K203643 · Sensatronic GmbH · FLL · Aug 11, 2021 · General Hospital
Device Facts
Record ID
K203643
Device Name
Sensatronic Reusable Temperature Probes
Applicant
Sensatronic GmbH
Product Code
FLL · General Hospital
Decision Date
Aug 11, 2021
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 880.2910
Device Class
Class 2
Attributes
Pediatric
Indications for Use
Sensatronic Reusable Temperature Probes are intended to be used for monitoring temperature. The temperature probes are designed for use with GE Healthcare monitoring systems, Schiller and other monitors compatible with YSI 400 Series temperature probes. The probes are indicated for use by qualified medical personnel only. Prescription use only.
Device Story
Sensatronic Reusable Temperature Probes are clinical electronic thermometers designed for continuous temperature monitoring. The device consists of a thermistor-based probe with a sealed phono plug connector, internal Kevlar fibers for durability, and a biocompatible thermoplastic rubber (TPR) jacket. It is available in various configurations for rectal/esophageal or skin application. The device is used in clinical settings by qualified medical personnel; it connects to compatible patient monitoring systems (e.g., GE Healthcare, Schiller) that utilize the YSI 400 resistance specification. The probe senses temperature via a negative temperature coefficient (NTC) thermistor; the monitor processes the resistance signal to display patient temperature. This real-time data allows clinicians to track patient thermal status, facilitating clinical decision-making regarding patient care and intervention. The probes are reusable, supporting manual/machine cleaning, disinfection, and steam sterilization.
Clinical Evidence
No clinical data. Substantial equivalence is supported by bench testing, including electrical safety, electromagnetic compatibility, usability, accuracy per ISO 80601-2-56, biocompatibility (ISO 10993), and validation of cleaning, disinfection, and steam sterilization methods. Durability testing confirmed performance after 300 cleaning/disinfection cycles and 100 steam sterilization cycles.
Technological Characteristics
Thermistor-based temperature sensor (NTC, YSI 400 series compatible). Materials: Biocompatible thermoplastic elastomer (cable/tip), stainless steel (disks). Form factor: Rectal/esophageal (4.0mm, 3.2mm, 2.3mm) and skin (16mm, 10mm, 6mm) probes. Connectivity: Wired (phono plug/proprietary connectors). Sterilization: Steam autoclave (132°C). Standards: IEC 60601-1, IEC 60601-1-2, ISO 80601-2-56, ISO 10993, ISO 14971.
Indications for Use
Indicated for temperature monitoring in patients by qualified medical personnel using compatible GE Healthcare, Schiller, or YSI 400 Series monitoring systems.
Regulatory Classification
Identification
A clinical electronic thermometer is a device used to measure the body temperature of a patient by means of a transducer coupled with an electronic signal amplification, conditioning, and display unit. The transducer may be in a detachable probe with or without a disposable cover.
Special Controls
(1) Device is not a clinical thermometer with telethermographic functions;
(2) Device is not a clinical thermometer with continuous temperature measurement functions; and
(3) Appropriate analysis and testing (such as that outlined in the currently FDA-recognized editions, as appropriate, of ISO 80601-2-56, “Medical electrical equipment—Part 2-56: Particular requirements for basic safety and essential performance of clinical thermometers for body temperature measurement,” or ASTM E1965, “Standard Specification for Infrared Thermometers for Intermittent Determination of Patient Temperature,” or ASTM E1112, “Standard Specification for Electronic Thermometer for Intermittent Determination of Patient Temperature,” or ASTM E1104, “Standard Specification for Clinical Thermometer Probe Covers and Sheaths”) must validate specifications and performance of the device.
Predicate Devices
Reusable Temperature Probes (M1024254 Skin Temperature probe, reusable; M1024247, GP Temperature Probe, Adult, reusable; M1024251 GP Temperature Probe, Pediatric, reusable) (K050837)
Submission Summary (Full Text)
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Image /page/0/Picture/0 description: The image contains two logos. On the left is the Department of Health & Human Services logo. On the right is the FDA logo, which includes the letters "FDA" in a blue square, followed by the words "U.S. FOOD & DRUG ADMINISTRATION" in blue text.
