WIRELESS BODY TEMPERATURE MONITOR, MODELS BTM-DIC, D, E, F, G AND H
K081256 · Rio Flexon Technology Co., Ltd. · FLL · May 27, 2008 · General Hospital
Device Facts
Record ID
K081256
Device Name
WIRELESS BODY TEMPERATURE MONITOR, MODELS BTM-DIC, D, E, F, G AND H
Applicant
Rio Flexon Technology Co., Ltd.
Product Code
FLL · General Hospital
Decision Date
May 27, 2008
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 880.2910
Device Class
Class 2
Attributes
Pediatric, 3rd-Party Reviewed
Indications for Use
The Wireless Body temperature monitor, model BTM-D1x series (model BTM-D1C, D, E, F, G and H) is the battery-operated electronic devices with intended use of measuring human ear temperature precisely and continuously monitors armpit temperature via wireless signal transmission of measuring result. This device is reusable and intended for ear temperature measurement as well as the armpit temperature monitor for the person above two years old. In which, model BTM-D1C is with two functions of ear temperature measurement and armpit temperature monitor; the rest of models, BTM-D1D, E, F, G and H are only with the function of armpit temperature monitor.
Device Story
Battery-operated wireless body temperature monitor; consists of receiver unit and armband. Armband contains thermo sensor and signal communication unit; receiver contains LCD display and control keys. Device measures armpit temperature via armband; transmits data wirelessly (2.4GHz) to receiver for continuous display (updated every 12 seconds). Model BTM-D1C includes additional infrared tympanic ear thermometer function. Used in home or clinical settings; operated by patient or caregiver. Provides continuous temperature monitoring; alerts user to low battery conditions. Benefits include continuous tracking of temperature trends without manual intervention.
Clinical Evidence
Bench testing only. No new clinical data provided. Accuracy for ear temperature measurement relies on clinical data from the integrated Taidoc TD-1107 module (K050463). Performance verified against ASTM E1112-00 and ASTM E1965-02 standards.
Technological Characteristics
Battery-operated (3V DC). Components: Receiver (HT-49R50 IC), Armband (HT-46R52 IC), 2.4GHz RF module, SENTECH sensor. Armband materials biocompatible per ISO 10993 (cytotoxicity, sensitization, irritation). Standards: ASTM E1112-00, ASTM E1965-02, EN 60601-1, EN 60601-1-2, FCC. Connectivity: Wireless 2.4GHz transmission between armband and receiver.
Indications for Use
Indicated for individuals aged two years and older for ear temperature measurement and/or continuous armpit temperature monitoring.
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
Rio Flexon Technology Co., Ltd BTM-D1A/ Monitor Ear Thermometer (K062445)
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( P. 1366)
# 1.3 510(k) SUMMARY
MAY 2 7 2008
## 510(K) SUMMARY
This summary of 510(K) safety and effectiveness information is being submitted in accordance with requirements of SMDA 1990 and 21 CFR 807.92.
The assigned 510(k) number is: _ KØ8/256
#### Manufacturer:
RIO FLEXON TECHNOLOGY CO., LTD 15F, No 868-2, Jhongjheng Road, Jhonghe City Taipei County, 235, Taiwan
#### Official Correspondent:
Mr. Chi-Hung, Liao / General Manager 15F, No 868-2, Jhongjheng Road, Jhonghe City Taipei County, 235, Taiwan Tel: 886-2-8221 8199 Fax: 886-2-8221 8198 E-amil: Jeff-Liao@rio-flexon.com.tw
#### US agent and correspondent:
Mr. Jeff Chen / Manager APEX computer technology 18467 Railroad Street, City of Industry CA 91789, USA Tel: 1-626-912 1894 Fax: 1-626-912 3694 E-mail: jeff@apextechusa.com
#### Date of Submission:
8/Oct/2007
### Classification name:
Clinical Electronic Thermometer / Class II
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## K 431256 (1220F6)
#### Proprietary Name:
Wireless Body Temperature Monitor/ BTM-D1X series (BTM-D1C, D, E, F, G & H)
#### Common name:
Wireless Body Temperature Monitor
#### Regulatory Reference:
21 CFR 880.2910
#### Predicate Device:
Rio Flexon Technology Co., Ltd BTM-D1A/ Monitor Ear Thermometer, K062445
#### Intended Use:
The Wireless body temperature monitor, model BTM-D1x series are the battery-operated electronic devices with intended use of measuring human ear temperature precisely and continuously monitors armpit temperature via wireless signal transmission of measuring result. This device is reusable and intended for ear temperature measurement as well as the armpit temperature monitor for the person above two years old.
