Type 1053 FreeFit is intended for audiologists, hearing instrument dispensers, ENTs, speech therapists and other health care professionals. The intended use is that the user is able to visualize the amplified signal recorded in the ear(s) of persons with a hearing loss together with reference information such as target curves in order for the user to have an objective basis for adjusting the Hearing Instrument settings. Note also that the Type 1053 FreeFit is designed for use in combination with NOAHLink -HIMSA's wireless hearing instrument programming device.
Device Story
PC-based real ear measurement system; measures sound pressure level in ear canal to determine hearing aid gain. Input: sound files played via neckset; sound pressure levels captured by microphones inside/outside ear. Processing: Fast Fourier Transformations (FFT) performed within neckset; frequency spectra transmitted via Bluetooth to PC-based OTOsuite software. Output: visual display of gain curves vs. target curves on PC. Used in clinical settings by audiologists/ENTs. Also includes hearing loss/instrument simulator for patient counseling. Benefits: provides objective data for precise hearing aid adjustment; improves measurement accuracy via enhanced calibration scheme.
Clinical Evidence
Bench testing only. Compliance demonstrated with IEC 60601-1, EN/IEC 60601-1-2, IEC 60601-1-4, EN/IEC 61669, ANSI S3.46, ISO 10993-5, and ISO 10993-10. Performance testing confirmed equivalent results to predicate device.
Technological Characteristics
PC-based system; Bluetooth connectivity between neckset and PC. Components: neckset with 2 probes (each with 2 microphones), inductive charger. Materials: biocompatible silicone tube and o-ring. Signal processing: Fast Fourier Transformation (FFT). Software: OTOsuite platform. Standards: IEC 60601-1, EN/IEC 60601-1-2, IEC 60601-1-4, EN/IEC 61669, ANSI S3.46, ISO 10993-5/10.
Indications for Use
Indicated for persons with hearing loss to visualize amplified signals in the ear canal and compare against target curves to assist audiologists, ENTs, and speech therapists in adjusting hearing instrument settings.
Regulatory Classification
Identification
A hearing aid calibrator and analysis system is an electronic reference device intended to calibrate and assess the electroacoustic frequency and sound intensity characteristics emanating from a hearing aid, master hearing aid, group hearing aid or group auditory trainer. The device consists of an acoustic complex of known cavity volume, a sound level meter, a microphone, oscillators, frequency counters, microphone amplifiers, a distoration analyzer, a chart recorder, and a hearing aid test box.
Special Controls
*Classification.* Class II (special controls). The device is exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to the limitations in § 874.9.
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Section 5.0
### 510(k) Summary
tometrics
K110286
510(k) Information
APR 2 8 2011
| New Device | |
|------------------------|-------------------------------------------------------------|
| Submission Type: | Traditional |
| Reason for Submission: | New Device |
| Device/Trade Name: | Type 1053 FreeFit |
| Common Name: | Real Ear Measurement System<br>(i.e., Audio Fitting System) |
| Classification Name: | Calibrator, Hearing Aid/Earphone And<br>Analysis Systems |
| FDA CFR Section: | FDA 21CFR 874.3310 |
| Classification Panel: | Ear, Nose, and Throat |
| Device Class: | Class II |
| Device Product Code: | ETW |
| Predicate Device | |
|----------------------|----------------------------------------------------------|
| Product Name: | SpeechLink 100 Type 1053 |
| 510(k) Number: | K061104 |
| Classification Name: | Calibrator, Hearing Aid/Earphone And<br>Analysis Systems |
| FDA CFR Section: | FDA 21CFR 874.3310 |
| Device Product Code: | ETW |
| Manufacturer Name: | GN Otometrics A/S |
| Submitter/Owner: | GN Otometrics A/S<br>Dybendalsvaenget 2<br>DK-2630 Taastrup<br>Denmark |
|---------------------------------|------------------------------------------------------------------------|
| Establishment Registration No.: | 9612197 |
| Contact: | Tom Riniker<br>RA/QA<br>triniker.ext@gnotometrics.dk<br>(612) 865-7862 |
| Date of Preparation: | October 12, 2010 |
GN Otometrics A/S
Dybendalsvænget 2
DK-2630 Taastrup Denmark
-
l
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Image /page/1/Picture/1 description: The image shows the logo for Otometrics. The logo consists of the word "otometrics" in a sans-serif font, with a stylized graphic above it. The graphic is a black shape that resembles three circles connected together.