August 11, 2021
Sensatronic GmbH % Stephen Gorski President Imagenix, Inc. S65 W35739 Piper Road Eagle, Wisconsin 53119
Re: K203643
Trade/Device Name: Sensatronic Reusable Temperature Probes Regulation Number: 21 CFR 880.2910 Regulation Name: Clinical electronic thermometer Regulatory Class: Class II Product Code: FLL Dated: July 9, 2021 Received: July 12, 2021
Dear Stephen Gorski:
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. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database located at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal
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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 adverse events) (21 CFR 803) for devices or postmarketing safety reporting (21 CFR 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-reportingcombination-products); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR Part 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to https://www.fda.gov/medical-device-safety/medical-device-reportingmdr-how-report-medical-device-problems.
For comprehensive regulatory information about mediation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/medicaldevices/device-advice-comprehensive-regulatory-assistance) and CDRH Learn (https://www.fda.gov/training-and-continuing-education/cdrh-learn). Additionally, you may contact the Division of Industry and Consumer Education (DICE) to ask a question about a specific regulatory topic. See the DICE website (https://www.fda.gov/medical-device-advice-comprehensive-regulatoryassistance/contact-us-division-industry-and-consumer-education-dice) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,
Payal Patel Assistant Director DHT3C: Division of Drug Delivery and General Hospital Devices, and Human Factors OHT3: Office of GastroRenal, ObGyn, General Hospital and Urology Devices Office of Product Evaluation and Quality Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known)
K213643
Device Name Sensatronic Reusable Temperature Probes
Indications for Use (Describe)
Sensatronic Reusable Temperature Probes are intended to be used for monitoring temperature probes are designed for use with GE Healthcare monitoring systems, Schiller and other monitors compatible with YSI 400 Series temperature probes.
The probes are indicated for use by qualified medical personnel only.
| Type of Use (Select one or both, as applicable) | |
|-------------------------------------------------|--|
|-------------------------------------------------|--|
|X Prescription Use (Part 21 CFR 801 Subpart D)
Over-The-Counter Use (21 CFR 801 Subpart C)
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# 510(k) Summary in accordance with 21 CFR 807.92
| (a) | (1) | Submitted by: | Sensatronic GmbH<br>Am Ring 9<br>D-23970 Wismar<br>Germany<br>Tel.: +49 3841 2252 440<br>Fax: +49 3841 2252 442<br>j.schwarz(at)sensatronic.com | |
|-----|-----|-----------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------|
| | | Contact Person: | Mr. Jens Schwarz | |
| | | Position/Title: | General Manager | |
| | | Date of Preparation: | July 9, 2021 | |
| | (2) | Trade Name: | Sensatronic Reusable Temperature Probes | |
| | | Common/Classification Name: | Thermometer, Electronic, Clinical | |
| | | Product Code(s): | 21 CFR §880.2910; FLL | |
| | | Class: | Class II | |
| | (3) | Predicate Device(s): | Substantial Equivalence to: | |
| | | K Number | Model | Manufacturer |
| | | K050837 | Reusable Temperature Probes (M1024254 Skin<br>Temperature probe, reusable; M1024247, GP<br>Temperature Probe, Adult, reusable; M1024251<br>GP Temperature Probe, Pediatric, reusable) | GE Healthcare |
Reason for Submission: New Device(s)
#### (4) Description of Device:
Sensatronic Reusable Temperature Probes(s) are designed and constructed for for compatibility with monitoring systems the using YSI 400 series temperature measurements specification.
