K080955 · Widex Hearing Aid Co., Inc. · KLW · Jun 27, 2008 · Ear, Nose, Throat
Device Facts
Record ID
K080955
Device Name
ZEN PROGRAM (MIND 440 HEARING AID)
Applicant
Widex Hearing Aid Co., Inc.
Product Code
KLW · Ear, Nose, Throat
Decision Date
Jun 27, 2008
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 874.3400
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The Zen program is intended to provide a relaxing sound background for adults (21 years and older) who desire to listen to such a background in quiet. It may be used as a sound therapy tool in a tinnitus treatment program that is prescribed by a licensed hearing healthcare professional (audiologists, hearing aid specialists, otolaryngologists) who is trained in tinnitus management. The Zen program is intended to be used in quiet where hearing everyday sounds is not critical.
Device Story
Zen program is an optional listening program within Widex Mind 440 digital hearing aid family. Device generates and delivers relaxing sound background using broadband noise and up to 4 melodic tone patterns created via fractal mathematics. Clinician adjusts intensity, pitch, and tempo; patient retrieves up to 3 programs via button. Used in quiet environments; operated by patient under clinician guidance. Output provides sound distraction/masking for tinnitus relief. Benefits include relaxing background and potential tinnitus symptom management. Device functions with or without amplification; wearer can adjust volume for hearing aid and Zen sounds independently.
Clinical Evidence
No clinical or preclinical testing conducted specifically for tinnitus efficacy; substantial equivalence claimed based on predicate devices. Acceptability study showed 85% of hearing-impaired listeners rated Zen tones as 'somewhat' or 'very' relaxing.
Technological Characteristics
Digital hearing aid-based sound generator. Uses fractal mathematics for sound synthesis. Broadband noise and melodic tone patterns. Adjustable intensity, pitch, and tempo. Powered by 1.4V zinc-air batteries (#13, 312, or 10). Complies with ANSI 3.21-2003 for hearing aid function.
Indications for Use
Indicated for adults (21+ years) with tinnitus desiring a relaxing sound background. Used as a sound therapy tool in tinnitus treatment programs prescribed by trained hearing healthcare professionals.
Regulatory Classification
Identification
A tinnitus masker is an electronic device intended to generate noise of sufficient intensity and bandwidth to mask ringing in the ears or internal head noises. Because the device is able to mask internal noises, it is also used as an aid in hearing external noises and speech.
Special Controls
The special control for this device is patient labeling regarding:(1) Hearing health care professional diagnosis, fitting of the device, and followup care, (2) Risks, (3) Benefits, (4) Warnings for safe use, and (5) Specifications.
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Image /page/0/Picture/0 description: The image shows the text "ROSOFSS JUN 27 2008". The text appears to be a stamp or handwritten note. The date is June 27, 2008.
| Submission Date | 3/ 31/ 2008/: 5/12/ 2008; 6/17/2008 |
|--------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------|
| Applicant | Widex Hearing Aid Company<br>35-53, 24th street<br>Long Island City, NY 11106<br>Phone: 800-221-0188 |
| Contact Person | Francis Kuk, Ph.D.<br>2300 Cabot Drive, Suite 415<br>Lisle, IL 60532<br>630-245-0025<br>Email: Fkuk@widexmail.com<br>Fkuk@aol.com |
| Trade or Proprietary Name | Zen program (Mind 440 hearing aid) |
| Device Common Name/<br>Classification name | Hearing Aid, Tinnitus Masker |
| Product Code | ESD, KLW |
| Classification of Device | Class I for hearing aid<br>Class II for tinnitus masker |
| Establishment Registration Number | 2430101 |
| Address of Manufacturing Site | Widex A/S<br>Ny Vestergaardsvej 25<br>DK-3500 Vaerloese<br>Denmark |
| Reason for Submission | New Product |
| Marketed Devices with<br>Substantial Equivalence | K043274 Neuronomics Tinnitus Treatment<br>K011366 Siemens Custom TCI-Combi<br>K974501 Digital tinnitus masking system |
:
510(K) Summary for the Widex Zen Program in the Mind 440 Hearing Aid
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#### Indications for use
The Zen program is intended to provide a relaxing sound background for adults (21 years and older) who desire to listen to such a background in quiet. It may be used as a sound therapy tool in a tinnitus treatment program that is prescribed by a licensed hearing healthcare professional (audiologists, hearing aid specialists, otolaryngologists) who is trained in tinnitus management.