#### Description of the Device
The GN Otometrics Type 1053 FreeFit is a PC-based system that contains hardware and software for one or more applications. The applications are controlled from selfcontained software modules installed on a common software platform. The following applications are available: Real ear measurement system (i.e., audio fitting system) and Simulator system.
As a real ear measurement system, the Type 1053 FreeFit plays calibrated sound files and measures the sound pressure level in the ear canal. The difference between the measured sound level outside the ear and in the ear canal gives the gain from the hearing aid. This allows for adjusting hearing aids and demonstrating hearing aid features like noise suppression. The Type 1053 FreeFit system also shows target curves that the hearing aid dispenser can use as guidelines for adjusting the hearing aid.
The real ear measurement system consists of a neckset, a charger unit with mains adapter, two probes connected to the neckset, software for installation on a PC (i.e., OTOsuite Probe Microphone Measurements (PMM)) and hardware for connection to a PC. The neckset is connected to the PC via a Bluetooth radio link (i.e. no physical connection to the PC).
The FreeFit Neckset is the actual measuring device. It contains 2 probes (one for each ear) each with 2 microphones used for measuring the sound level outside and inside the ear. Digital signal processing in form of Fast Fourier Transformations takes place inside the device and the obtained frequency spectra are transmitted to the OTOsuite via Bluetooth. The microphones measuring outside the ear are used for calibrating the sound level. Measurements inside the ear canal (near the eardrum) are conducted with a biocompatible silicone tube guiding the sound waves to the microphone. And the probes contain an o-ring also in biocompatible material for fastening at the ear (pinna).
The FreeFit Charger is used to charge the FreeFit neckset via an inductive coil system. The charger includes a power adaptor connected to mains and providing DC input to the charger stand.
OTOsuite PMM is a software platform required for measuring with the Type 1053 FreeFit, displaying the results and controlling the played sound files and levels. OTOsuite runs on most windows based PCs.
The Type 1053 FreeFit also has the capability to act as a hearing loss simulator and a hearing instrument simulator. These applications are commonly used to demonstrate
GN Otometrics A/S
Dybendalsvænge DK-2630 Taastrup Denmark
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Image /page/2/Picture/1 description: The image shows the word "otometrics" in a simple, sans-serif font. Above and to the right of the word is a black, blob-like shape that appears to be a stylized graphic. The text is the primary focus of the image, with the graphic serving as a secondary visual element.
the level of hearing loss suffered by a patient and the degree to which that loss can be overcome by use of a hearing instrument.
The simulator consists of software for installation on a PC (i.e., OTOsuite Counseling and Simulation (C&S)) and hardware for connection to a PC (i.e., headphones).
OTOsuite C&S is a software application that is required for simulating hearing loss and hearing instruments as part of the counseling process.
### Indications For Use/Intended Use
Type 1053 FreeFit is intended for audiologists, hearing instrument dispensers, ENTs, speech therapists and other health care professionals. The intended use is that the user is able to visualize the amplified signal recorded in the ear(s) of persons with a hearing loss together with reference information such as target curves in order for the user to have an objective basis for adjusting the Hearing Instrument settings.
Note also that the Type 1053 FreeFit is designed for use in combination with NOAHLink -HIMSA's wireless hearing instrument programming device.
