NaturaLyte® Dry Bicarbonate Concentrate (08-4112-2) is indicated for use in patients undergoing extracorporeal bicarbonate hemodialysis for acute and chronic renal failure. NaturaLyte® Dry Bicarbonate Concentrate (08-4112-2) is intended to be used as one component in the preparation of dialysate in a 3-stream proportioning hemodialysis machine according to a physician’s prescription.
Device Story
NaturaLyte Dry Bicarbonate Concentrate is a dry sodium bicarbonate powder supplied in bag-style packaging. It serves as one component in the preparation of dialysate for 3-stream proportioning hemodialysis machines. The powder is mixed with water (meeting ISO 23500-3 or ANSI/AAMI RD62 standards) at a nominal ratio of 1:1.72:42.28 (acid:bicarbonate:water). The resulting dialysate is pumped through a dialyzer to exchange solutes with blood via an osmotic gradient. Used in clinical environments for acute and chronic renal failure; operated by healthcare professionals. The device facilitates the maintenance of electrolyte balance during hemodialysis, benefiting patients with renal failure.
Clinical Evidence
No clinical studies were performed. Evidence is based on bench testing, including bicarbonate assay, dissolution, endotoxin, bioburden, seal strength, package integrity, and film comparison. Biocompatibility testing was conducted per ISO 10993-1:2018, including cytotoxicity, sensitization, irritation, pyrogenicity, and hemocompatibility. Shipping verification was performed per ASTM D4169-22.
Technological Characteristics
Non-sterile, single-use dry sodium bicarbonate powder (USP grade). Packaging consists of a 9-layered coextruded film (nylon, polyolefins, LLDPE). Operates as a chemical component in 3-stream proportioning hemodialysis systems (45X proportioning). No electrical, software, or mechanical components.
Indications for Use
Indicated for patients undergoing extracorporeal bicarbonate hemodialysis for acute and chronic renal failure.
Regulatory Classification
Identification
A hemodialysis system and accessories is a device that is used as an artificial kidney system for the treatment of patients with renal failure or toxemic conditions and that consists of an extracorporeal blood system, a conventional dialyzer, a dialysate delivery system, and accessories. Blood from a patient flows through the tubing of the extracorporeal blood system and accessories to the blood compartment of the dialyzer, then returns through further tubing of the extracorporeal blood system to the patient. The dialyzer has two compartments that are separated by a semipermeable membrane. While the blood is in the blood compartment, undesirable substances in the blood pass through the semipermeable membrane into the dialysate in the dialysate compartment. The dialysate delivery system controls and monitors the dialysate circulating through the dialysate compartment of the dialyzer.(1) The extracorporeal blood system and accessories consists of tubing, pumps, pressure monitors, air foam or bubble detectors, and alarms to keep blood moving safely from the blood access device and accessories for hemodialysis (§ 876.5540) to the blood compartment of the dialyzer and back to the patient. (2) The conventional dialyzer allows a transfer of water and solutes between the blood and the dialysate through the semipermeable membrane. The semipermeable membrane of the conventional dialyzer has a sufficiently low permeability to water that an ultrafiltration controller is not required to prevent excessive loss of water from the patient's blood. This conventional dialyzer does not include hemodialyzers with the disposable inserts (Kiil type) (§ 876.5830) or dialyzers of high permeability (§ 876.5860). (3) The dialysate delivery system consists of mechanisms that monitor and control the temperature, conductivity, flow rate, and pressure of the dialysate and circulates dialysate through the dialysate compartment of the dialyzer. The dialysate delivery system includes the dialysate concentrate for hemodialysis (liquid or powder) and alarms to indicate abnormal dialysate conditions. This dialysate delivery system does not include the sorbent regenerated dialysate delivery system for hemodialysis (§ 876.5600), the dialysate delivery system of the peritoneal dialysis system and accessories (§ 876.5630), or the controlled dialysate delivery system of the high permeability hemodialysis system § 876.5860). (4) Remote accessories to the hemodialysis system include the unpowered dialysis chair without a scale, the powered dialysis chair without a scale, the dialyzer holder set, dialysis tie gun and ties, and hemodialysis start/stop tray.
{0}
FDA U.S. FOOD & DRUG ADMINISTRATION
January 29, 2026
Fresenius Medical Care Renal Therapies Group, LLC
Laura Reed
Director, Submissions Management & RA In-Center
920 Winter St.
Waltham, Massachusetts 02451
Re: K253462
Trade/Device Name: NaturaLyte® Dry Bicarbonate Concentrate (08-4112-2)
Regulation Number: 21 CFR 876.5820
Regulation Name: Hemodialysis System And Accessories
Regulatory Class: Class II
Product Code: KPO
Dated: October 7, 2025
Received: October 7, 2025
Dear Laura Reed:
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 (the 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. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database available at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. 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.
