalon Fetal/Maternal Monitors with maternal SpO2 measurement is enabled now also for the model FM20 (M2702A).
All other measurement parameters that contain signal acquisition and physiological algorithms remain unchanged in this Premarket Notification.
#### Indications for Use:
#### Avalon Fetal/Maternal Monitor FM20:
Indicated for use by trained health care professionals whenever there is a need for monitoring of the physiological parameters uterine activity, heart rate, oxygen saturation, non-invasive blood pressure, pulse rate of pregnant women and the fetal heart rates of single fetuses, twins, and triplets in labor and delivery rooms, in antepartum testing areas, in private households and during transports in healthcare facilities.
#### Avalon Fetal/Maternal Monitor FM30:
Indicated for use by trained health care professionals whenever there is a need for monitoring of the physiological parameters uterine activity, heart rate, ECG, oxygen saturation, non-invasive blood pressure, and pulse rate of pregnant women and the fetal heart rates of single fetuses, twins, and triplets in labor and delivery rooms, in antepartum testing areas, in private households and during transports in healthcare facilities.
#### Avalon Fetal/Maternal Monitor FM40:
Indicated for use by trained health care professionals whenever there is a need for monitoring of the physiological parameters uterine activity, heart rate, oxygen saturation, non-invasive blood pressure, and pulse rate of pregnant women and the fetal heart rates of single fetuses, twins, and triplets in labor and delivery rooms and in antepartum testing areas.
#### Avalon Fetal/Maternal Monitor FM50:
Indicated for use by trained health care professionals whenever there is a need for monitoring of the physiological parameters uterine activity, heart rate, ECG, oxygen saturation, non-invasive blood pressure, and pulse rate of pregnant women and the fetal heart rates of single fetuses, twins, and triplets in labor and delivery rooms and in antepartum testing areas.
#### Technological Characteristics:
The fundamental scientific technology employed in the operation of the Philips Avalon Fetal/Maternal Monitors FM20, FM30, FM40 and FM50 has not changed from that of the predicate devices as a result of the modification.
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#### Non-clinical Testing:
Verification and validation activities established the performance, functionality, and reliability characteristics of the modified devices with respect to the predicates. Testing involved system level and regression tests as well as testing from the hazard analysis. Pass/Fail criteria were based on the specifications cleared for the predicate devices and test results showed substantial equivalence. Some tests included the use of previously recorded patient raw signals and traces. The bench tests included:
- Cross Channel Verification (CCV) testing including maternal pulse from the M2734B Toco MP transducer as a signal source
- M2734B Toco MP maternal pulse rate accuracy over the full range
- Comparative test of antepartum fetal/maternal trace interpretation and NST report against the implementation in OB TraceVue G.00 (K100420)
- Testing of generic hazards as indicated by the Risk management summary
- Testing of battery-related hazards for the FM20/FM30 as indicated by the Risk management summary
- Interface testing to the OB TraceVue system including date/time and patient identification - Testing of the alarms functionality
- Regression testing for the Toco measurement and for the software G.02.xx
- Testing of the additional minor enhancements introduced with software G.02.xx
- Product Safety and Electromagnetic Compatibility according to IEC 60601-1+A1+A2 and IEC 60601-1-2+A1.
#### Clinical Testing:
For the clinical validation of the M2734B 'Toco MP' transducer a clinical study has been performed. The patient population was covering a variety of body mass indices (BMI) and skin colors. The maternal pulse rate obtained from the Toco MP transducer has been recorded together with the ECG derived maternal heart rate (MECG) and subsequently compared and evaluated.
#### Conclusion:
Non-clinical and clinical verification and validation results demonstrate that the Avalon fetal/maternal monitors with software G.02.xx are as safe, as effective, and perform as well or better as the predicate devices with software F.01.xx. The modified devices do not introduce new questions concerning the safety or effectiveness and are, therefore, substantially equivalent to the predicate devices.
