K170093 · Orthoaccel Technology, Inc. · OYH · May 26, 2017 · Dental
Device Facts
Record ID
K170093
Device Name
AcceleDent Optima
Applicant
Orthoaccel Technology, Inc.
Product Code
OYH · Dental
Decision Date
May 26, 2017
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 872.5470
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
AcceleDent® Optima is intended for use during orthodontic treatment. It is used in conjunction with brackets and wires or aligners and helps facilitate minor anterior tooth movement.
Device Story
AcceleDent® Optima is an orthodontic accessory for patients undergoing treatment with brackets/wires or aligners. Device delivers vibratory force (0.25 N at 30 Hz) to teeth; used by patient for 20 minutes daily. System includes activator, mouthpiece, charging case, mobile app, and cloud portal. Activator uses NiMH battery and motor with off-set weight to generate vibration. Bluetooth connectivity enables data transfer to mobile app/cloud for usage logging. Device is waterproof (ultrasonic welding). Healthcare provider uses logged data to monitor patient compliance. Benefits include facilitation of minor anterior tooth movement during standard orthodontic therapy.
Clinical Evidence
Bench testing only. No clinical data presented. Testing included biocompatibility (ISO 10993), bioburden enumeration, system verification (hardware, mobile app, cloud), firmware unit verification, subsystem verification (therapeutic force, battery, usage logging), electrical safety (IEC 60601-1), battery safety (IEC 62133), packaging distribution (ASTM D4169, D6198, D3951), DEHP content, latex evaluation, human factors engineering (ANSI/AAMI HE75, IEC 62366), Bluetooth certification, and FCC compliance.
Technological Characteristics
Orthodontic vibratory accessory. Materials: Elastomers (mouthpiece/activator). Energy: NiMH battery, motor with off-set weight. Output: 0.25 N force at 30 Hz. Connectivity: Bluetooth (BLE) for mobile app/cloud integration. Construction: Waterproof, ultrasonic welding. Standards: ISO 10993-5/10, IEC 60601-1, IEC 62133, ASTM D4169/D6198/D3951, DIN ISO 7610, DIN EN ISO 1183-1, DIN 53504/ISO 37, ISO 34-1.
Indications for Use
Indicated for patients undergoing orthodontic treatment with brackets and wires or aligners to facilitate minor anterior tooth movement.
Regulatory Classification
Identification
An orthodontic plastic bracket is a plastic device intended to be bonded to a tooth to apply pressure to a tooth from a flexible orthodontic wire to alter its position.
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Image /page/0/Picture/1 description: The image shows the seal of the U.S. Department of Health & Human Services. The seal features the department's name arranged in a circular pattern around a central emblem. The emblem consists of a stylized caduceus, a symbol often associated with medicine and healthcare, with three figures in profile facing right.
Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
May 26, 2017
OrthoAccel Technology Inc. Jouana Harris-Livings Director of Quality Assurance and Regulatory Affairs 6575 West Loop South, Suite 200 Bellaire, Texas 77401
Re: K170093
Trade/Device Name: AcceleDent® Optima Regulation Number: 21 CFR 872.5470 Regulation Name: Orthodontic plastic bracket Regulatory Class: Class II Product Code: OYH Dated: April 20, 2017 Received: April 21, 2017
Dear Jouana Harris-Livings:
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. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting (reporting of medical device-related adverse events) (21 CFR 803); good manufacturing practice requirements as set
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forth in the quality systems (OS) regulation (21 CFR Part 820); and if applicable, the electronic 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 contact the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/Resourcesfor You/Industry/default.htm. Also, please note the regulation entitled. "Misbranding by reference to premarket notification" (21CFR 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 Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm.
Sincerely,
# Lori A. Wiggins -S6
for
Tina Kiang, Ph.D. Acting Director Division of Anesthesiology, General Hospital, Respiratory, Infection Control and Dental Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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Image /page/2/Picture/0 description: The image shows the logo for OrthoAccel Technologies, Inc. The word "OrthoAccel" is written in a blue sans-serif font, with the first part of the word in a lighter shade of blue. The word "Technologies, Inc" is written in a smaller, gray sans-serif font below the first word. The logo is simple and modern, and it is likely used to represent the company's brand.