#### Description of Device
The Zen program is an optional listening program within the Widex Mind 440 digital hearing aid family. It is a tool that generates and delivers a relaxing sound background. It may also be used as a sound source to distract and/or mask tinnitus in tinnitus sufferers. A broadband noise and as many as 4 melodic tone patterns that are generated using fractal mathematics can be selected as Zen programs. The clinician can adjust the characteristics (intensity, pitch and tempo) of each program and the patient can retrieve up to 3 programs with the touch of a program button. The Zen can be used with or without amplification.
#### Technological comparison to predicate devices
The Zen program digitally generates a broadband noise and melodic tones as a tool to manage tinnitus. This is similar to the principles and tools/stimuli used by these predicate devices - K001366; K043274, K974501. The difference is that the Neuromonics device (K043274) uses pre-recorded music and the Siemens TCI-Combi device (K001366) uses only a broadband noise (i.e., no music) stimulus. The DTMS (K974501) device provides a collection of tinnitus masking sounds which also included computer generated musical tones similar to those generated in the Zen program. Furthermore, the Neuromonics is also a dedicated device (for tinnitus), the Siemens TCI-Combi is a hearing aid plus tinnitus masker, and the DTMS is a 4-CD collection that can be played on any CD player. Hearing aid wearers may reproduce the DTMS sounds on any hearing aids through the use of direct audio input (DAI). In that regard, the treatment of the DTMS sounds is similar to how the Zen sounds are treated in the Mind 440 hearing aid.
A side by side comparison among the Zen and the Neuromonics, the Siemens TCI-Combi, and the DTMS predicate devices is shown in the Table below. This comparison shows that the Zen program has similar effectiveness as the predicate devices.
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| | Zen in Mind 440 Hearing Aid | Neuromonics Tinnitus Treatment System |
|-----------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------|
| Intended Use | A tool for generating and delivery of sound stimuli<br>(broadband noise and musical tones) for a relaxed<br>listening background; may be used in connection<br>with Tinnitus Management programs | A tool for delivery and monitoring audio stimuli<br>(broadband noise and music) required for<br>Neuramonics tinnitus treatment |
| | Zen alone is intended for use in quiet or during<br>leisure activities; HA+ Zen or HA alone can be<br>used at any time depending on the wearer's needs | Intended for use in quiet or during leisure<br>activities |
| Indications For<br>Use | Hearing impaired wearers desiring a relaxed<br>listening background; also patients reporting of<br>tinnitus, i.e., hearing aid and tinnitus device | Tinnitus patients with or without a hearing loss, i.e.,<br>dedicated tinnitus device |
| Target Population | Adults (21 yr and older) with tinnitus | Adults with tinnitus |
| Schedule of Use | May be used as hearing aid alone, hearing aid with<br>Zen, or Zen alone depending on clinician's<br>recommendations and wearer's needs | Only worn for tinnitus rehabilitation on an intended<br>schedule of decreasing use over time |
| Where Used | May be used anywhere | Intended for in-home use |
| Physical<br>Descriptions | Within the Mind 440 hearing aid family; takes the<br>form of any hearing aid style, e.g. BTE, ITE, ITC,<br>CIC etc | iPod-like device (4.06" x 2.32" x 0.71") with pre-<br>recorded music delivered through Bose headphones |
| | Uses broadband noise and melodic tones.<br>Manages tinnitus through masking and distraction | Uses broadband noise and music to manage tinnitus<br>through masking and distraction |
| | a. digital synthesis of sounds (music and noise)<br>using fractal mathematics | a. pre-recorded relaxing music stored within a memory<br>card |
| Mechanism | b. 4 default melodic tone patterns plus one<br>broadband noise | b. 4 music passages - two classic, two new age plus a<br>broadband "neural shower" noise |
| | c. music does not repeat itself, noise is random | c. music repeats itself |
| | d. generated sounds spectrally shaped by the<br>hearing loss of wearer | d. music and noise spectrally shaped by hearing loss<br>of wearer |
| | e. pitch, tempo and intensity can be adjusted by<br>clinician | e. music stimuli cannot be changed |
| | f. wearer adjusts separate VC to change level of<br>hearing aid and Zen sounds | f. wearer adjusts VC to change level of music |
| | g. level of music and noise typically set at 5 dB<br>above patient's in-situ threshold | g. level of music is set to "low" |
| | h. music provides a relaxing listening background<br>to distract and partially mask tinnitus | h. music provides a relaxing background for<br>distraction of tinnitus |
