Gepotidacin GEP 10 μg is an in vitro semi-quantitative method for antimicrobial susceptibility of clinical isolates tested on agar media using overnight incubation. The Gepotidacin GEP 10 μg is intended to determine susceptibility of Enterobacterales, Enterococcus faecalis, and Staphylococcus saprophyticus to gepotidacin, as recognized by the FDA Susceptibility Test interpretive Criteria (STIC). Gepotidacin at a concentration of 10 μg should be interpreted at 16-18 hours of incubation. The Gepotidacin GEP 10 μg demonstrated acceptable performance with the following organisms: Enterobacterales (Citrobacter freundii, Enterobacter cloacae complex, Escherichia coli, Klebsiella aerogenes, Klebsiella oxytoca, Klebsiella pneumoniae, Morganella morganii, Proteus mirabilis, Providencia rettgeri) Enterococcus faecalis Staphylococcus saprophyticus
Device Story
Gepotidacin GEP 10 µg; high-quality paper disk impregnated with 10 µg gepotidacin; used for in vitro agar diffusion susceptibility testing. Clinician applies disk to Mueller Hinton agar inoculated with pure colony suspension (0.5 McFarland); incubated 16-18 hours at 35°C. Antimicrobial diffuses into agar; forms zone of inhibition. Clinician measures zone diameter (mm); compares to FDA-recognized interpretive criteria (STIC) to categorize organism as susceptible, intermediate, or resistant. Results assist healthcare providers in determining antimicrobial susceptibility of clinical isolates. Includes Pre-Determined Change Control Plan (PCCP) for future label updates based on STIC breakpoint revisions.
Clinical Evidence
Performance evaluated using 468 isolates (386 clinical, 82 challenge). Comparison against broth microdilution reference method (CLSI M07). Enterobacterales: 95.9% CA (328/342), 14 minor errors, 0 major/very major. E. faecalis: 100% CA (58/58). S. saprophyticus: 100% CA (68/68). Reproducibility testing (270 data points) showed 100% agreement across readers and lots.
Technological Characteristics
High-quality paper disk impregnated with 10 µg gepotidacin. Agar diffusion principle. Dimensions: 10 µg concentration. Media: Mueller Hinton Agar. Incubation: 35°C ± 2°C for 16-18 hours. Manual measurement of inhibition zone diameter. No electronic/software components.
Indications for Use
Indicated for in vitro antimicrobial susceptibility testing of clinical isolates of Enterobacterales, Enterococcus faecalis, and Staphylococcus saprophyticus to gepotidacin using agar media.
Regulatory Classification
Identification
An antimicrobial susceptibility test disc is a device that consists of antimicrobic-impregnated paper discs used to measure by a disc-agar diffusion technique or a disc-broth elution technique the in vitro susceptibility of most clinically important bacterial pathogens to antimicrobial agents. In the disc-agar diffusion technique, bacterial susceptibility is ascertained by directly measuring the magnitude of a zone of bacterial inhibition around the disc on an agar surface. The disc-broth elution technique is associated with an automated rapid susceptibility test system and employs a fluid medium in which susceptibility is ascertained by photometrically measuring changes in bacterial growth resulting when antimicrobial material is eluted from the disc into the fluid medium. Test results are used to determine the antimicrobial agent of choice in the treatment of bacterial diseases.
Submission Summary (Full Text)
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[LOGO]
FDA
U.S. FOOD & DRUG
ADMINISTRATION
### 510(k) SUBSTANTIAL EQUIVALENCE DETERMINATION
DECISION SUMMARY
ASSAY ONLY
### I Background Information:
A 510(k) Number
K261853
B Applicant
Liofilchem, Inc.
C Proprietary and Established Names
Gepotidacin GEP 10 μg
D Regulatory Information
| Product Code(s) | Classification | Regulation Section | Panel |
| --- | --- | --- | --- |
| JTN | Class II | 21 CFR 866.1620 - Antimicrobial Susceptibility Test Disc | MI - Microbiology |
### II Submission/Device Overview:
A Purpose for Submission:
1. Obtain a substantial equivalence determination for Gepotidacin GEP 10 μg for susceptibility testing of Enterobacterales, Enterococcus faecalis, and Staphylococcus saprophyticus
2. Establish a Pre-Determined Change Control Plan (PCCP) to address future revisions to device labeling in response to breakpoint changes that are recognized on the FDA STIC webpage
B Measurand:
Gepotidacin 10 μg
C Type of Test:
Antimicrobial Susceptibility Test Disc
Food and Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993-0002
www.fda.gov
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### III Intended Use/Indications for Use:
#### A Intended Use(s):
See Indications for Use below.