Additional information about changes that may require a new premarket notification are provided in the FDA guidance documents entitled "Deciding When to Submit a 510(k) for a Change to an Existing Device"
U.S. Food & Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993
www.fda.gov
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K253462 - Laura Reed
Page 2
(https://www.fda.gov/media/99812/download) and "Deciding When to Submit a 510(k) for a Software Change to an Existing Device" (https://www.fda.gov/media/99785/download).
Your device is also subject to, among other requirements, the Quality System (QS) regulation (21 CFR Part 820), which includes, but is not limited to, 21 CFR 820.30, Design controls; 21 CFR 820.90, Nonconforming product; and 21 CFR 820.100, Corrective and preventive action. Please note that regardless of whether a change requires premarket review, the QS regulation requires device manufacturers to review and approve changes to device design and production (21 CFR 820.30 and 21 CFR 820.70) and document changes and approvals in the device master record (21 CFR 820.181).
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 Part 803) for devices or postmarketing safety reporting (21 CFR Part 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-reporting-combination-products); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR Part 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR Parts 1000-1050.
All medical devices, including Class I and unclassified devices and combination product device constituent parts are required to be in compliance with the final Unique Device Identification System rule ("UDI Rule"). The UDI Rule requires, among other things, that a device bear a unique device identifier (UDI) on its label and package (21 CFR 801.20(a)) unless an exception or alternative applies (21 CFR 801.20(b)) and that the dates on the device label be formatted in accordance with 21 CFR 801.18. The UDI Rule (21 CFR 830.300(a) and 830.320(b)) also requires that certain information be submitted to the Global Unique Device Identification Database (GUDID) (21 CFR Part 830 Subpart E). For additional information on these requirements, please see the UDI System webpage at https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance/unique-device-identification-system-udi-system.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to https://www.fda.gov/medical-devices/medical-device-safety/medical-device-reporting-mdr-how-report-medical-device-problems.
For comprehensive regulatory information about medical devices and radiation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance) and CDRH Learn (https://www.fda.gov/training-and-continuing-education/cdrh-learn). Additionally, you may contact the Division of Industry and Consumer Education (DICE) to ask a question about a specific regulatory topic. See the DICE website (https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance/contact-us-division-industry-and-consumer-education-dice) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
{2}
K253462 - Laura Reed
Page 3
Sincerely,
MAURA ROONEY -S
Maura Rooney
Assistant Director
DHT3A: Division of Renal, Gastrointestinal, Obesity, and Transplant Devices
OHT3: Office of Gastrorenal, ObGyn, General Hospital, and Urology Devices
Office of Product Evaluation and Quality
Center for Devices and Radiological Health
Enclosure
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FORM FDA 3881 (6/20)
Page 1 of 1
PSC Publishing Services (301) 443-6740
EF
| DEPARTMENT OF HEALTH AND HUMAN SERVICES Food and Drug Administration Indications for Use | Form Approved: OMB No. 0910-0120 Expiration Date: 06/30/2023 See PRA Statement below. |
| --- | --- |
| 510(k) Number (if known) K253462 | |
| Device Name NaturaLyte® Dry Bicarbonate Concentrate (08-4112-2) | |
| Indications for Use (Describe) NaturaLyte® Dry Bicarbonate Concentrate (08-4112-2) is indicated for use in patients undergoing extracorporeal bicarbonate hemodialysis for acute and chronic renal failure. NaturaLyte® Dry Bicarbonate Concentrate (08-4112-2) is intended to be used as one component in the preparation of dialysate in a 3-stream proportioning hemodialysis machine according to a physician’s prescription. | |
| Type of Use (Select one or both, as applicable) ☑ Prescription Use (Part 21 CFR 801 Subpart D) ☐ Over-The-Counter Use (21 CFR 801 Subpart C) | |
| CONTINUE ON A SEPARATE PAGE IF NEEDED. | |
| This section applies only to requirements of the Paperwork Reduction Act of 1995. *DO NOT SEND YOUR COMPLETED FORM TO THE PRA STAFF EMAIL ADDRESS BELOW.* | |
| The burden time for this collection of information is estimated to average 79 hours per response, including the time to review instructions, search existing data sources, gather and maintain the data needed and complete and review the collection of information. Send comments regarding this burden estimate or any other aspect of this information collection, including suggestions for reducing this burden, to: Department of Health and Human Services Food and Drug Administration Office of Chief Information Officer Paperwork Reduction Act (PRA) Staff PRAStaff@fda.hhs.gov | |
| "An agency may not conduct or sponsor, and a person is not required to respond to, a collection of information unless it displays a currently valid OMB number." | |
{4}
FRESENIUS MEDICAL CARE
K253462
Page 1 of 5
510(k) Summary
NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) Traditional 510(k)
# 1. 510(K) SUMMARY
This 510(k) Summary is in accordance with the requirements of the Safe Medical Device Act (SMDA) of 1990. The content of this 510(k) summary is provided in conformance with 21 CFR § 807.92.