#### Device Descrintion:
The Wireless body temperature monitor, BTM-D1X series include the BTM-D1C, D, E, F, G and H, which are the battery-operated electronic devices with intended to be worn at left arm to monitor the armpit temperature continuously. In addition, BTM-D1C has additional function of ear thermometer.
The device is composed of two operational parts, the receiver and armband. The receiver is the main operation unit on which the ear thermometer, the measuring circuit, LCD display control circuit and the main operation keys are included. And the armband was designed and constructed with the thermo sensor and the signal communication unit. For the monitoring operation, both receiver and armband shall be switched on. Sooner after these two parts are switched on, the wireless signal communication will be set up between receiver and armband. The temperature monitoring signal measured at armpit will be continuously indicated on the LCD of receiver every 12 sec.
In addition to the continuous armpit temperature monitoring, the user can also operate the functional key on receiver to take temperature measurement on ear any time if needed. The LCD will be returned to armpit temperature monitor after 30 sec.
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# (43/256 (93000)
This system uses a 3.0V DC battery for operation of complete system. Whenever the battery is low, the MCU circuit will detect the low battery condition automatically, and displays "Low battery" in LCD display. Regarding the performance of BTM-D1X series, it was designed and verified according to the US standard ASTM E1112-00 and ASTM E1965-02.
#### Comparison to Predicated Devices:
Here the predicated device is BTM-D1A/ Monitoring Ear Thermometer, K062445 which BTM-D1x series is completely expanding from the predicated device, BTM-D1A has ear thermometer function and armpit temperature monitoring function. And BTM-D1x series include 6 models, BTM-D1C/D/E/F/G &H; BTM-D1C has ear thermometer function and armpit temperature monitoring function which is the same as the predicated device; the rest of models, BTM-D1D~H, only has armpit temperature monitoring function. The main difference between BTM-D1x series with the predicated device BTM-D1A is the appearance different only. The function and the software are substantially equivalent in safety and effectiveness to the K062445 Monitoring Ear Thermometer, BTM-D1A. The table below has comparison between predicated device, BTM-D1A, and the BTM-D1X series.
| Element of comparison | BTM-D1A<br>(Predicated Device) | BTM-D1C (BTM-D1X series) | BTM-D1D ~ H<br>(BTM-D1X series) |
|----------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Ear Thermometer type | Infrared tympanic<br>thermometer | Infrared tympanic<br>thermometer | N/A |
| Intended use | Intended use of<br>measuring human<br>ear temperature<br>precisely and<br>continuously<br>monitors armpit<br>temperature via<br>wireless signal<br>transmission of<br>measuring result.<br>This device is<br>reusable and | Intended use of<br>measuring human ear<br>temperature precisely<br>and continuously<br>monitors armpit<br>temperature via<br>wireless signal<br>transmission of<br>measuring result. This<br>device is reusable and<br>intended for ear<br>temperature | This device is<br>intended to<br>continuously<br>monitor<br>armpit<br>temperature<br>via wireless<br>signal<br>transmission<br>of measuring<br>result. The<br>device is |
| | intended for ear<br>temperature<br>measurement as<br>well as the armpit<br>temperature<br>monitor for the<br>person above two<br>years old. | measurement as well as<br>the armpit temperature<br>monitor for the person<br>above two years old. | intended to be<br>used for two<br>years old<br>above. |