#### B Indication(s) for Use:
Gepotidacin GEP 10 µg is an *in vitro* semi-quantitative method for antimicrobial susceptibility of clinical isolates tested on agar media using overnight incubation.
The Gepotidacin GEP 10 µg is intended to determine susceptibility of Enterobacterales, *Enterococcus faecalis*, and *Staphylococcus saprophyticus* to gepotidacin, as recognized by the FDA Susceptibility Test Interpretive Criteria (STIC). Gepotidacin at a concentration of 10 µg should be interpreted at 16-18 hours of incubation.
The Gepotidacin GEP 10 µg demonstrated acceptable performance with the following organisms:
Enterobacterales (*Citrobacter freundii*, *Enterobacter cloacae* complex, *Escherichia coli*, *Klebsiella aerogenes*, *Klebsiella oxytoca*, *Klebsiella pneumoniae*, *Morganella morganii*, *Proteus mirabilis*, *Providencia rettgeri*)
*Enterococcus faecalis*
*Staphylococcus saprophyticus*
#### C Special Conditions for Use Statement(s):
Rx - For Prescription Use Only
The ability of the Antibiotic Disc to detect resistance or non-susceptibility to antimicrobials as shown below is unknown because resistant strains were not available at the time of comparative testing. If such a strain is observed, it should be submitted to a reference laboratory.
Gepotidacin: *Enterococcus faecalis*, *Staphylococcus saprophyticus*
#### D Special Instrument Requirements:
Not applicable
### IV Device/System Characteristics:
#### A Device Description:
Gepotidacin GEP 10 µg is made of special high-quality paper impregnated with a predefined concentration. The disks are clearly marked on both sides with “GEP 10,” designating the agent and the drug content. The disks are supplied in plastic cartridges containing 50 disks each. Gepotidacin GEP 10 µg is intended to be used for *in vitro* agar diffusion susceptibility testing.
K261853 - Page 2 of 10
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## B Principle of Operation:
Liofilchem Antibiotic Discs are applied to the surface of a culture medium inoculated with a pure colony suspension of the microorganisms under examination. The simultaneous growth of the bacteria and diffusion of the antimicrobials compounds forms a zone of inhibition of growth. After incubation, the plates are examined, the zone diameter around each disk are examined and compared with the standard inhibition zone diameter. The microorganisms are defined as being susceptible, intermediate or resistant to the tested antimicrobial agents.
## V Substantial Equivalence Information:
### A Predicate Device Name(s):
Thermo Scientific Oxoid Gepotidacin Disc (10 \( \mu \) g) GEP10
### B Predicate 510(k) Number(s):
K251337
C Comparison with Predicate(s):
| Device & Predicate Device(s): | Device: K261853 | Predicate: K251337 |
| --- | --- | --- |
| Device Trade Name | Gepotidacin GEP 10 μg | Thermo Scientific Oxoid Gepotidacin Disc (10 μg) GEP10 |
| General Device Characteristic Similarities | | |
| Intended Use | Semi-quantitative susceptibility to antimicrobial agents against Enterobacterales, Enterococcus faecalis, and Staphylococcus saprophyticus | Same |
| Test Method | Antimicrobial susceptibility testing using paper disks impregnated with an antimicrobial agent | Same |
| Plate Media | Mueller Hinton Agar | Same |
| Disc Material | High quality paper impregnated with a predefined concentration of antimicrobial agent | Same |
| Inoculation | Isolated colonies from a culture in a suspension equivalent to 0.5 McFarland. Inoculum is applied to agar with swab manually or with rotation plate | Same |
| Reading Method | Measurement of inhibition zone diameter in mm | Same |
K261853 - Page 3 of 10
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| Device & Predicate Device(s): | Device: K261853 | Predicate: K251337 |
| --- | --- | --- |
| Result Interpretation | Categorical interpretation (S/I/R) as determined by the measured zone diameters according to established interpretive criteria for the drug | Same |
| Incubation | 35°C ± 2°C for 16-18 hours | Same |
| Antimicrobial Agent | Gepotidacin | Same |
| **General Device Characteristic Differences** | | |
| Test Organisms | Enterobacterales (*Citrobacter freundii, Enterobacter cloacae* complex, *Escherichia coli, Klebsiella aerogenes, Klebsiella oxytoca, Klebsiella pneumoniae, Morganella morganii, Proteus mirabilis, Providencia rettgeri*) *Enterococcus faecalis* *Staphylococcus saprophyticus* | Enterobacterales (*Citrobacter freundii* complex, *Citrobacter koseri, Enterobacter cloacae, Escherichia coli, Klebsiella aerogenes, Klebsiella oxytoca, Morganella morganii, Proteus mirabilis*, and *Providencia rettgeri*) *Staphylococcus saprophyticus* *Enterococcus faecalis* |
To support the implementation of changes to FDA-recognized susceptibility test interpretive criteria (i.e., breakpoints), this submission included a predetermined change control plan (PCCP) that was reviewed and accepted by FDA. This PCCP addresses future revisions to device labeling in response to breakpoint changes that are recognized on the FDA STIC webpage (FDA-Recognized Antimicrobial Susceptibility Test Interpretive Criteria). The PCCP outlined the specific procedures and acceptance criteria that Liofilchem, Inc. intends to use to evaluate the Gepotidacin GEP 10 μg when revised breakpoints for gepotidacin are published on the FDA STIC webpage. The PCCP included with the submission indicated that if specific criteria are met, Liofilchem, Inc. will update the Gepotidacin GEP 10 μg device label to include the new breakpoints.