### Comparison to Predicate Device
Fitting systems like the Type 1053 FreeFit have been produced for decades. The system most similar to the Type 1053 FreeFit in terms of mechanical design and features is the SpeechLink 100 Type 1053 (SpeechLink 100) from GN Otometrics, upon which the Type 1053 FreeFit is based. Therefore, the design of the Type 1053 FreeFit represents an incremental improvement to an existing design.
In terms of mechanical parts and the probes, only cosmetic differences have been implemented in the new Type 1053 FreeFit. The reason for these changes is merely to make it easier to distinguish between the two products for marketing purposes. All other aspects of the mechanical and electrical design are the same.
From a measurement perspective, the two systems utilize very similar signal processing within the device, and both send resulting spectra values to the PC via Bluetooth.
The primary difference between the two devices is associated with software. The OTOsuite software used with the Type 1053 FreeFit contains additional features that did not exist in the SpeechLink 100. The development of an improved calibration scheme has led to significantly greater measurement accuracy. As a result, gain
GN Otometrics A/S
Dybendalsvænge DK-2630 Taastru Denmark
5
Co. Reg. No. 25384687 www.otometrics.com Phone info@onotometrics.
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Image /page/3/Picture/1 description: The image contains the word "otometrics" in a simple, sans-serif font. Above and to the right of the word is a small, abstract, black shape. The shape is somewhat teardrop-like with a few small points extending from the top.
curves can now be accurately calculated by subtracting the frequency spectrum for the microphone outside the ear from the spectrum measured near the ear drum. Furthermore, this improved accuracy allows for effective comparison with target curves.
### Substantial Equivalence Performance Data
Substantial equivalence to the SpeechLink 100 is based on a side-by-side design comparison, as well as non-clinical performance testing of the device against the applicable parameters specified in the ANSI S3.46 1997 Standard (i.e., Methods of Measurement of Real-Ear Performance Characteristics of Hearing Aids). This is further supported by the similar test results obtained from both devices as a result of testing to the other six standards listed below.
### Conclusions About Safety and Effectiveness
Evaluating the results of testing to the following key standards has allowed us to make conclusions about the safety and effectiveness of the Type 1053 FreeFit.
| 1. IEC 60601-1 | Medical Electrical Equipment. Part 1: General requirements for safety |
|----------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 2. EN/IEC 60601-1-2* | Medical Electrical Equipment. Part 1: General requirements for safety. 1. Collateral standard:<br>Electromagnetic compatibility - Requirements and tests |
| 3. IEC 60601-1-4 | Medical Electrical Equipment. Part 1: General requirements for safety. 4. Collateral standard:<br>Programmable electrical medical systems (Design process) |
| 4. EN/IEC 61669* | Electroacoustics - Equipment for the measurement of real-ear acoustical characteristics of hearing aids |
| 5. ANSI S3.46 | Methods for Measurement of Real-Ear Performance Characteristics of Hearing Aids |
| 6. ISO 10993-5 | Biological Evaluation of Medical Devices: Tests for Cytotoxicity |
| 7. ISO 10993-10 | Biological Evaluation of Medical Devices: Tests for irritation and delayed-type hypersensitivity |
*Since the EN standard is based directly on the IEC version recognized by the FDA, there are no material differences between the two. Therefore, we propose that compliance with the EN version of the standard provides an extremely high level of confidence that the device also complies with the IEC version of the standard.
Denmar
Phone www.otometrics.com info@anotometrics.d
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Image /page/4/Picture/1 description: The image shows the logo for Otometrics. The logo consists of the word "otometrics" in lowercase letters, with a stylized symbol to the right. The symbol appears to be three circles connected at a central point, resembling a stylized atom or molecule.
The equivalent results from both the Type 1053 FreeFit and the SpeechLink 100 obtained when each device was tested to determine compliance with the aforementioned standards clearly demonstrates the substantial equivalence between these two devices.
