K031140 · Biolase Technology, Inc. · GEX · Jul 7, 2004 · General, Plastic Surgery
Device Facts
Record ID
K031140
Device Name
WATERLASE
Applicant
Biolase Technology, Inc.
Product Code
GEX · General, Plastic Surgery
Decision Date
Jul 7, 2004
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 878.4810
Device Class
Class 2
Attributes
Therapeutic, Pediatric
Indications for Use
Use of Waterlase® may be indicated for: Hard Tissue General Indications* - Class I, II, III, IV and V cavity preparation - Caries removal - Hard tissue surface roughening or etching - Enameloplasty, excavation of pits and fissures for placement of sealants * For use on adult and pediatric patients Root Canal Hard Tissue Indications - Tooth preparation to obtain access to root canal - Root canal preparation including enlargement - Root canal debridement and cleaning Endodontic Surgery (Root Amputation) Indications - Flap preparation incision of soft tissue to prepare a flap and expose the bone. - Cutting bone to prepare a window access to the apex (apices) of the root(s). - Apicoectomy - amputation of the root end. - Root end preparation for retrofill amalgam or composite. - Removal of pathological tissues (i.e., cysts, neoplasm or abscess) and hyperplastic tissues (i.e., granulation tissue) from around the apex NOTE: Any tissue growth (i.e., cyst, neoplasm or other lesions) must be submitted to a qualified laboratory for histopathological evaluation. Bone Surgical Indications - Cutting, shaving, contouring and resection of oral osseous tissues (bone) - Osteotomy Laser Periodontal Procedures - Full thickness flap - Partial thickness flap - Split thickness flap - Laser soft tissue curettage - Laser removal of diseased, inflamed and necrosed soft tissue within the periodontal pocket - Removal of highly inflamed edematous tissue affected by bacteria penetration of the pocket lining and junctional epithelium - Removal of granulation tissue from bony defects - Sulcular debridement (removal of diseased, inflamed or necrosed soft tissue in the periodontal pocket to improve clinical indices including gingival index, gingival bleeding index, probe depth, attachment loss and tooth mobility) - Osteoplasty and osseous recontouring (removal of bone to correct osseous defects and create physiologic osseous contours) - Ostectomy (resection of bone to restore bony architecture, resection of bone for grafting, etc.) - Osseous crown lengthening Soft Tissue Indications including Pulpal Tissues* Incision, excision, vaporization, ablation and coagulation of oral soft tissues, including: - Excisional and incisional biopsies - Exposure of unerupted teeth - Fibroma removal - Flap preparation incision of soft tissue to prepare a flap and expose the bone. - Flap preparation incision of soft tissue to prepare a flap and expose unerupted teeth (hard and soft tissue impactions) - Frenectomy and frenotomy - Gingival troughing for crown impressions - Gingivectomy - Gingivoplasty - Gingival incision and excision - Hemostasis - Implant recovery - Incision and drainage of abscesses - Laser soft tissue curettage of the post-extraction tooth sockets and the periapical area during apical surgery - Leukoplakia - Operculectomy - Oral papillectomies - Pulpotomy - Pulp extirpation - Pulpotomy as an adjunct to root canal therapy - Root canal debridement and cleaning - Reduction of gingival hypertrophy - Removal of pathological tissues (i.e., cysts, neoplasm or abscess) and hyperplastic tissues (i.e., granulation tissue) from around the apex NOTE: Any tissue growth (i.e., cyst, neoplasm or other lesions) must be submitted to a qualified laboratory for histopathological evaluation. - Soft tissue crown lengthening - Treatment of canker sores, herpetic and aphthous ulcers of the oral mucosa - Vestibuloplasty * For use on adult and pediatric patients
Device Story
Waterlase is an Er,Cr:YSGG laser system for dental hard and soft tissue procedures. It uses laser energy combined with water atomization (hydrokinetic technology) to cut, etch, or ablate tissue. For hard tissue, the water spray assists in tissue removal, cooling, and hydration; for soft tissue, it provides cooling and hydration. A flexible fiberoptic handpiece delivers laser energy, with a visible aiming beam to pinpoint treatment areas. Clinicians (dentists) adjust power output, pulse energy, repetition rate, and air/water flow rates based on the procedure. The device enables precise tissue management, potentially reducing the need for traditional mechanical tools and improving clinical outcomes in periodontal and endodontic applications.