Sensatronic Reusable Temperature Probes are constructed with the following features:
- . Sealed phone plug design suitable for immersion cleaning and disinfection and steam sterilization
- . Two internal conductors for connection to the thermistor
- . Internal Kevlar fibers for strength and pull resistance
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- Biocompatible outer jacket of thermoplastic rubber (TPR)
- . The general purpose esophageal/rectal probes are available in three sizes/diameters: 4 mm, 3.2 mm, 2.3 mm, in a 275 cm standard probe length (the -275 denotes the length in centimeters, other lengths available as shown below)
- The probes for skin application are available in three ■ disk sizes/diameters: 16 mm, 10 mm, and 6 mm
- 트 The probes are offered with straight and right-angle 1/4 inch (6.35 mm) phono plug type connectors, as well as connectors for Schiller monitoring systems. The following configurations are offered:
| Temperature<br>Probe Types | Model | Suffix<br>(Connector) | Compatibility Series | Cable length | Diameter of<br>Cable/(Tip) |
|-----------------------------------------------------------|-----------------------------------------------------|----------------------------------|-----------------------------------------------------|--------------------------------------|----------------------------|
| General<br>Purpose | AR-275 | -PA | GE Healthcare (YSI<br>¼ in. phono plug) | 275 cm | 4.0 mm<br>(4.5 mm tip) |
| Rectal/<br>Esophageal<br>Probe, Large | AR-275<br>AR-200<br>AR-300<br>AR-500 | -PRA<br>-S2<br>-S1<br>-S1 | Schiller | 200 cm<br>300 cm<br>500 cm | |
| General<br>Purpose | PR-275 | -PA | GE Healthcare (YSI<br>¼ in. phono plug) | 275 cm | 3.2 mm<br>(3.7mm tip) |
| Rectal/<br>Esophageal<br>Probe, Medium | PR-275<br>PR-200<br>PR-300<br>PR-500 | -PRA<br>-S2<br>-S1<br>-S1 | Schiller | 200 cm<br>300 cm<br>500 cm | |
| General<br>Purpose<br>Rectal/Esophageal Probe,<br>Small * | NR-275<br>NR-275 | -PA<br>-PRA | GE Healthcare (YSI<br>¼ in. phono plug) | 275 cm | 3.2/2.3 mm<br>(2.7mm tip) |
| Skin<br>Temperature<br>Probe, Large | SAR-275<br>SAR-275<br>SAR-200<br>SAR-300<br>SAR-500 | -PA<br>-PRA<br>-S2<br>-S1<br>-S1 | GE Healthcare (YSI<br>¼ in. phono plug) | 275 cm<br>200 cm<br>300 cm<br>500 cm | 4.0 mm<br>(16mm disk) |
| Skin<br>Temperature<br>Probe, Medium | SPR-275<br>SPR-275<br>SPR-300<br>SPR-500 | -PA<br>-PRA<br>-S1<br>-S1 | GE Healthcare (YSI<br>¼ in. phono plug)<br>Schiller | 275 cm<br>300 cm<br>500 cm | 3.0 mm<br>(10mm disk) |
| Skin<br>Temperature<br>Probe, Small * | SNR-275<br>SNR-275<br>SNR-300 | -PA<br>-PRA<br>-S1 | GE Healthcare (YSI<br>¼ in. phono plug)<br>Schiller | 275 cm<br>300 cm | 3.2/2.3 mm<br>(6mm disk) |
* NOTE: The distal 50cm of the probe cable is stepped to the smaller diameter 2.3mm cable
## Probe Connector Suffix Guide:
| Connector Suffix | Connector/Contact Description |
|------------------|----------------------------------------------|
| -PA | 6.35 mm phono plug, 2 conductor, straight |
| -PRA | 6.35 mm phono plug, 2 conductor, right angle |
| -S1 | Siemens monitor, 5 pin, straight |
| -S2 | Siemens monitor, 8 pin, straight |
Table 1: Probe Configurations offered
#### (5) Intended use:
The intended use for the Sensatronic Reusable Temperature Probes is the same as the predicate Temperature Probes: monitoring of temperature.
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# Indications for Use:
Sensatronic Reusable Temperature Probes are intended to be used for monitoring temperature. The temperature probes are designed for use with GE Healthcare monitoring systems, Schiller and other monitors compatible with YSI 400 Series temperature probes.
The probes are indicated for use by qualified medical personnel only.
Prescription use only.