Since the Type 1053 FreeFit device shares the same materials, hardware, and electronics as the SpeechLink 100 Type 1053 (a 510(k) cleared device – K061104) it stands to reason that the results obtained from IEC 60601-1, EN/IEC 60601-1-2, ISO 10993-5, and ISO 10993-10 are the same.
Since the Type 1053 FreeFit device and the SpeechLink 100 Type 1053 were both developed by GN Otometrics A/S using the same design and development process, it also is understandable that the results of an IEC 60601-1-4 evaluation would also be the same.
Lastly, although the minor differences that do exist between the two devices are in the area of software, these changes are due to improvements in the Type 1053 FreeFit software that serve to make the device more effective than its predecessor. This is supported by the positive results of testing to EN/IEC 61669 and ANSI S3.46.
Based on the results of testing to the applicable requirements of the aforementioned standards and achieving compliance to them, we hereby conclude that the Type 1053 FreeFit device is both safe and effective.
5
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Image /page/5/Picture/1 description: The image shows the logo for the Department of Health & Human Services (HHS). The logo features a stylized depiction of an eagle or bird-like figure, with three wing-like shapes extending upwards and to the right. The words "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA" are arranged in a circular pattern around the bird-like figure.
Food and Drug Administration 10903 New Hampshire Avenue 10905 New Your Room -WO66-G609
Document Control Room - WO66 Silver Spring, MD 20993-0002
APR 2 8 2011
GN Otometrics A/S c/o Ms. Paula Wilkerson Intertek Testing Services 2307 East Aurora Road Unit B7 Twinsburg, OH 44087
Re: K110286
K110280
Trade/Device Name: GN Otometrics Type 1053 FreeFit Regulation Number: 21 CFR 874.3310 Regulation Number. 21 Of R 61 61 61 61 61 61 61 61 61 61 61 61 Regulatory Class: Class II Product Code: ETW Dated: January 28, 2011 Received: January 31, 2011
Dear Ms. Wilkerson:
We have reviewed your Section 510(k) premarket notification of intent to market the device to We have reviewed your Section 3 IQK) prematics in cuivalent (for the indications
referenced above and have determined the device is substantially equivalent in interstate referenced above and have determined the devices marketed in interstate for use stated in the enclosure) to legally mancece te device Amedical Device Amendments, or to
commerce prior to May 28, 1976, the enactment date of the Federal Food. Drug. commerce prior to May 28, 1976, the enaculatic with the provisions of the Federal Food. Drug, devices that have been reclassified in accordance who use as over as a proval application (PMA).
and Cosmetic Act (Act) that do not require approval of a proval applicions of and Cosmetic Act (Act) that do not require apptival of a provisions of the Act. The Act. The Act. The Act. The Act. The You may, therefore, market the device, subject or annul registration, listing of
general controls provisions of the Act include requirements for annual registrating and general controls provisions of the Act include requirements misbranding and devices, good manufacturing practice, I aben information related to contract liability.
adulteration. Please note: CDRH doesh or he sector related to contract liability adulteration. Please note: CDRH does not evaluate information in the more
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
in be If your device is classified (see above) mio entile) in the more of ectime your device can be
may be subject to additional controls. Existing major regulations affective you may be subject to additional controls. Exismig major regardens 988. In addition, FDA may
found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, found in the Code of Federal Regulations, This BY, I was of the Federal Register.
publish further announcements concerning your device in the Federal Register.