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Food and Drug Administration 10903 New Hampshire Avenue Document Mail Center - WO66-G609 Silver Spring. MD 20993-0002
Mr. Michael Asmalsky Senior Regulatory Affairs Engineer Philips Medizin Systeme Böblingen GmbH Hewlett-Packard-Str. 2 BÖBLINGEN 71034 GERMANY
AUG 1 7 2011
Re: K111083 Trade/Device Name: Philips Avalon FM20 (M2702A), FM30 (M2703A), FM40 (M2704A) and FM50 (M2705A) Regulation Number: 21 CFR\$ 884.2740 Regulation Name: Perinatal monitoring system and accessories Regulatory Class: II Product Code: HGM, HGL Dated: July 11, 2011 Received: July 13, 2011
Dear Mr. Asmalsky:
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 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 of medical device-related
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# Page 2
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 go to http://www.fda.gov/AboutFDA/CentersOffices/CDRH/CDRHOffices/ucm115809.htm for the Center for Devices and Radiological Health's (CDRH's) Office of Compliance. Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21CFR Part 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to
http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm for the CDRH's Office of Surveillance and Biometrics/Division of Postmarket Surveillance.
You may obtain other general information on your responsibilities under the Act from the Division of Small Manufacturers, International and Consumer Assistance at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address http://www.fda.gov/MedicalDevices/Resourcesfor You/Industry/default.htm.
http://www.fda.gov/MedicalDevices/ResourceforYou/Industry/default.htm.
Sincerely yours,
Hubert Lemon MD
Herbert P. Lerner, M.D., Director (Acting) Division of Reproductive. Gastro-Renal and Urological Devices Office of Device Evaluation Center for Devices and Radiological Health.
Enclosure
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# Indications for Use
510(k) Number (if known): K11/083
Philips Avalon FM20(M2702A), FM30(M2703A), Device Name: FM40 (M2704A) and FM50 (M2705A) .
#### Indications for Use:
#### Avalon Fetal/Maternal Monitor FM20:
Indicated for use by trained health care professionals whenever there is a need for monitoring of the physiological parameters uterine activity, heart rate, oxygen saturation, non-invasive blood pressure, pulse rate of pregnant women and the fetal heart rates of single fetuses, twins, and triplets in labor and delivery rooms, in antepartum testing areas, in private households and during transports in healthcare facilities.
#### Avalon Fetal/Maternal Monitor FM30:
Indicated for use by trained health care professionals whenever there is a need for monitoring of the physiological parameters uterine activity, heart rate, ECG, oxygen saturation, non-invasive blood pressure, and pulse rate of prequant women and the fetal heart rates of single fetuses, twins, and triplets in labor and delivery rooms, in antepartum testing areas, in private households and during transports in healthcare facilities.
#### Avalon Fetal/Maternal Monitor FM40:
Indicated for use by trained health care professionals whenever there is a need for monitoring of the physiological parameters uterine activity, heart rate, oxygen saturation, non-invasive blood pressure, and pulse rate of pregnant women and the fetal heart rates of single fetuses, twins, and triplets in labor and delivery rooms and in antepartum testing areas.
#### Avalon Fetal/Maternal Monitor FM50:
Indicated for use by trained health care professionals whenever there is a need for monitoring of the physiological parameters uterine activity, heart rate, ECG, oxygen saturation, non-invasive blood pressure, and pulse rate of pregnant women and the fetal heart rates of single fetuses, twins, and triplets in labor and delivery rooms and in antepartum testing areas.
| Prescription Use<br>(Part 21 CFR 801 Subpart D) | Yes | AND/OR | Over-The-Counter Use<br>(21 CFR 807 Subpart C) | No |
|-------------------------------------------------|-----|--------|------------------------------------------------|----|
|-------------------------------------------------|-----|--------|------------------------------------------------|----|
(PLEASE DO NOT WRITE BELOW THIS LINE-CONTINUE ON ANOTHER PAGE
OF NEEDED)
ConcurredatoDRH, Office of Device Evaluation (ODE)
(Division Sign-Off)
Division of Reproductive, Gastro-Renal, and
Urological Devices
| 510(k) Number | K111083 |
|---------------|---------|
|---------------|---------|
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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.