## (6) Technological Characteristics:
The Sensatronic Reusable Temperature Probes utilize the same technological principles as the predicate devices to measure temperature: both incorporate thermistor temperature sensors in the probes which utilize the YSI 400 resistance specification, and are offered in both rectal/esophageal and skin-applied models. Refer to the following comparison table:
Comparison of Technological Features to Predicate Devices:
| Product/Feature | Sensatronic<br>Reusable Temperature<br>Probes | GE Healthcare Reusable<br>Temperature Probes | Remark | |
|---------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--|
| Manufacturer | Sensatronic GmbH | GE Healthcare | | |
| Model Number(s) | AR-275-PA; AR-275-PRA; AR-200-S2; AR-300-S1; AR-500-S1;<br>PR-275-PA; PR-275-PRA; PR-200-S2; PR-300-S1; PR-500-S1;<br>NR-275-PA; NR-275-PRA;<br>SAR-275-PA; SAR-275-PRA; SAR-200-S2; SAR-300-S1; SAR-500-S1;<br>SPR-275-PA; SPR-275-PRA; SPR-300-S1; SPR-500-S1;<br>SNR-275-PA; SNR-275-PRA; SNR-300-S1 | M1024254 (Skin probe)<br>M1024247 (GP Probe)<br>M1024251 (GP Probe)<br>GP is general purpose<br>esophageal/rectal | Product range for both<br>devices includes both<br>general purpose and Skin<br>probes | |
| 510(k) Number | K203643 | K050837 | | |
| Application/Intended use: | Measurement and<br>monitoring of patient<br>temperature | Measurement and<br>monitoring of patient<br>temperature | Same | |
| Product/Feature | Sensatronic<br>Reusable Temperature<br>Probes | GE Healthcare Reusable<br>Temperature Probes | Remark | |
| Application Site(s) | Rectal/esophageal; Skin | Rectal/esophageal; Skin | Same application sites | |
| Reusable | ✓ YES | ✓ YES | Same | |
| Steam Sterilization | ✓ YES | ✓ YES | Same | |
| Operating principle(s) | Single thermistor sensor,<br>with NTC (negative<br>temperature coefficient)<br>specification meeting YSI<br>400 series compatibility | Single thermistor sensor,<br>with NTC (negative<br>temperature coefficient)<br>specification meeting YSI<br>400 series compatibility | Same thermistor<br>characteristics, both meet<br>YSI 400 series<br>compatibility | |
| Accuracy | ± 0.1 °C (25 °C – 45 °C) | ± 0.1°C (0°C to 50°C) | Equivalent in the<br>physiological range | |
| Measurement Range | 0°C to 50°C | 0°C to 50°C | Same | |
| | | Probe Construction – Rectal/Esophageal | | |
| Cable and Tip Material | Biocompatible<br>Thermoplastic Elastomer | Biocompatible Plastic<br>(type not specified) | Equivalent Function | |
| Tip Profile | Cylindrical, with formed<br>rounded tip | Cylindrical, with formed<br>rounded tip | Same | |
| Esophageal/Rectal Probe<br>Tip dimensions | Type A: 4.5 mm;<br>Type P: 3.7 mm;<br>Type N: 2.7 mm | 4mm;<br>3mm; | Sensatronic tip has 3<br>available diameters, GE<br>has 2; minor differences<br>in dimensions | |
| | | Probe Construction – Skin | | |
| Tip (Disk) Material | Stainless steel,<br>Biocompatible Plastic | Stainless steel, Plastic<br>(type not specified) | Equivalent function | |
| Tip (Disk) dimensions | Type A: 16 mm;<br>Type P: 10 mm;<br>Type N: 6 mm | 10 mm; | Sensatronic disk offers 3<br>available diameters, GE<br>offers 1 | |
| Cable and Connector | | | | |
| Cable overall length | 2.75 meters standard<br>length; 2, 3, and 5 meters<br>in specific models | 3 meters (all models) | Equivalent functionality,<br>some difference in length | |
| Connector(s) | Straight Phone Plug;<br>Right Angle Phono Plug;<br>Manufacture specified<br>types (incl. Schiller); YSI<br>400 series function | Straight Phone Plug); YSI<br>400 series function | Equivalent electrical<br>function; GE Healthcare<br>offers straight Phono plug<br>style; Sensatronic Probes<br>are offered in additional<br>connector styles; all have<br>YSI 400 series function | |
| Cleaning, Disinfection, and Sterilization Methods | | | | |
| Product/Feature | Sensatronic<br>Reusable Temperature<br>Probes | GE Healthcare Reusable<br>Temperature Probes | Remark | |
| Cleaning & Disinfection<br>Method(s) | Manual wipe with<br>cleaning agents or<br>machine washing;<br>immersion in disinfectant | Manual wipe with<br>cleaning agents or<br>machine wash;<br>immersion in disinfectant | Equivalent function: both<br>support manual cleaning,<br>machine wash and<br>disinfectant immersion | |
| Sterilization Method(s) | Steam autoclave at<br>132°C/4 minutes<br>(max 100 cycles) | 1) Plasma (Sterrad);<br>2) Steam autoclave for 20<br>minutes at 121°C/250°F<br>(max 100 cycles), or<br>3) Steam autoclave 18<br>minutes at 134°C/273°F<br>(max 30 cycles) | Equivalent function:<br>Sensatronic specifies<br>current industry practices<br>for autoclave temperature<br>of 132°C with 100 cycles<br>durability; predicate lists<br>30 cycles durability;<br>Sensatronic does not<br>specify plasma (Sterrad)<br>method | |
| Physical and Environmental Specifications | | | | |
| Operating Conditions | 0°C...+50°C<br>10...100 % r. h | 0°C - +50°C | Equivalent Operating<br>Range | |
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Page 5 of 6
As summarized above, the Sensatronic Reusable Temperature Probes utilize equivalent technological characteristics and specifications as the listed predicate devices.