Modified AcceleDe 510(k) Premarket Notification
## Indication for Use
510(k) Number (if known): K170093
Device Name: AcceleDent® Optima
Indication For Use:
AcceleDent® Optima is intended for use during orthodontic treatment. It is used in conjunction with brackets and wires or aligners and helps facilitate minor anterior tooth movement.
Prescription Use (21 CFR Part 801 Subpart D) AND/OR
Over the Counter Use (21 CFR Part 801 Subpart C)
(PLEASE DO NOT WRITE BELOW THIS LINE; CONTINUE ON ANOTHER PAGE IF NEEDED)
Concurrence of CDRH, Office Device Evaluation (ODE)
Division Sign-Off
510(k)
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Image /page/3/Picture/0 description: The image shows the logo for OrthoAccel. The word "Ortho" is in blue, and the word "Accel" is in gray. There are three curved lines to the left of the word "Ortho" that look like sound waves.
510(k) Summary - AcceleDent® Optima K170093
January 09, 2017 (updated May 26, 2017)
This summary of 510(k) substantial equivalence determination is being submitted in accordance with the requirements of 21 CFR part 807.92.
510(k) Submitter: OrthoAccel® Technologies, Inc. 6575 West Loop South, Suite 200 Bellaire, TX 77401 Phone: 832-803-0339 Fax: 713-583-9972
Contact: Jouana Harris-Livings
| Device trade name: | AcceleDent® Optima |
|----------------------|---------------------------------------------------------------|
| Common name: | Orthodontic plastic bracket |
| Classification name: | Orthodontic plastic bracket |
| Regulation number: | 21 CFR 872.5470 |
| Classification: | Class II |
| Panel: | Dental |
| Product codes: | OYH |
| Product code names | Orthodontic vibratory accessory and orthodontic LED accessory |
| Predicate Device: | AcceleDent® Aura, 510(k) Number K153048 |
## Indications for Use:
AcceleDent® Optima is intended for use during orthodontic treatment. It is used in conjunction with brackets and wires or aligners and helps facilitate minor anterior tooth movement.
#### Device Description:
The AcceleDent® Optima is an orthodontic accessory for the treatment of tooth malocclusion. AcceleDent® Optima should be used by patients for twenty minutes per day in conjunction with standard orthodontic treatment.
This Premarket Notification (510(k)) is being submitted because the legally marketed OrthoAccel Technologies, Inc. device AcceleDent® Aura has been modified. Although the technological characteristics of the device and the indications for use described in our previous 510(k) K153048 remain unchanged, the design, raw material, manufacturing processes and related software have changed, resulting in the creation of the AcceleDent® Optima device.
#### Software:
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Image /page/4/Picture/0 description: The image shows the logo for OrthoAccel. The logo features the word "Ortho" in blue, with three curved lines above it, resembling sound waves. To the right of "Ortho" is "-Accel" in gray, with a small registered trademark symbol next to it. The logo is simple and modern, using a clean font and a two-tone color scheme.
The changes in software within the AcceleDent® Optima device allows for wireless transfer of data confirmed by Bluetooth and FCC testing, with a Moderate Level of Concern as determined by the risk assessment. The changes neither affect the mechanism of which the force is applied, nor the indications for use.
## Material Characteristics:
Changes have been made to both the material of the activator and the mouthpiece for the AcceleDent® Optima, although they are both still Elastomers as used in the AcceleDent® Aura. Verification testing and risk evaluation has deemed these updated materials as low risk to the user.
## Manufacturing Process:
There have been some changes made to the manufacturing processes in the AcceleDent® Optima device. Unlike AcceleDent® Aura, AcceleDent® Optima Activator is waterproof and thus requires ultrasonic welding to maintain the required IP rating. Additionally, assembly processes have been modified to accommodate the new design and the addition of the Charging Case. However, all major internal device components are relatively the same – PCB assembly, battery (although a NiMH rather than a lithium battery is used), and motor with off-set weight.