Indicated for adult and pediatric patients requiring hard tissue dental procedures (cavity prep, caries removal, endodontics, bone surgery, periodontal procedures) and soft tissue oral procedures (incision, excision, ablation, coagulation, biopsy, frenectomy, gingivectomy, etc.). Contraindicated for patients with specific medical conditions (e.g., anesthesia allergies, heart/lung disease, bleeding disorders, immune deficiency) where clinical judgment deems local procedures inappropriate.
Regulatory Classification
Identification
(1) A carbon dioxide laser for use in general surgery and in dermatology is a laser device intended to cut, destroy, or remove tissue by light energy emitted by carbon dioxide.(2) An argon laser for use in dermatology is a laser device intended to destroy or coagulate tissue by light energy emitted by argon.
Submission Summary (Full Text)
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K031140 1/4
JUL - 7 2004
### 510(k) Summary of Safety and Effectiveness Information
| Regulatory Authority: | Safe Medical Devices Act of 1990,<br>21 CFR 807.92 |
|-----------------------|-------------------------------------------------------------------------------------------------|
| Company: | BioLase Technology, Inc.<br>981 Calle Amanecer<br>San Clemente, CA 92673 |
| Contact: | Ms. Ioana M. Rizoiu<br>BioLase Technology, Inc.<br>981 Calle Amanecer<br>San Clemente, CA 92673 |
| | (949) 940-0066 (949) 361-0204 Fax |
| Trade Name: | Waterlase® |
| Common Name: | Er,Cr:YSGG laser and Hydrokinetic System |
| Classification Name: | Surgical laser instrument |
| Classification Code: | 79 GEX, MXF, DZI |
Equivalent Devices:
BioLase Technology, Inc.
#### Waterlase®
#### Device Description:
The Waterlase hydrokinetic dental laser system is a diverse device utilized to perform a variety of dental applications. For hard tissue procedures the Waterlase uses the Erbium, Chromium: Yttrium, Scandium, Gallium Gamet (Er,Cr. YSGG) laser in combination with advanced water atomization technology to cut, remove, roughen and etch tissues. Soft tissue procedures are performed using a different mode of operation where direct Er.Cr.YSGG laser energy is applied to incise, excise or ablate these tissues. In soft tissue procedures the water spray is applied for hydration, cooling or to keep tissues clean. For hard tissue applications the spray is part of the tissue removing process as well as hydration, cooling and keeping the tissues clean.
A flexible fiberoptic handpiece delivers the Waterlase laser energy. A visible light emitted from the handpiece distal end pinpoints the area of treatment. In both hard and soft tissue applications the power output, pulse energy, repetition rate and air and water flow rates are adjustable to specific user requirements.
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K031140 2/4
### Indications for Use:
### Hard Tissue
### General Indications*
- . Class I, II, III, IV and V cavity preparation
- . Caries removal
- t Hard tissue surface roughening or etching
- Enameloplasty, excavation of pits and fissures for placement of sealants .
- * For use on adult and pediatric patients
## Root Canal Hard Tissue Indications
- . Tooth preparation to obtain access to root canal
- Root canal preparation including enlargement .
- . Root canal debridement and cleaning
### Endodontic Surgery (Root Amputation) Indications
- Flap preparation incision of soft tissue to prepare a flap and expose the bone, .
- . Cutting bone to prepare a window access to the apex (apices) of the root(s).
- Apicoectorny amputation of the root end. .
- . Root end preparation for retrofill amalgam or composite.
- . Removal of pathological tissues (i.e., cysts, neoplasm or abscess) and hyperplastic tissues (i.e., granulation tissue) from around the apex
NOTE: Any tissue growth (i.e., cyst, neoplasm or other Iesions) must be submitted to a qualified laboratory for histopathological evaluation.
### Bone Surgical Indications
- Cutting, shaving, contouring and resection of oral osseous tissues (bone) .
- . Osteotomy
### Laser Periodontal Procedures
- t Full thickness flap
- . Partial thickness flap
- . Split thickness flap
- . Laser soft tissue curettage
- . Laser removal of diseased, inflamed and necrosed soft tissue within the periodontal pocket
- � Removal of highly inflamed edematous tissue affected by bacteria penetration of the pocket lining and junctional epithelium
- . Removal of granulation tissue from bony defects
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K031140 3/4
- . Sulcular debridement (removal of diseased, inflamed or necrosed soft tissue in the periodontal pocket to improve clinical indices including gingival index, gingival bleeding index, probe depth, attachment loss and tooth mobility)
- . Osteoplasty and osseous recontouring (removal of bone to correct osseous defects and create physiologic osseous contours )
- . Ostectorny (resection of bone to restore bony architecture, resection of bone for grafting, etc.)