# 1.1. Submitter's Information
Name: Fresenius Medical Care Renal Therapies Group, LLC
Address: 920 Winter Street
Waltham, MA 02451-1457
Contact Person: Laura Reed, Regulatory Affairs Director
Phone: (781) 491-7581
Fax: (781) 699-9635
Alternate Contact: Denise Oppermann, Vice President Regulatory Affairs – North America
Phone: (781) 996-9103
Preparation Date: 07 October 2025
# 1.2. Device Name
Trade Name: NaturaLyte® Dry Bicarbonate Concentrate (08-4112-2)
Common Name: Dry Bicarbonate Concentrate
Regulation Name: Hemodialysis system and accessories
Regulatory Class: Class II per 21 CFR § 876.5820
Product Code: KPO
Product Code Name: Dialysate concentrate for hemodialysis (liquid or powder)
FDA Review Panel: Gastroenterology/Urology
# 1.3. Legally Marketed Predicate Device
The legally marketed predicate device is the NaturaLyte® Dry Bicarbonate Concentrate (08-4112-2) (K191474). This predicate has not been subject to a design-related recall.
# 1.4. Device Description
## 1.4.1. Device Identification
The NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) is composed of dry sodium bicarbonate. NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) is available in a 7807 g presentation that yields 25.36 gallons (96 liters) of bicarbonate concentrate volume. The 7807 g NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) is supplied in bag-style packaging.
Page 1 of 5
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FRESENIUS MEDICAL CARE
K253462
Page 2 of 5
510(k) Summary
NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) Traditional 510(k)
## 1.4.2. Device Characteristics
The NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) is a non-sterile, single use Class II medical device composed of United States Pharmacopeia (USP) grade sodium bicarbonate.
## 1.4.3. Environment of Use
NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) is used in environments where acute and chronic hemodialysis is performed.
## 1.4.4. Brief Written Description of the Device
NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) is composed of sodium bicarbonate powder and is used as one component in the preparation of dialysate in a 3-stream proportioning hemodialysis machine according to a physician’s prescription. NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) is formulated for use in 45X proportioning systems which proportion a nominal ratio of 1 : 1.72 : 42.28 (acid : bicarbonate : water) to generate dialysate. The dialysate is intended to be pumped through a dialyzer, creating an osmotic gradient across the dialyzer membrane to exchange solutes with blood during hemodialysis.
## 1.4.5. Materials of Use
NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) is classified as an externally communicating, blood path indirect, long-term contact (>30 days) duration, Class II (Category C) device in accordance with FDA guidance *Use of International Standard ISO 10993-1, “Biological evaluation of medical devices – Part 1: Evaluation and testing within a risk management process”* (08 September 2023).
The primary packaging for the NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) is a bag that consists of a 9-layered coextruded film. The external layer is nylon, the six (6) internal layers are polyolefins and nylon, and the interior (seal) layer is two (2) linear low-density polyethylene (LLDPE) resins which have been blended together.
## 1.4.6. Key Performance Specifications/Characteristics
NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) is packaged dry sodium bicarbonate which is used as a component of the dialysate for hemodialysis treatments. The dry sodium bicarbonate is intended to be mixed with water that meets ISO 23500-3 or ANSI/AAMI RD62 requirements. Once mixed with water according to the instructions for use, NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) is intended to be used in 45X proportioning systems which proportion a nominal ratio of 1 : 1.72 : 42.28 (acid : bicarbonate : water) to generate dialysate.
## 1.5. Intended Use
NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) is intended for use in hemodialysis therapy for acute and chronic renal failure.
## 1.6. Indications for Use
NaturaLyte® Dry Bicarbonate Concentrate (08-4112-2) is indicated for use in patients undergoing extracorporeal bicarbonate hemodialysis for acute and chronic renal failure.