| Brand Name | Rio Flexon | Rio Flexon | Rio Flexon |
| Signal processing and<br>display | Wireless 2.4G<br>transmission & display<br>on LCD screen of<br>monitor | Wireless 2.4G<br>transmission & display<br>on LCD screen of<br>monitor | Wireless 2.4G<br>transmission &<br>display on LCD<br>screen of monitor |
| Power requirements of<br>Armband | 3V / CR2032 Lithium | 3V / CR2032 Lithium | 3V / CR2032<br>Lithium |
| Power requirement of<br>Receiver | AAA battery x 2pcs | AAA battery x 2pcs | AAA battery x<br>2pcs |
| Temperature range | $25℃ ~ 43℃$ | $25℃ ~ 43℃$ | $25℃ ~ 43℃$ |
| Ambient temperature | $15℃ ~ 42℃$ (with<br>95% RH humidity) | $15℃ ~ 42℃$ (with<br>95% RH humidity) | $15℃ ~ 42℃$<br>(with 95% RH<br>humidity) |
| Storage condition | $-20℃ ~ 50℃$ (with<br>95% RH humidity) | $-20℃ ~ 50℃$ (with<br>95% RH humidity) | $-20℃ ~ 50℃$<br>(with 95% RH<br>humidity) |
| Accuracy for armpit<br>temperature | $\pm 0.1℃$ | $\pm 0.1℃$ | $\pm 0.1℃$ |
| Accuracy for ear<br>temperature | $\pm 0.2℃$ for $36℃ ~$<br>$39℃$ ; $\pm 0.3℃$ for the<br>others | $\pm 0.2℃$ for $36℃ ~$<br>$39℃$ ; $\pm 0.3℃$ for the<br>others | N/A |
| Monitoring time | 24 hours | 24 hours | 24 hours |
| components | 1. Receiver IC#:<br>HT-49R50<br>2. Armband IC#:<br>HT-46R52<br>3. Ear temperature<br>measuring module | 1. Receiver IC#:<br>HT-49R50<br>2. Armband IC#:<br>HT-46R52<br>3. Ear temperature<br>measuring module | 1. Receiver IC#:<br>HT-49R50<br>2. Armband IC#:<br>HT-46R52<br>3. RF<br>transmission |
| | 4. RF transmission module (2.4GH) | 4. RF transmission module (2.4GHz) | module (2.4GHz) |
| Sensor | SENTECH sensor | SENTECH sensor | SENTECH sensor |
| Electrical safety standard | EN 60601-1 | EN 60601-1 | EN 60601-1 |
| EMC conformity | EN 60601-1-2 & FCC | EN 60601-1-2 & FCC | EN 60601-1-2 & FCC |
| Conformity of<br>Bio-compatibility for<br>the skin contact material<br>(Armband) | ISO 10993<br>Cytotoxicity / Negative<br>Sensitization / Negative<br>Primary skin irritation /<br>Negative | ISO 10993<br>Cytotoxicity / Negative<br>Sensitization / Negative<br>Primary skin irritation /<br>Negative | ISO 10993<br>Cytotoxicity /<br>Negative<br>Sensitization /<br>Negative<br>Primary skin<br>irritation / Negative |
| Measuring location | Ear & armpit | Ear & armpit | Armpit |
1-12
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# K431256 (P. 40F6)
:
:
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# (481256 (P. 55F6)
### Discussion of Non-Clinical Tests Performed Determination of Substantial Equivalence
Compliance to applicable voluntary standards includes ASTM E1112:2000, ASTM E1965:2002, as we as EN 60601-1 and EN 60601-1-2 requirement. All of the required conformity reports were included on the 510(k) submission documents.
### Discussion of clinical report for measurement accuracy
Since the ear temperature measuring function of BTM-D1x series (only for BTM-D1C) is the integration of the chosen 510(k) clear model: Taidoc/TD-1107, the clinical report as included on Taidoc 510(k) submission (K050463) for measurement accuracy as required by ASTM E1965:2002 is still available for BTM-D1x series.
No additional clinical report is included on this 510(k) submission.
| Performance Tests: | |
|------------------------------------------------|------------------------------------|
| Test Performed | Laboratory |
| 1. EN 60601-1 | Electronics Testing Center, Taiwan |
| 2. EN 60601-1-2/ EN 300 440-2/ EN 3011489-1/-3 | Electronics Testing Center, Taiwan |
| 3. ASTM/ E 1112-00 | Rio Flexon Technology Co., Ltd |
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K431256 (P.6 of 6)
- 4. ASTM/ E 1965-02
- 5. Biocompatibility (ISO 10993)
- 6. FCC
Taidoc Technology Corporation Taiwan National Chung-Hsing University Lab.