- � Osseous crown lengthening
# Soft Tissue Indications including Pulpal Tissues*
## Incision, excision, vaporization, ablation and coagulation of oral soft tissues, including:
- . Excisional and incisional bionsies
- . Exposure of unerupted teeth
- . Fibroma removal
- Flap preparation incision of soft tissue to prepare a flap and expose the bone. .
- Flap preparation incision of soft tissue to prepare a flap and expose unerupted teeth . (hard and soft tissue impactions)
- Frenectomy and frenotomy .
- 4 Gingival troughing for crown impressions
- Gingivectorny ●
- . Gingiyoplastv
- � Gingival incision and excision
- . Hemostasis
- . Implant recovery
- . Incision and drainage of abscesses
- Laser soft tissue curettage of the post-extraction tooth sockets and the periapical area . during apical surgery
- � Leukoplakia
- . Operculectomy
- � Oral papillectomics
- Pulpotomy ◆
- ◆ Pulp extirnation
- Pulpotomy as an adjunct to root canal therapy
- � Root canal debridement and cleaning
- ◆ Reduction of gingival hypertrophy
- Removal of pathological tissues (i.e., cysts, neoplasm or abscess) and liyperplastic . tissues (i.e., granulation tissue) from around the apex
NOTE: Any tissue growth (i.e., cyst, neoplasm or other lesions) must be submitted to a qualified laboratory for histopathological evaluation.
- . Soft tissue crown lengthening
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K031140 4/4
- . Treatment of canker sores, herpetic and aphthous ulcers of the oral mucosa
- . Vestibuloplasty
- * For use on adult and pediatric patients
### Cautions, Precautions and Contraindications:
All clinical procedures performed with Waterlase® must be subjected to the same clinical judgment and care as with traditional techniques. Patient risk must always be considered and fully understood before clinical treatment. The clinician must completely understand the patient's medical history prior to treatment. Exercise caution for general medical conditions that might contraindicate a local procedure. Such conditions may include allergy to local or topical anesthetics, heart disease, lung disease, bleeding disorders, sleep apnea or an immune system deficiency. Medical clearance from patient's physician is advisable when doubt exists regarding treatment.
#### Substantial Equivalence:
Waterlase is substantially equivalent, in terms of safety and efficacy, to previously cleared devices.
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DEPARTMENT OF HEALTH & HUMAN SERVICES
Image /page/4/Picture/1 description: The image is a black and white circular logo for the U.S. Department of Health & Human Services. The logo features the department's emblem, which consists of three stylized human figures connected by flowing lines, representing health and well-being. The text "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA" is arranged around the emblem in a circular fashion.
Food and Drug Administration 9200 Corporate Boulevard Rockville MD 20850
JUL - 7 2004
Ms. Ioana M. Rizoiu Vice President, Clinical Research and Development BioLase Technology, Inc, 981 Calle Amanecer San Clemente, California 92673
Re: K031140 Trade/Device Name: Waterlase® Regulation Number: 21 CFR 878.4810 Regulation Name: Laser surgical instrument for use in general and plastic surgery and in dermatology Regulatory Class: II Product Code: GEX, MXF, DZI Dated: April 19, 2004 Received: April 22, 2004
Dear Ms. Rizoiu:
We have reviewed your Section 510(k) premarket notification of intent to market the device we nave reviewed your been wined 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 encreativent of the enactment date of the Medical Device Amendments, or to conniner of the 112) 2011-12-12 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). and Oosmeter For (110) war the device, subject to the general controls provisions of the Act. The r ou may a controls provisions of the Act include requirements for annual registration, listing of general voltaren want facturing practice, labeling, and prohibitions against misbranding and adulteration.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it 11 your device to such additional controls. Existing major regulations affecting your device can may or subject to back as a success 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 r hat FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820); and if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
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Page 2 - Ms. Ioana M. Rizoiu
This letter will allow you to begin marketing your device as described in your Section 510(k) I mis letter will and in yourse of substantial equivalence of your device to a legally prematics notification. "The 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 If you desire specific as noliance at (301) 594-4659. Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21CFR Part 807.97). You may obtain other general information on your responsibilities under the Act from the Division of Small other general michinal and Consumer Assistance at its toll-free number (800) 638-2041 or (301) 443-6597 or at its Internet address http://www.fda.gov/cdrh/dsma/dsmamain.html
Sincerely yours,
Daniel Knare
Celia M. Witten, Ph.D., M.D. Director Division of General, Restorative and Neurological Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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510(k) Number (if known): _ K U 3 1/40
Device Name: Waterlase®
Indications for Use: Waterlase®
Use of Waterlase® may be indicated for:
## Hard Tissue
## General Indications*
- 해 Class I, Ii, III, IV and V cavity preparation
- . Caries removal
- . Hard tissue surface roughening or etching
- Enameloplasty, excavation of pits and fissures for placement of sealants .