| | i. a broadband white noise is available for<br>immediate masking | i. a broad band noise ("neural shower") for immediate<br>masking of tinnitus |
| Maximum Output<br>Characteristics | Maximum output depends on hearing aid style and<br>hearing loss of patient, amplified sounds typically<br>set below LDL of patient; Zen program level is also<br>internally monitored | Maximum output fixed at 80 dB SPL |
| | Output frequency response limited by receiver<br>used, the upper limit is typically between 6500 Hz<br>and 10 KHz depending on hearing aid style | Output frequency response to 12.5 K Hz |
| Power Source | Uses any 1.4 V hearing aid battery (#13, 312 or 10<br>zinc air depending on model) | Uses rechargeable lithium polymer battery |
| Dispensing<br>Professionals | Clinicians who are trained in tinnitus management<br>(when Zen is used for tinnitus relief) | Clinicians who are trained in tinnitus management and<br>Neuromanics device |
| Associated<br>Training Course | Training on the fitting of the Mind 440 hearing aid<br>is provided; Clinician should be trained on tinnitus<br>management to use Zen for tinnitus relief | Specific training course for clinicians |
| Quality Assurance<br>Standard | ANSI 3.21-2003 to ensure proper functioning of HA | IEC 60601-1 and 60601-1-2 to meet medical safety<br>standards |
| | | |
| | | |
| | Siemens TCI-Combi | Digital Tinnitus Masking System |
| Intended Use | A tool for generating and delivery of broadband<br>noise to be used in connection with Tinnitus<br>Management programs | A collection of 4 CDs for delivery of audio stimuli for<br>temporary relief of tinnitus |
| | Intended for use as hearing aid alone, masker<br>alone or masker+HA in quiet or during leisure<br>activities | Intended to be used in quiet or during leisure activities |
| Indications For<br>Use | Tinnitus patients with a hearing loss, i.e., hearing<br>aid and tinnitus device | Tinnitus patients with or without a hearing loss |
| Target Population | Adults or children over 5 years of age with tinnitus | Adults with tinnitus |
| Schedule of Use | May be worn as hearing aid alone, masker alone,<br>or HA plus masker depending on clinician's<br>recommendations and wearer's needs | May be used any time for tinnitus relief, no specific<br>schedule |
| Where Used | May be used anywhere | Intended for in-home use |
| Physical<br>Descriptions | Takes the form of any custom HA (i.e., ITE or ITC) | Any commercial CD player and headphone/<br>loudspeaker; may be outputted through hearing aids<br>via direct audio input (DAI) |
| | Use broadband noises to manage tinnitus through<br>masking and distraction | Use masking noises and computer generated music to<br>manage tinnitus through masking and relaxation |
| | a. digitally generated noises | a. digitally recorded sounds |
| Mechanism | b. broadband noise between 84 and 89 dB SPL (in<br>masker alone mode) | b. broadband signals - masking noise, music, nature<br>sounds, "alpha rhythm" music at various SPL |
| | c. random noise | c. finite duration of sample, may repeat |
| | d. noise is not shaped by hearing loss of wearer | d. stimuli are not shaped by hearing loss of wearer |
| | e. choice of 4 different noises - white, pink, speech<br>and high-frequency | e. music and noise stimuli cannot be changed |
| | f. wearer adjusts VC to change level of HA and<br>masker | f. wearer adjusts VC of CD player to change level of<br>music or stimuli |
| | g. level of noise is set by clinician with patient to<br>just mask the tinnitus | g. level of sound is adjusted by wearer |
| | h. no music is available | h. alpha rhythm music and nature sounds provide a<br>relaxing listening background during tinnitus masking |
| | i. broadband noise is used for immediate and<br>temporary masking of tinnitus | i. a broadband and frequency specific noises are<br>available for immediate masking |
| Maximum Output<br>Characteristics | Maximum output of noise is lower than 89 dB SPL<br>(in masker only), MPO on hearing aid is adjusted<br>by clinician based on patient's discomfort level | Maximum output not controlled by software but by<br>patients |
| | Output frequency response limited to below 7000<br>Hz | Output frequency response dependent on headphone<br>and loudspeaker used by the patient |
| Power Source | Uses any hearing aid battery ( #312 or #10 Zinc Air<br>depending on model) | Power supply dependent on the power source of the<br>CD player - line to battery supply |
| Dispensing<br>Professionals | Clinicians who are trained in tinnitus management | Not specified, commercially available |
| Associated<br>Training Course | No specific clinical program is required; to be used<br>as a tool in tinnitus management | No specific clinical program is required; to be used as<br>a tool in tinnitus management |
| Quality Assurance<br>Standard | ANSI 3.21-2003 to ensure proper functioning of HA | Not applicable |
.