Electronics Testing Center, Taiwan
#### Conclusions:
Regarding to above comparison table, BTM-D1x series has the same intended use as the predicated device K062445/ BTM-D1A-Monitoring Ear Thermometer. In fact, BTM-D1x series is completely expanding from the predicated device, BTM-D1A, which the function, the software and the intended use is the same as predicated device. BTM-D1x series include BTM-D1C, D, E, F, G and H. In which the BTM-D1C is with both function of ear thermometer and armpit temperature monitor as predicated device, BTM-D1A, and the rest of models of BTM-D, E, F, G and H are only with the function of armpit temperature monitor. According to the tests performed in this submission demonstrates that the difference in the submitted models could maintain the same safety and effectiveness as predicated device. In addition, the technological characteristics do not raise any new questions of safety and effectiveness. In general, the BTM-D1x series is expanded from BTM-D1A, the major function and software are the same except the product appearance. In other words, those appearance differences do not affect the intended use or alter the fundamental scientific technology of the device. In conclusion, BTM-D1x series is substantially equivalent to the predicated device approved as BTM-D1A/K062445.
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Image /page/6/Picture/1 description: The image shows the logo for the U.S. Department of Health & Human Services. The logo consists of a stylized eagle with three stripes forming its wing and tail. The eagle faces right and is positioned to the right of the text. The text "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA" is arranged in a circular fashion around the eagle.
Public Health Service
Food and Drug Administration 9200 Corporate Boulevard Rockville MD 20850
MAY 2 7 2008
Rio Flexon Technology Company, Limited C/O Mr. Jeffrey D. Rongero Responsible Third Party Official Underwriters Laboratories, Incorporated 12 Laboratory Drive Research Triangle Park, North Carolina 27709
Re: K081256
Trade/Device Name: Wireless Body temperature Monitor / Model: BTM-D1C, D, E, F. G and H Regulation Number: 21 CFR 880.2910 Regulation Name: Clinical Electronic Thermometer Regulatory Class: II Product Code: FLL Dated: May 15, 2008 Received: May 16, 2008
Dear Mr. Rongero:
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.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to such additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
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Page 2 - Mr. Rongero
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); 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.
This letter will allow you to begin marketing your device as described in your Section 510(k) premarket notification. The FDA finding of substantial equivalence of your device to a legally marketed predicate device results in a classification for your device and thus, permits your device to proceed to the market.
If you desire specific advice for your device on our labeling regulation (21 CFR Part 801), please contact the Office of Compliance at (240) 276-0120. Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21CFR Part 807.97). 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) 443-6597 or at its Internet address http://www.fda.gov/cdrh/industry/support/index.html.
Sincerely yours,
Chiu Lin, Ph.D.
Director Division of Anesthesiology, General Hospital, Infection Control and Dental Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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Kø81256
# 4.4 Indication for Use
## Indication for Use
510(k) Number (If know):
Device Name: Wireless Body Temperature Monitor / Model: BTM-D1C, D, E, F, G and H.
Indication for Use:
The Wireless Body temperature monitor, model BTM-D1x series (model BTM-D1C, D, E, F, G and H) is the battery-operated electronic devices with intended use of measuring human ear temperature precisely and continuously monitors armpit temperature via wireless signal transmission of measuring result. This device is reusable and intended for ear temperature measurement as well as the armpit temperature monitor for the person above two years old. In which, model BTM-D1C is with two functions of ear temperature measurement and armpit temperature monitor; the rest of models, BTM-D1D, E, F, G and H are only with the function of armpit temperature monitor.
Prescription Use
OR
Over-The-Counter Use V
(Part 21 CFR 801 Subpart D)
(21CFR 807 Subpart C)
(PLEASE DO NOT WRITE BELOW THIS LINE-CONTINUE ON ANOTHER PAGE IF NEEDED)
| (Division Sign-Off) | Concurrence of CDRH, office of Device Evaluation (ODE) |
|----------------------------------------------|--------------------------------------------------------|
| Division of Anesthesiology, General Hospital | |
| Infection Control, Dental Devices | |
510(k) Number: -081356
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.