* For use on adult and pediatric patients
# Root Canal Hard Tissue Indications
- . Tooth preparation to obtain access to root canal
- . Root canal preparation including enlargement
- . Root canal debridement and cleaning
## Endodontic Surgery (Root Amputation) Indications
- Flap preparation incision of soft tissue to prepare a flap and expose the bone. 를
- 제 Cutting bone to prepare a window access to the apex (apices) of the root(s).
- l Apicoectorny - amputation of the root end.
- 에 Root end preparation for retrofill amalgam or composite.
- 그 Removal of pathological tissues (i.e., cysts, neoplasm or abscess) and hyperplastic tissues (i.e., granulation tissue) from around the apex
NOTE: Any tissue growth (i.e., cyst, neoplasm or other lesions) must be submitted to a qualified laboratory for histopathological evaluation.
## Bone Surgical Indications
- 도 Cutting, shaving, contouring and resection of oral osseous tissues (bone)
- 트 Osteotomy
## Laser Periodontal Procedures
- 이 Full thickness flap
- l Partial thickness flap
- l Split thickness flap
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- 드 Laser soft tissue curettage
- 발 Laser removal of diseased, inflamed and necrosed soft tissue within the periodontal pocket
- 트 Removal of highly inflamed edematous tissue affected by bacteria penetration of the pocket lining and junctional epithelium
- 이 Removal of granulation tissue from bony defects
- r Sulcular debridement (removal of diseased, inflamed or necrosed soft tissue in the periodontal pocket to improve clinical indices including gingival index, gingival bleeding index, probe depth, attachment loss and tooth mobility)
- 피 Osteoplasty and osseous recontouring (removal of bone to correct osseous defects and create physiologic osseous contours)
- 트 Ostectorny (resection of bone to restore bony architecture, resection of bone for grafting, etc.)
- 피 Osseous crown lengthening
## Soft Tissue Indications including Pulpal Tissues*
Incision, excision, vaporization, ablation and coagulation of oral soft tissues, including:
- I Excisional and incisional biopsies
- t Exposure of unerupted teeth
- 트 Fibroma removal
- Flap preparation incision of soft tissue to prepare a flap and expose the bone. .
- Flap preparation incision of soft tissue to prepare a flap and expose unerupted 風 teeth (hard and soft tissue impactions)
- 는 Frenectomy and frenotomy
- 해 Gingival troughing for crown impressions
- . Gingivectomy
- 대 Gingivoplastv
- 사 Gingival incision and excision
- 해 Hemostasis
- 이 Implant recovery
- l Incision and drainage of abscesses
- Laser soft tissue curettage of the post-extraction tooth sockets and the periapical 노 area during apical surgery
- 지 Leukoplakia
- 발 Operculectomy
- l Oral papillectomies
- l Pulpotomy
- Pulp extirpation 체
- 대 Pulpotomy as an adjunct to root canal therapy
- 비 Root canal debridement and cleaning
- 트 Reduction of gingival hypertrophy
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- Removal of pathological tissues (i.e., cysts, neoplasm or abscess) and hyperplastic 트 tissues (i.e., granulation tissue) from around the apex NOTE: Any tissue growth (i.e., cyst, neoplasm or other leslons) must be submitted to a qualified laboratory for histopathological evaluation.
- Soft tissue crown lengthening
- 피 Treatment of canker sores, herpetic and aphthous ulcers of the oral mucosa
- 에 Vestibuloplasty
- * For use on adult and pediatric patients
Miriam C. Provost
(Division Sign-Off) Division of General, Restorative, and Neurological Devices
**510(k) Number** K031146
Prescription Use ﮨﮯ (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 IF NEEDED)
=&&=========================================================================================================================================================================
Concurrence of CDRH, Office of Device Evaluation (ODE)
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.