The BT-200V Vascular Doppler detects arterial and venous blood flow in extremities as well as fetal heart sounds. and displays velocity waveform, numerical data and fetal heart rate with heart beat indicator. The BT-200V selection is 2, 4, 5 and 8 MHz.
Device Story
Pocket-sized ultrasound Doppler system; utilizes 2, 4, 5, or 8 MHz probes to irradiate fetal or vascular tissue. Device detects Doppler frequency signals; analyzes signals to calculate fetal heart rate or vascular pulse rate; displays numerical data and velocity waveforms on LCD screen; outputs audible heart/blood flow sounds via built-in speaker. Operated by clinicians in clinical settings. Provides real-time monitoring of fetal well-being and vascular blood flow status; assists healthcare providers in assessing patient condition.
Clinical Evidence
Bench testing only. Device performance and safety verified in accordance with FDA guidance for Diagnostic Ultrasound Systems and Transducers. Biocompatibility testing conducted per ISO 10993 (parts 4, 5, 10) via NAMSA.
Technological Characteristics
Ultrasound Doppler system; 2, 4, 5, 8 MHz probes; LCD display; built-in speaker; battery-operated; handheld form factor. Biocompatible materials per ISO 10993. No printing capability.
Indications for Use
Indicated for detection of arterial and venous blood flow in extremities and fetal heart sounds in pregnant women. Used for monitoring fetal heart rate and vascular pulse rate/blood flow status.
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.
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# Bistos, Co., Ltd
. I
## Summary of safety and effectiveness
AUG 2 2012
In accordance with section 513 (1) of the SMDA as defined in 21CFR part 807.92 This summary is submitted to obtain Pre market 510(K) notification
## 1. Submitter, manufacturer
Bistos Co., Ltd. ( Reg Nr. 3006179052) 7th Fl. WooRim Lions Valley 5 cha 144-3 SangDaewon, JungWon Gu, SeoungNam, GyeongGi do, Republic of Korea Tel : 31 750 0340 Fax 31 750 0344
## 2. Contact person, Consultant
Mr. Young Chi / President BioMed USA Inc. ( Reg Nr. 2246683) 111 Ellison street, Paterson, NJ 07505. U.S.A. Tel: 973 278 5222 Fax; 201 934 6030 E mail: biomedusa@msn.com
## 3. Name of Device
| Trade name | BT-200V Vascular Doppler Hi-dop |
|-------------------------|---------------------------------|
| Common or usual name | Vascular Doppler |
| Regulation number | 870.2100 |
| Regulation class | II |
| Product code | DPW |
| Subsequent Product Code | I T X |
| Classification panel | Cardiovascular, Radiology |
#### 4. Substantial Equivalence.
Smartdop 45 Vascular doppler Koven Technology Corp . model K050601
Bistos BT-200V Vascular Doppler is substantially equivalent in Intended use, Design, Function, Performing, direction to use, software, Technology/Principle of operation etc, but Bistos BT-200V has no Printing function.
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#### 5. Device Description
Bistos' BT-200V is a pocket size Ultrasound Doppler System, 2 MHz Ultrasound Doppler Probe that measure the fetal heart rate and outputs the Fetal Heart sound through built-in Speaker, By measuring fetal heart rate (FHR), they are able to predict fetal well-being, BT-200V irradiates fetal wave to the abdomen of a pregnant women to detect. The Doppler frequency signal and analyze, displays the heart rate in LCD screen. The device also provides the heart sound from the heart of fetus.
4,5.8 MHz Ultrasound Doppler probe that measures the vascular pulse rate and outputs the blood flow sound through built-in speaker. By measuring pulse rate (PR) they are able to check vascular blood flow status.
BT-200V irradiates vascular wave to the patient skin to detect the Doppler frequency signal and analyze to displays the pulse rate on LCD screen. The device also provides the blood flow sound from the patient.
The following probes may be utilized with the BT-200V Vascular doppler:
2 MHz for fetal heart rate
4 MHz detections of arterial and venous blood flow velocity
5 MHz detections of arterial and venous blood flow velocity
8 MHz detections of arterial and venous blood flow velocity
#### 6. Indications for use:
The BT-200V detects arterial and venous blood flow in extremities as well as fetal heart sounds. and displays velocity waveform, numerical data and fetal heart rate with heart beat indicator. The BT-200V selection is 2, 4, 5 and 8 MHz.