{6}------------------------------------------------
Please be advised that FDA's issuance of a substantial equivalence determination does not mean
ts of the Active and antined at ways device complies with other requirements of Please be advised that FDA's issuance of a substantial equivalents of the Act .
that FDA has made a determination that your device complies with other requirements of the Act that FDA has made a determination that your uevice compines what a market of the must
or any Federal statutes and regulations administered by other Federal on and listi or any Federal statutes and regulations administered by out its ugestiration and listing (21
comply with all the Act sequirements, including, but not limited to: reporting of comply with all the Act's requirements, included device reporting of medical
CFR Part 807); labeling (21 CFR Part 801); medical device reporting of medical CFR Part 807); labeling (21 CFR 801); medical uevice reportune (vices estations); sense manis as set
device-related adverse events) (21 CFR 803); good manufacturing practice device-related adverse events) (21 CFR 803); god if applicable, the electronic
forth in the quality systems (QS) regulation (21 CFR Part 820); and if applicable, the electron forth in the quality systems (QS) regulation (21 CFR Part 65), 21 CFR 1000-1050.
product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
If you desire specific advice for your device on our labeling regulation (21 CFR Part 801), please
r and the success of the states of Accepters offices/CDRH/CDRHCDRHCDRHCDRHC If you desire specific advice for your device of four rates (concesses offices/ucm I 1 S809.htm for for for for for for for for for go to http://www.fda.gov/Aboutible.com/set/2017-01/09/09/09/09/09/2010-01/2010
the Center for Devices and Radiological Health's (CDRH's) Office of Compliance. Also, please the Center for Devices and Radiological Health s (CDR) sy omrket notification" (21CFR Pat
note the regulation entitled, "Misoranding by reference to MDR regulation (2 note the regulation entitled, "Misbranding by reference to promation in the MDR regulation (21)
807.97). For questions regarding the reporting of adverse events under the MD
CFR Part 803), please go to CFR Part 803), please go to
http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm for the CDRH's Office
http://www.fda.gov/MedicalDevices/Safety/Reports/Restmar http://www.fda.gov/MedicalDevision of Postmarket Surveillance.
You may obtain other general information on your responsibilities under the Act from the You may obtain other general international and Consumer Assistance at its toll-free number
Division of Small Manufacturers, International and Consumer Assistance at its toll-(800) 638-2041 or (301) 796-7100 or at its Internet address (800) 638-2041 of (301) 796-7100 of at tts Internet on the more of only houstry/default.htm.
http://www.fda.gov/MedicalDevices/Resourcesfor You/Industry/default.htm.
Sincerely yours,
Euthenn
Melvin R. Feldman, M.D.
Malvina B. Eydelman, M. Director Division of Ophthalmic, Neurological, and Ear, Nose and Throat Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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Image /page/7/Picture/0 description: The image is a black and white photograph. The image is mostly white with a few small black markings. The black markings are scattered throughout the image and are of varying sizes and shapes.
# Section 4.0 Indications for Use
510(k) Number (if known):
Device Name: Type 1053 FreeFit
Indications for Use:
### Type 1053 FreeFit
I y pe 2000
Type 1053 FreeFit is intended for audiologists, hearing instrument dispensers, ENTS, speech Type 1053 FreeFit is intended for audologiss, the intended use is that the user is able to
therapists and other health care professionals. The intended use is that the user i therapists and other health care professionals. The intended on the maring loss together with
visualize the amplified signal recorded in the earls) of persons with a hearing visualize the amplified signal recorded in the earls) of persons with a new objective basis for
reference information such as target curves in order to have an objective basi reference the Hearing Instrument settings.
on your of the Type 1053 FreeFit is designed for use in combination with NOAHLink Note also the states in the instaument programming device. Note also that the Type 1055 Freer it is as of the been of the surely.
HIMSA's wireless hearing instrument programming device.
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 NOT WRITE BELOW THIS LINE-CONTINUE ON ANOTHER PAGE
OF NOT WRITE BELOW THIS OF NEEDED) OF NEEDED)
Concurrence of CDRH, Office of Device Evaluation (ODE)
(Division Sign-Off) (Division Sigh-O17)
Division of Ophthalmic, Neurological and Ear, Nose and Throat Devices
K110286
Serial Number
1
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Learn the FDA Browser
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.
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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
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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.
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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.
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7. Product codes and the regulations tree
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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.