### VI Standards/Guidance Documents Referenced:
- CLSI M100-Ed35. Performance Standards for Antimicrobial Susceptibility Testing (January 2025).
- CLSI M02-14th ed. Performance Standards for Antimicrobial Disk Susceptibility Tests (March 2024).
- CLSI M07-Ed12. Methods for Dilution Antimicrobial Susceptibility Tests for Bacteria that Grow Aerobically (March 2024).
### VII Performance Characteristics (if/when applicable):
K261853 - Page 4 of 10
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# A Analytical Performance:
# 1. Precision/Reproducibility:
Reproducibility testing of the Gepotidacin GEP 10 μg was performed using a panel of gram-positive and gram-negative isolates from species indicated for testing with the device (3 Enterococcus faecalis, 2 Staphylococcus saprophyticus, 2 Enterobacter cloacae, 2 Escherichia coli, 2 Klebsiella pneumoniae, 2 Morganella morganii, 1 Citrobacter freundii, 1 Proteus mirabilis). Testing was performed at one internal site using 15 organisms, including 10 gram-negative organisms and 5 gram-positive organisms. Each isolate was tested using two disc lots and one media lot (Mueller Hinton agar media) on three separate days. Each test was visually read by three independent readers with results blinded, resulting in 270 data points for evaluation (15 isolates x 3 independent readers x 3 days x 2 disc lots x 1 media lot x 1 site = 270 data points).
Reproducibility was calculated as the percentage of results which were within ±3 mm difference in zone diameter comparing test results with the modal zone diameter value. The reproducibility performance between disc lots and across readers was 100% and is acceptable. Results are shown in Table 1.
Table 1. Reproducibility for Gepotidacin GEP 10 μg
| Between Disc Lots | | | Across Readers | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Lot #1 | Lot #2 | All Lots | Reader #1 | Reader #2 | Reader #3 | All Readers |
| 135/135 (100%) | 135/135 (100%) | 270/270 (100%) | 90/90 (100%) | 90/90 (100%) | 90/90 (100%) | 270/270 (100%) |
# 2. Linearity:
Not applicable.
# 3. Analytical Specificity/Interference:
Not applicable.
# 4. Detection Limit and Assay Reportable Range:
Not applicable.
# 5. Traceability, Stability, Expected Values (Controls, Calibrators, or Methods):
# Quality Control (QC) Testing:
The CLSI-recommended quality control (QC) strains Escherichia coli ATCC 25922 and Staphylococcus aureus ATCC 25923 were tested by disk diffusion using two Gepotidacin GEP 10 μg lots and at least 20 replicates per lot per reader. Each test was visually read by three independent readers. Results were compared to broth microdilution reference method. The QC performance of Gepotidacin GEP 10 μg was acceptable at > 95%. The performance is shown in Table 2.