#### 7. Contra-indications:
None are known at this time.
#### 8. Labeling
Back label, Market promoting leaflet designed by labeling requirement regulation i under (21CFR part 801) page 53, 54 of Technical Construction File
#### 9.Biocompatibility test.
BT-200V used same material of patient contacted part as already cleared Biotos BT-200T under K100885 Fetal Doppler, and done Biocompatibility test by NAMSA ( North American Science ) by FDA guidance Blue Book Memo G95-1 use of ISO 10993 Biological Evaluation of Medical Device part 4, 5, 10.
11
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## 10. Test Data
t
BT-200V Vascular Doppler done various Performing, Safety test voluntary and accordance with the guidance for Industry and FDA Staff - Information for Manufacturers seeking Marketing Clearance of Diagnostic Ultrasound Systems and Transducers. All test report attached
## 11, Conclusion.
BT-200V Vascular Doppler is substantially equivalent in Intended use Design, Function, Performing, direction to use, software, Technology/Principle of operation as already cleared predicate device K050601 SmartDop 45.
And used same material as already cleared and in marketing Bistos BT-200T under 510K 100885.
So BT-200V Vascular Doppler has no new issues in safety and effectiveness.
End of Summary
17
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Image /page/3/Picture/0 description: The image shows the logo for the Department of Health & Human Services USA. The logo is circular and contains the words "DEPARTMENT OF HEALTH & HUMAN SERVICES USA" around the perimeter. In the center of the circle is a stylized image of an abstract symbol that resembles a person embracing another person.
## DEPARTMENT OF HEALTH & HUMAN SERVICES
Public Health Service
Food and Drug Administration 10903 New Hampshire Avenue Document Control Room - WO66-G609 Silver Spring, MD 20993-0002
> 2 2012 AUG
Bistos CO., LTD % Mr. Young Chi President Bio-Med USA Inc. 111 Ellison Street PATERSON NJ 07505
Re: K121267
Trade/Device Name: BT-200V Vascular Doppler Regulation Number: 21 CFR 884.2740 Regulation Name: Perinatal monitoring system and accessories Regulatory Class: II Product Code: HGM Dated: April 23, 2012 Received: April 26, 2012
#### Dear Mr. Chi:
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 class II (Special Controls), it may be subject to such additional controls. Existing major regulations affecting your device can be found in Title 21, Code of Federal Regulations (CFR), Parts 800 to 895. 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 Parts 801 and 809); medical device reporting (reporting of
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medical device-related adverse events) (21 CFR 803); and good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820). 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 Parts 801 and 809), please contact the Office of In Vitro Diagnostic Device Evaluation and Safety at (301) 796-5450. 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 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/cdrh/industry/support/index.html.
Sincerely Yours. Janine M. Morris
Acting Director Division of Radiological Devices Office of In Vitro Diagnostic Device · Evaluation and Safety Center for Devices and Radiological Health
Enclosure
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め
# Indication for use statement
510(K)number : 《121267
BT-200V Vascular Doppler Device name ..
The BT-200V Vascular Doppler ( Brand Hi-dop ) detects arterial and venous Indication for use : Hood flow in extremities as well as fetal heart sounds. and displays velocity waveform, numerical data and fetal heart rate with heart beat indicator. The BT-200V selection is 2, 4, 5 and 8 MHz.
or/and Over the Counter use Prescription use XX (Part 21CFR 801 Sub part C) (Part 21 CFR 801 Sub part D )
Please do not write below line-continued an another pages if needed
Concurrence of CDRH, office of (OVID)
(Division Sign-Off)
Division of Radiological Devices Office of In Vitro Diagnostic Device Evaluation and S
510K K1a1267
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.
## Diagnostic Ultrasound Indications For Use Form
Fill out one form for each ultrasound system and each transducer.