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FRESENIUS MEDICAL CARE
K253462
Page 3 of 5
510(k) Summary
NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) Traditional 510(k)
NaturaLyte® Dry Bicarbonate Concentrate (08-4112-2) is intended to be used as one component in the preparation of dialysate in a 3-stream proportioning hemodialysis machine according to a physician’s prescription.
## 1.7. Comparison of Technological Characteristics with the Predicate Device
The following technological characteristics of the NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) are substantially equivalent to those of the predicate NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) (K191474):
- Intended Use
- Indications for Use
- Design
- Materials
- Principle of Operation
- Performance Requirements
## 1.8. Performance Data
Performance testing was conducted for the NaturaLyte Dry Bicarbonate Concentrate (08-4112-2). Results of performance testing support the safety and efficacy of the NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) as well as its substantial equivalence to the predicate. Testing conducted to support the determination of substantial equivalence is summarized in Table 1.
Page 3 of 5
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FRESENIUS MEDICAL CARE
K253462
Page 4 of 5
510(k) Summary
NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) Traditional 510(k)
Table 1: Performance Testing Summary
| Test | Test Objective |
| --- | --- |
| Bicarbonate Assay | Determine bicarbonate concentration in mEq/L after NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) has been dissolved according to instructions for use. |
| Dissolution | Demonstrate that sodium bicarbonate dissolves in water through visual inspection. |
| Endotoxin | Determine endotoxin levels in EU/mL after NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) has been dissolved according to instructions for use. |
| Bioburden | Determine bioburden levels in CFU/mL after NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) has been dissolved according to instructions for use. |
| Seal Strength | Evaluate the bag seal strength of the NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) through a creep-to-burst test. |
| Package Integrity by Visual Inspection | Ensure that the NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) bag is intact and does not show any defects. Ensure that the label remains legible. |
| Package Integrity – Ink Migration | Evaluate package integrity of the NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) bag after distribution simulation. |
| Film Comparison Testing | Evaluate the comparative performance of the current and proposed NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) bag films. |
## 1.8.1. Stability Design Verification
Stability evaluations were conducted for NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) in support of the 3-month shelf life.
## 1.8.2. Shipping Verification
Shipping and distribution verification testing for the NaturaLyte Dry Bicarbonate Concentrate was conducted in accordance with ASTM D4169-22, Standard Practice for Performance Testing of Shipping Containers and Systems.
## 1.8.3. Biocompatibility Testing
Biocompatibility testing for the NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) was conducted in accordance with ISO 10993-1:2018 and FDA guidance document Use of International Standard ISO 10993-1, "Biological evaluation of medical devices – Part 1: Evaluation and testing within a risk management process" (08 September 2023). The following endpoints were evaluated to support the biological safety of the NaturaLyte Dry Bicarbonate Concentrate (08-4112-2):
- Cytotoxicity, MTT Cytotoxicity Assay
- Sensitization, ISO Guinea Pig Sensitization Maximization
- Irritation, ISO Intracutaneous Irritation
- Material-mediated Pyrogenicity, USP Pyrogen Study
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FRESENIUS MEDICAL CARE
K253462
Page 5 of 5
510(k) Summary
NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) Traditional 510(k)
- Hemocompatibility, ASTM Hemolysis Extract
- Systemic Toxicity
- Genotoxicity
- Carcinogenicity
- Chemical Characterization
A toxicological risk assessment was also performed.
## 1.8.4. Human Factors Validation
Validation testing was not required. The NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) was found to be safe and effective for its intended users, uses, and use environments (K191474).
## 1.8.5. Electrical Safety and Electromagnetic Compatibility (EMC)
Not applicable. The NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) is not an electrical mechanical device.
## 1.8.6. Software Verification and Validation Testing
Not applicable. The NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) does not contain software.
## 1.8.7. Animal Studies
No animal studies were performed for NaturaLyte Dry Bicarbonate Concentrate (08-4112-2).
## 1.8.8. Clinical Studies
No clinical studies were performed for NaturaLyte Dry Bicarbonate Concentrate (08-4112-2).
## 1.9. Conclusion
The intended use, design, materials, and principle of operation of the NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) are substantially equivalent to those of the predicate device. Test results demonstrate that the differences between the NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) and predicate device do not raise new concerns with regard to safety or efficacy. FMCRTG concludes that within the meaning of the Medical Device Amendments Act of 1976, the NaturaLyte Dry Bicarbonate Concentrate (08-4112-2) is safe and effective for its intended use.
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Part 1 — Search, results, and everyday workflows 16 min
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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.
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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).
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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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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.
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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.
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A lot of people predicated them for a reason. Clicking a node traces parents and children, and selections from search carry over pre-selected.
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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.