Table 2. Quality Control Performance of Gepotidacin GEP 10 μg
K261853 - Page 5 of 10
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| QC Organism | Expected Range | Zone Diameter in millimeter (mm) | | |
| --- | --- | --- | --- | --- |
| | | Range | Lot #1 | Lot #2 |
| *Escherichia coli* ATCC 25922 | 18-26 mm | 17 | | |
| | | 18 | | |
| | | 19 | - | - |
| | | 20 | - | - |
| | | 21 | - | - |
| | | 22 | 3 | 3 |
| | | 23 | 19 | 23 |
| | | 24 | 38 | 34 |
| | | 25 | - | - |
| | | 26 | - | - |
| | | 27 | - | - |
| *Staphylococcus aureus* ATCC 25923 | 23-29 mm | 22 | - | - |
| | | 23 | - | - |
| | | 24 | - | - |
| | | 25 | - | - |
| | | 26 | 16 | 19 |
| | | 27 | 32 | 20 |
| | | 28 | 12 | 11 |
| | | 29 | - | - |
| | | 30 | - | - |
The CLSI-recommended quality control (QC) strains *Escherichia coli* ATCC 25922, *Enterococcus faecalis* ATCC 29212, and *Staphylococcus aureus* ATCC 29213 were tested by broth microdilution (BMD) as per CLSI M07 each day of the clinical study to provide assurance of the data quality obtained by the reference method. The QC performance for the BMD reference method was acceptable at ≥95%. The performance is shown in Table 3 below.
Table 3. Broth Microdilution Quality Control Summary for Gepotidacin
| QC Organism | Expected Range (μg/mL) | Concentration (μg/mL) | Reference Results |
| --- | --- | --- | --- |
| *Escherichia coli* ATCC 25922 | 1-4 μg/mL | 0.5 | - |
| | | 1 | 105 |
| | | 2 | 15 |
| | | 4 | - |
| | | 8 | - |
| *Enterococcus faecalis* ATCC 29212 | 1-4 μg/mL | 0.5 | - |
| | | 1 | 11 |
| | | 2 | 106 |
| | | 4 | 3 |
| | | 8 | - |
| | 0.12-1 μg/mL | 0.06 | - |
| | | 0.12 | 4 |
| | | 0.25 | 76 |
K261853 - Page 6 of 10
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| QC Organism | Expected Range (μg/mL) | Concentration (μg/mL) | Reference Results |
| --- | --- | --- | --- |
| *Staphylococcus aureus* ATCC 29213 | | 0.5 | 36 |
| | | 1 | 4 |
| | | 2 | |
# **Inoculum Density Check:**
Colony counts were conducted for all QC and reproducibility isolates, as well as 10% of clinical isolates. All counts were within the expected range.
# **Stability:**
A real-time stability study was performed with the device stored in the storage conditions recommended in the package insert. Three lots of disks were tested throughout the 36-month claimed shelf life, and microbiological and chemical performance results were acceptable. Stability and storage information is provided in the package insert.
# 6. Assay Cut-Off:
Not applicable.
# **B Comparison Studies:**
# 1. Method Comparison with Predicate Device:
The qualitative Gepotidacin GEP 10 μg results were compared to the qualitative categorical interpretation (S/I/R) based on the minimum inhibitory concentration (MIC) values obtained from the broth microdilution (BMD) reference method to assess the categorical agreement (CA) and error rates. The study was conducted at one internal testing site. Three independent operators participated in reading test results with isolates evenly distributed to mimic multiple testing sites. Testing was performed utilizing Mueller Hinton agar media. The BMD reference method was performed per CLSI M07 guidelines.
Isolated colonies from an overnight agar plate were suspended in saline to achieve a 0.5 McFarland standard turbidity (approximately 10⁸ CFU/mL). Testing conditions consisted of incubation of the inoculated Mueller Hinton agar plate in an inverted position at 35°C ±2°C for 16-18 hours. At the end of the appropriate incubation, the Gepotidacin GEP 10 μg categorical interpretations as determined by zone edges at the point of complete inhibition (inhibition zone) were compared to categorical interpretations as determined by MIC results obtained with the CLSI broth microdilution reference method.
# **Clinical:**
Clinical testing was performed using a total of 386 clinical isolates including 267 Enterobacterales (19 *Citrobacter freundii*, 16 *Enterobacter cloacae* complex, 94 *Escherichia coli*, 16 *Klebsiella aerogenes*, 4 *Klebsiella oxytoca*, 60 *Klebsiella pneumoniae*, 16
K261853 - Page 7 of 10
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Morganella morganii, 33 Proteus mirabilis, and 9 Providencia rettgeri), 55 Enterococcus faecalis, and 64 Staphylococcus saprophyticus. The clinical testing included 116 (30.1%) contemporary isolates (isolated no longer than 6 months prior to testing) and 270 (69.9%) stock isolates (isolated more than 6 months prior to testing).