## 2Mhz PW DOPPLER FETAL PROBE – MODEL: BT-200V
Intended use: Diagnostic ultrasound imaging or measursing FHR, Pulse Doppler of the human body as follows:
| Clinical Application | A | B | M | PWD | CWD | Color Doppler | Amplitude Doppler | Color Velocity Imaging | Combined (specify) | Other (specify) |
|--------------------------|---|---|---|-----|-----|---------------|-------------------|------------------------|--------------------|-----------------|
| Ophthalmic | | | | | | | | | | |
| Fetal | | | | | P | | | | | |
| Abdominal | | | | | | | | | | |
| Intraoperative (specify) | | | | | | | | | | |
| Intraoperative | | | | | | | | | | |
| Neurological | | | | | | | | | | |
| Pediatric | | | | | | | | | | |
| Small Organ (specify) | | | | | | | | | | |
| Neonatal Cephalic | | | | | | | | | | |
| Adult Cephalic | | | | | | | | | | |
| Cardiac | | | | | | | | | | |
| Transesophageal | | | | | | | | | | |
| Transrectal | | | | | | | | | | |
| Transvaginal | | | | | | | | | | |
| Transurethral | | | | | | | | | | |
| Intravascular | | | | | | | | | | |
| Pheriperal | | | | | | | | | | |
| Vascular | | | | | | | | | | |
| Lapaloscopic | | | | | | | | | | |
| Musculo-skeletal | | | | | | | | | | |
| Conventional | | | | | | | | | | |
| Musculo-skeletal | | | | | | | | | | |
| Superficial | | | | | | | | | | |
| Other (specify) | | | | | | | | | | |
N=new indication; P=previously cleared by FDA; E=added under Appendix E
Additional Comments:
(PLEASE DO NOT WRITE BELOW THIS LINE - CONTINUE ON ANOTHER PAGE IF NEEDED currence of CDRH, Office of Device Evaluation (ODE)
Prescription Use (Per 21 CFR 801.109
F. L. I. C.
111
(Division Sign-Off) dIvision and Reproductive, Abdominal, And Radiological Devices 510(k) Number 12 1267
> 、ノ · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · 4 6 1 - 1 - 2 - 2 - 2 - 2 - 2 - 2 - 2 - 2 - 1 - 2 - 2 - 1 - 2 - 1 - 2 - 1 - 2 - 1 - 2 - 1 - 2 - 1 - 2 - 1 - 1 - 1 - 1 - 1 - 1 - 1 - 1 - 1 - 1 - 1 - 1 - 1 - 1 - 1 - 1 - 1 - 1 ﺎﺕ , Jaire ... .. . . 1.
-4 12's
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## Diagnostic Ultrasound Indications For Use Form
Fill out one form for each ultrasound system and each transducer.
## 4Mhz PW DOPPLER FETAL PROBE – MODEL: BT-200V
Intended use: Diagnostic ultrasound imaging or fluid flow analysis of the human body as follows:
| Clinical<br>Application | A | в | M | PWD | CWD | Color<br>Doppler | Amplitude<br>Doppler | Color<br>Velocity | Combined<br>(specify) | Other<br>(specify) |
|-------------------------|---|---|---|-----|-----|------------------|----------------------|-------------------|-----------------------|--------------------|
| | | | | | | | | Imaging | | |
| Ophthalmic | | | | | | | | | | |
| Fetal | | | | | | | | | | |
| Abdominal | | | | | | | | | | |
| Intraoperative | | | | | | | | | | |
| (specify) | | | | | | | | | | |
| Intraoperative | | | | | | | | | | |
| Neurological | | | | | | | | | | |
| Pediatric | | | | | | | | | | |
| Small Organ | | | | | | | | | | |
| (specify) | | | | | | | | | | |
| Neonatal Cephalic | | | | | | | | | | |
| Adult Cephalic | | | | | | | | | | |
| Cardiac | | | | | | | | | | |
| Transesophagea! | | | | | | | | | | |
| Transrectal | | | | | | | | | | |
| Transvaginal | | | | | | | | | | |
| Transurethral | | | | | | | | | | |
| Intravascular | | | | | | | | | | |
| Pheperial | | | | | N | | | | | |
| Vascular | | | | | | | | | | |
| Lapaloscopic | | | | | | | | | | |
| Musculo-skeletal | | | | | | | | | | |
| Conventional | | | | | | | | | | |
| Musculo-skeletal | | | | | | | | | | |
| Superficial | | | | | | | | | | |
| Other (specify) | | | | | | | | | | |
N=new indication; P=previously cleared by FDA; E=added under Appendix E
Additional Comments:
(PLEASE DO NOT WRITE BELOW THIS LINE - CONTINUE ON ANOTHER PAGE IF NEEDED Concurrence of CDRH, Office of Device Evaluation (ODE)
Prescription Use (Per 21 CFR 801.109)
Michael D. O'Shea
(Division Sign-Off) Division and Reproductive, Abdominal, and Radiological Devices
510(k) Number K|21267
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.