## Performance Data Table:
The table below lists all performance testing performed on the AcceleDent® Optima to ensure its safety and efficacy.
| Test | Standards/Requirements |
|--------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Biocompatibility | The biocompatibility testing consisted of the following tests: Cytotoxicity,<br>Intracutaneous Reactivity Irritation, Maximization Sensitization, and ISO/USP<br>Acute System Toxicity.<br>Reference ISO 10993-5:2009 (E)<br>Reference ISO 10993-10:2010(E)<br>Reference ISO 10993-10:2010(E) |
| Description | The purpose of the biocompatibility testing was to verify that the users of the<br>AcceleDent 3G/Optima device will not experience any biological adverse<br>reactions due to the product material, color, and manufacturing process.<br>AcceleDent® Optima passed Biocompatibility testing. |
| Bioburden<br>Enumeration | Since this test was conducted for study purposes only, there was no identified<br>acceptance criteria. |
| Description | The bioburden testing was performed on the 3G mouthpiece and activator to<br>determine the total number of viable microorganisms on the medical device.<br>AcceleDent® Optima passed Bioburden Enumeration testing. |
| System Verification | This testing verified that the full system requirements, which includes the<br>medical device hardware and optional/external mobile application and cloud<br>server software, met the requirements serving as enhancements over Aura. |
| Description | The scope of the testing is to verify that the 3G product met all of its system<br>requirements. The system is comprised of the Activator, Charging Case, Cloud<br>App, Mobile App, and Web Portal.<br>AcceleDent® Optima passed System Verification testing. |
| Firmware Unit Test<br>Verification | No standards were utilized in this testing. The design requirements for the<br>AcceleDent® Optima firmware was tested. |
| Description | The purpose of this test was to verify the firmware requirement were met by<br>firmware design.<br>AcceleDent® Optima passed Firmware Unit Verification testing. |
| SubSystem Test<br>Verification | This testing verified that the medical device hardware met the performance<br>requirements of Aura for therapeutic force delivery, battery charging, usage<br>logging, and environmental operation without the interface of optional/external<br>software (i.e. mobile application, cloud server). |
| Description | The scope of this testing is to verify that the physical components of the 3G<br>AcceleDent System function as intended. Devices under Test (DUT) are the<br>Activator and Charging Case Assembly, AC Power Wall Adapter, Cable<br>AcceleDent® Optima passed SubSystem Verification testing. |
| IEC 60601 3rd ed. | Each applicable requirement from IEC 60601 3rd was treated as an acceptance<br>criterion for the product and/or documentation. The full 3G system was tested,<br>which includes the medical device hardware and optional/external mobile<br>application and cloud server software |
| Description | The scope of this testing was to perform all required medical device safety<br>verification tests outlined in IEC 60601-1 and associated standards for 3G to<br>ensure that it met all statutory requirements for electrical safety for medical<br>devices sold in the US, Canada, the European Union and China.<br>AcceleDent® Optima passed IEC 60601 3rd ed. testing. |
| IEC 62133 Battery<br>Safety | Each requirement from IEC 62133:2012 was treated as an acceptance criterion<br>for the battery and/or documentation. |
| Description | This testing was conducted on the NiMH Cell Battery (17AAAH, 17AAAH1A6Z) to<br>verify that it met all requirements of IEC 62133:2012. The CB Scheme test<br>procedure included the following tests: charging procedure, continuous low-<br>rate charging, vibration, temperature cycling, incorrect installation, external<br>short circuit, free fall, mechanical shock (crash hazard), thermal abuse, crushing<br>of the cells, low pressure, overcharge, and forced discharge.<br>AcceleDent® Optima passed IEC 62133 Battery Safety testing. |
| Packaging Distribution<br>Testing | The following standards were used for testing:<br>ASTM D 4169-14 Standard Practice for Performance Testing of Shipping<br>Containers and Systems<br>ASTM D 6198-12 Standard Guide for Transport Packaging Design<br>ASTM D3951-10 Standard for Commercial Packaging |