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# Conclusion from preclinical tests and clinical studies
A study on the acceptability of the Zen tones to hearing impaired people showed that the majority of listeners (85%) rated the Zen tones as "somewhat relaxing" or ""very relaxing." No preclinical and clinical testing was conducted on the Zen program re: tinnitus because similar effectiveness has been demonstrated by the predicate devices. The Zen program is expected to be just as effective as the predicate devices while the safety of the hearing aid is unaltered.
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# Information required under Title 21, Section 874.3400, and not already provided above
## Risks to health
There is no more risk to the use of the Zen program than the use of conventional hearing aids and/or tinnitus masker. Appropriate labeling will also be included to ensure proper use of the program.
## Hearing Healthcare Professional Diagnosis
The sale and fitting of the Zen program in the mind440 will only be conducted through a Hearing Healthcare Professional, such as an audiologist, hearing aid specialist, or otolaryngologist.
## Benefits
The Zen program provides a relaxing listening background for some people. When the Zen program is used in a tinnitus management program, its wearer may experience some relief from tinnitus.
## Warnings for safe use
Use of the Zen program may interfere with hearing everyday sounds including speech. It should not be used when hearing such sounds are important. Switch the hearing aid to a non-Zen program in those situations.
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Image /page/5/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 body and wing. The eagle is encircled by the text "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA" in a circular arrangement.
Food and Drug Administration 9200 Corporate Boulevard Rockville MD 20850
Widex Hearing Aid Company c/o Dr. Francis Kuk Director of Audiology Suite 415 2300 Cabot Dr. Lisle, IL 60532
Re: K080955
Trade/Device Name: Zen program Regulation Number: 21 CFR 874.3400 Regulation Name: Tinnitus masker Regulatory Class: Class II Product Code: KLW Dated: March 31, 2008 Received: April 3, 2008
Dear Dr. Kuk:
We have reviewed your Section 510(k) premarket notification of intent to market the device we nave rove 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 for use stated in the enorment date of the enactment date of the Medical Device Amendments, or to commerce prov to that have been reclassified in accordance with the provisions of the Federal Food, Drug, devices that have been require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. The I ou may, morely misions of the Act include requirements for annual registration, listing of general voluent proficturing practice, labeling, and prohibitions against misbranding and adulteration.
JUN 2 7 2008
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it If your device to such additional controls. Existing major regulations affecting your device can may or subject to back as a 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 1 toase of actived that I Drimination that your device complies with other requirements of the Act that I Drimas intact a and regulations administered by other Federal agencies. You must or any I oderal babates as requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); good manufacturing practice requirements as set CI N I at 607), adoling (21 CFR 220 and if applicable, and if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
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# Page 2 - Francis Kuk, Ph.D. CCC-A
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 Center for Devices and Radiological Health's (CDRH's) Office of Compliance at (240) 276-0115. Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21CFR Part 807.97). For questions regarding postmarket surveillance, please contact CDRH's Office of Surveillance and Biometric's (OSB's) Division of Postmarket Surveillance at 240-276-3474. For questions regarding the reporting of device adverse events (Medical Device Reporting (MDR)), please contact the Division of Surveillance Systems at 240-276-3464. 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 (240) 276-3150 or at its Internet address http://www.fda.gov/cdrh/industry/support/index.html.
Sincerely yours,
Malvina B. Egleston, und
Malvina B. Eydelman, M.I Director Division of Ophthalmic and Ear, Nose and Throat Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known): _K080955____
Device Name: _Zen program (Mind 440 hearing aid)__
Indications for Use:
The Zen program is intended to provide a relaxing sound background for adults (21 years and older) who desire to listen to such a background in quiet. It may be used as a sound therapy tool in a tinnitus treatment program that is prescribed by a licensed hearing healthcare professional (audiologists, hearing aid specialists, otolaryngologists) who is trained in tinnitus management.
#### Intended Use
The Zen program is intended to be used in quiet where hearing everyday sounds is not critical.
Prescription Use X (Part 21 CFR 801 Subpart D)
AND/OR
Over-The-Counter Use (21 CFR 801 Subpart C)
(PLEASE DO NOT WRITE BELOW THIS LINE-CONTINUE ON ANOTHER PAGE OF NEEDED)
Concurrence of CDRH, Office of Device Evaluation (ODE)
Shulhen Peng
(Division Sign-Off) Division of Ophthalmic Ear, Nose and Throat Devises
510(k) Number
Page 1 of 1
× Prescription Use (Per 21 CFR 801.109)
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.