#### (b) (1) Non-Clinical Tests Submitted:
Sensatronic Reusable Temperature Probes were laboratory tested to current applicable standards for medical device electrical safety and electromagnetic compatibility as well as particular standards for clinical thermometers. The following standards were utilized in compliance testing:
- Electrical safety testing per IEC 60601-1 ●
- Electromagnetic compatibility testing per IEC 60601-1-2
- Usability evaluation per IEC 60601-1-6 and IEC 62366 for professional use ●
- Particular requirements for clinical thermometers per ISO 80601-2-56 ● including accuracy.
- Environmental storage testing per IEC 60068-2-78 and IEC 60068-2-1 ●
- . Cable pull testing per ANSI/AAMI/ EC53 (used as reference standard only)
The probes met acceptance criteria for compliance to the standards.
The probes were evaluated to the requirements of the following guidance:
- Guidance on the Content of Premarket Notification [510(k)] Submissions for . Clinical Electronic Thermometers, March 1993
The probes met the requirements of quidance.
Risk management, risk and hazard analysis of the probes was performed to the following standard:
- . Application of risk management to medical devices per ISO 14971
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The probes met risk management criteria for acceptability of residual risks.
Probe patient contact materials were evaluated for biocompatibility. The tests were performed to the following standards and included the listed tests:
- Biocompatibility testing per ISO-10993-1. ISO-10993-5 and ISO-10993-10 .
- . Cytotoxicity test
- . Irritation testing
- Sensitization testing
The probe materials met the acceptance criteria for biocompatibility.
The probes were evaluated for the efficacy of the specified manual and machine reprocessing methods and cleaning and disinfection agents for:
- Efficacy of cleaning/bioburden removal per methods of ISO 15583-5, AAMI . TIR30, FDA Guidance for Reprocessing Medical Devices in Health Care Settings
- Efficacy of disinfection methods (bioburden) ●
The probes met acceptance criteria for cleaning and disinfection.
The probes were evaluated for the efficacy of steam sterilization:
- . Efficacy of steam sterilization (gravity, forced vacuum) per methods of ISO 17665-1 and ISO 11737-2.
The probes met the acceptance criteria for steam sterilization.
The probes were evaluated for reuse life durability for per the reprocessing methods specified in device labeling:
- . Manual cleaning/disinfection: up to 300 cycles
- Machine washing/disinfection: ● up to 300 cycles
- . Steam sterilization: up to 100 cycles
The probes met acceptance criteria for durability and performance after testing.
In summary, the probes met acceptance criteria for conformance to the applicable standards, performance accuracy, biocompatibility, cleaning and disinfection, steam sterilization, and durability. Residual risks met criteria for acceptability for the intended use.
### (2) Clinical Tests Submitted:
(none)
### (3) Conclusions from Tests:
As described in (b)(1) and (b)(2) above, the Sensatronic Reusable Temperature Probes are equivalent to the predicate temperature probes as supported by compliance, laboratory, and biocompatibility testing.
The results of all tests demonstrate that the Sensatronic Reusable Temperature Probes meet specified requirements for device compatibility and substantial equivalence to the referenced predicate devices.
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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.