## Diagnostic Ultrasound Indications For Use Form
Fill out one form for each ultrasound system and each transducer.
## 5Mhz PW DOPPLER FETAL PROBE – MODEL: BT-200V
Intended use: Diagnostic ultrasound imaging or fluid flow analysis of the human body as follows:
| Clinical<br>Application | A | в | M | PWD | CWD | Color<br>Doppler | Amplitude<br>Doppler | Color<br>Velocity<br>Imaging | Combined<br>(specify) | Other<br>(specify) |
|---------------------------------|---|---|---|-----|-----|------------------|----------------------|------------------------------|-----------------------|--------------------|
| Ophthalmic | | | | | | | | | | |
| Fetal | | | | | | | | | | |
| Abdominal | | | | | | | | | | |
| Intraoperative<br>(specify) | | | | | | | | | | |
| Intraoperative<br>Neurological | | | | | | | | | | |
| Pediatric | | | | | | | | | | |
| Small Organ<br>(specify) | | | | | | | | | | |
| Neonata! Cephalic | | | | | | | | | | |
| Adult Cephalic | | | | | | | | | | |
| Cardiac | | | | | | | | | | |
| Transesophageal | | | | | | | | | | |
| Transrectal | | | | | | | | | | |
| Transvaginal | | | | | | | | | | |
| Transurethral | | | | | | | | | | |
| Intravascular | | | | | | | | | | |
| Pheperial | | | | | N | | | | | |
| Vascular | | | | | | | | | | |
| Lapaloscopic | | | | | | | | | | |
| Musculo-skeleta! | | | | | | | | | | |
| Conventional | | | | | | | | | | |
| Musculo-skeletal<br>Superficial | | | | | | | | | | |
| Other (specify) | | | | | | | | | | |
N=new indication; P=previously cleared by FDA; E=added under Appendix E
Additional Comments:
(PLEASE DO NOT WRITE BELOW THIS LINE – CONTINUE ON ANOTHER PAGE IF NEEDED. Concurrence of CDRH, Office of Device Evaluation (ODE)
Prescription Use (Per 21 CFR 801.109
.
Muthal D'Aher
(Division Sign-Off) Division and Reproductive, Abdominal, and Radiological Devices 510(k) Number_
ﭘ ﭘ : :
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## Diagnostic Ultrasound Indications For Use Form
Fill out one form for each ultrasound system and each transducer.
#### 8Mhz PW DOPPLER FETAL PROBE – MODEL: BT-200V .
Intended use: Diagnostic ultrasound imaging or fluid flow analysis of the human body as follows:
| Clinical Application | A | B | M | PWD | CWD | Color Doppler | Amplitude Doppler | Color Velocity Imaging | Combined (specify) | Other (specify) |
|-------------------------------|---|---|---|-----|-----|---------------|-------------------|------------------------|--------------------|-----------------|
| Ophthalmic | | | | | | | | | | |
| Fetal | | | | | | | | | | |
| Abdominal | | | | | | | | | | |
| Intraoperative (specify) | | | | | | | | | | |
| Intraoperative Neurological | | | | | | | | | | |
| Pediatric | | | | | | | | | | |
| Small Organ (specify) | | | | | | | | | | |
| Neonatal Cephalic | | | | | | | | | | |
| Adult Cephalic | | | | | | | | | | |
| Cardiac | | | | | | | | | | |
| Transesophageal | | | | | | | | | | |
| Transrectal | | | | | | | | | | |
| Transvaginal | | | | | | | | | | |
| Transurethral | | | | | | | | | | |
| Intravascular | | | | | | | | | | |
| Pheperial Vascular | | | | N | | | | | | |
| Lapaloscopic | | | | | | | | | | |
| Musculo-skeletal Conventional | | | | | | | | | | |
| Musculo-skeletal Superficial | | | | | | | | | | |
| Other (specify) | | | | | | | | | | |
N=new indication; P=previously cleared by FDA; E=added under Appendix E
Additional Comments:
(PLEASE DO NOT WRITE BELOW THIS LINE - CONTINUE ON ANOTHER PAGE IF NEEDED Concurrence of CDRH, Office of Device Evaluation (ODE)
Prescription Use (Per 21 CFR 801.109)
Michael D O'Hara
(Division Sign-Off) Division and Reproductive, Abdominal, and Radiological Devices
510(k) Number K[2|26]
.
.
.
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.