| Description | The scope of this testing was to test the worse-case shipping scenario of 2<br>patient kit boxes shipped in an over-pack box, and a single parcel shipment of<br>the RMA box, due to the fact that RMA boxes are not shipped in an overpack<br>box. Two separate boxes were tested in this shipping scenario.<br>AcceleDent® Optima passed Packaging Distribution testing |
| DEHP | The activator and mouthpiece could contain more than or equal to 0.1% by<br>mass of DEHP as per design requirements. |
| <i>Description</i> | The purpose of the DEHP testing is to determine the amount of Diethylhexyl<br>Phtalate (DEHP) present in the 3G mouthpiece and activator.<br>AcceleDent® Optima passed DEHP testing. |
| Latex Evaluation | Test was conducted for study purposed to substantiate the claim that the<br>device is not intentionally manufactured with latex. |
| <i>Description</i> | The purpose of the latex testing was to ensure that the 3G device will not<br>experience any biological adverse reactions due to the presence of latex.<br>AcceleDent® Optima passed Latex testing. |
| HFE-75 (Summative<br>Testing) | The following standards were utilized:<br>ANSI/AAMI HE75:2009/(R):2013 Human factors engineering - Design of medical<br>devices<br>ANSI/AAMI/IEC 62366:2007/(R)2013 & A1:2013 Medical Devices - Application of<br>usability engineering to medical devices |
| <i>Description</i> | The Summative Testing was performed to demonstrate that the final<br>AcceleDent Optima System user interface can be used by the intended users<br>safely and effectively for the intended use and under the expected use<br>conditions.<br>AcceleDent® Optima passed Summative testing. |
| Bluetooth Certification | Bluetooth Radio Compliance was per Bluetooth SIG, which includes approval of<br>BLE RF sub-system performance. |
| <i>Description</i> | The purpose of the Bluetooth Radio Compliance Testing is to test the<br>AcceleDent 3G activator to achieve both Bluetooth SIG- BQE Certificate and<br>Bluetooth SIG – RF Approval (Low Energy) Testing.<br>AcceleDent® Optima passed Bluetooth Certification testing. |
| FCC Compliance<br>Testing | The FCC compliance testing is one of the required components of the IEC 60601<br>testing (within the EMC testing). Refer to the IEC 60601 3rded. Study criteria<br>above. |
| <i>Description</i> | Federal Communications Commission (FCC) testing is a requirement for all<br>electronic products that radiate unintentional emissions. Receiving the FCC<br>Mark certification certifies that the electromagnetic interference is under the<br>limits approved by the FCC.<br>AcceleDent® Optima passed FCC Compliance testing. |
| Physical Properties<br>Testing for<br>Mouthpiece | Hardness DIN ISO 7610 |
| | Density DIN EN ISO 1183-1 |
| | Tensile Strength DIN 53504/ISO 37 |
| | Elongation at Break DIN 53504/ISO 37 |
| | Tear Resistance ISO 34-1 Method B |
AcceleDent® Optima: Traditional 510(k), (5) Page 3 of 6
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Image /page/5/Picture/0 description: The image shows the logo for OrthoAccel. The word "Ortho" is in blue and has three curved lines to the left of it, resembling sound waves. The word "Accel" is in gray and has a small registered trademark symbol to the right of it.
AcceleDent® Optima: Traditional 510(k), (5) Page 4 of 6
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Image /page/6/Picture/0 description: The image shows the logo for OrthoAccel. The word "Ortho" is in blue, and there are three curved lines to the left of the word. The word "Accel" is in gray, and there is a registered trademark symbol to the right of the word.
## Substantial Equivalence Information:
This Premarket Notification is being submitted to demonstrate substantial equivalence of the AcceleDent® Optima to the existing AcceleDent Aura (K153048). The data within this submission exhibits that the indications for use and the technology used to produce the
AcceleDent® Optima: Traditional 510(k), (5) Page 5 of 6
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Image /page/7/Picture/0 description: The image shows the logo for OrthoAccel. The logo features the word "Ortho" in blue, followed by "-Accel" in gray. There are three curved lines above the word "Ortho" that resemble sound waves. The logo is simple and modern, and the colors are eye-catching.
0.25 N (25 grams) force level and 30 Hz frequency required to deliver the treatment are the same; thus, these two devices are substantially equivalent.
AcceleDent® Optima: Traditional 510(k), (5) Page 6 of 6
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.