### Challenge:
Challenge testing was performed at one site using a total of 82 challenge isolates including 75 Enterobacterales (1 Citrobacter freundii, 9 Enterobacter cloacae complex, 11 Escherichia coli, 1 Klebsiella aerogenes, 1 Klebsiella oxytoca, 43 Klebsiella pneumoniae, 1 Morganella morganii, and 8 Proteus mirabilis), 3 Enterococcus faecalis, and 4 Staphylococcus saprophyticus.
Performance results for the total 468 clinical and challenge isolates are shown in Table 4.
Table 4. Performance of Gepotidacin GEP 10 \( \mu \) g with Clinical and Challenge Isolates
| | Tot | CA # | % CA | # S | # I | # R or NS | min | maj | vmj |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Enterobacterales [Breakpoints (mm): ≥12 (S), 8-11 (I), ≤7 (R)] | | | | | | | | | |
| Clinical | 267 | 257 | 96.3 | 227 | 18 | 22 | 10 | 0 | 0 |
| Challenge | 75 | 71 | 94.7 | 51 | 20 | 4 | 4 | 0 | 0 |
| Total | 342 | 328 | 95.9 | 278 | 38 | 26 | 14 | 0 | 0 |
| Enterococcus faecalis [Breakpoints (mm): ≥14 (S)] | | | | | | | | | |
| Clinical | 55 | 55 | 100 | 55 | n/a | 0 | n/a | 0 | 0 |
| Challenge | 3 | 3 | 100 | 3 | n/a | 0 | n/a | 0 | 0 |
| Total | 58 | 58 | 100 | 58 | n/a | 0 | n/a | 0 | 0 |
| Staphylococcus saprophyticus [Breakpoints (mm): ≥23 (S)] | | | | | | | | | |
| Clinical | 64 | 64 | 100 | 64 | n/a | 0 | n/a | 0 | 0 |
| Challenge | 4 | 4 | 100 | 4 | n/a | 0 | n/a | 0 | 0 |
| Total | 68 | 68 | 100 | 68 | n/a | 0 | n/a | 0 | 0 |
CA – Category Agreement
S - Susceptible Isolates
I - Intermediate Isolates
R - Resistant Isolates
NS – Nonsusceptible Isolates
min - Minor Errors
maj - Major Errors
vmj - Very Major Errors
Category agreement (CA) occurs when the interpretation of the result of the reference method agrees exactly with the interpretation of Gepotidacin GEP 10 \( \mu \) g.
The overall performance of Gepotidacin GEP 10 \( \mu \) g as compared to the broth microdilution reference method results for Enterobacterales is acceptable with 95.9% CA. There were fourteen (14) minor errors, no major errors, and no very major errors.
The overall performance of the Gepotidacin GEP 10 \( \mu \) g as compared to the broth microdilution reference method results for Enterococcus faecalis is acceptable with 100.0% CA.
The overall performance of the Gepotidacin GEP 10 \( \mu \) g as compared to the broth microdilution reference method results for Staphylococcus saprophyticus is acceptable with 100.0% CA.
K261853 - Page 8 of 10
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# **Resistant Isolates:**
Due to the insufficient number of nonsusceptible *E. faecalis* and *S. saprophyticus* evaluated during the Gepotidacin GEP 10 µg clinical study, the following limitation is included in the device labeling:
*The ability of the Antibiotic Disc to detect resistance or non-susceptibility to antimicrobials as shown below is unknown because resistant strains were not available at the time of comparative testing. If such a strain is observed, it should be submitted to a reference laboratory.*
*Gepotidacin: Enterococcus faecalis, Staphylococcus saprophyticus*
# **Resistance Mechanisms in Challenge Isolates**
Challenge isolates of Enterobacterales, *Enterococcus faecalis*, and *Staphylococcus saprophyticus* harboring various molecular mechanisms of resistance were evaluated with Gepotidacin GEP 10 µg. The following mechanisms were evaluated: colistin resistance, vancomycin resistance, AmpC, CMY-4, CTX-M-2, CTX-M-15, DHA-1, ESBL, IMP-1, IMP-4, KPC, KPC-2, KPC-3, KPC-6, MBL, NDM, NDM-1, NDM-5, NDM-6, NDM-7, NCM-A, OXA-2, OXA-9, OXA-10, OXA-30, OXA-48, OXA-181, OXA-232, SHV, SHV-1, SHV-11, SHV-12, SHV-26, SHV-28, SHV-83, SHV-OSBL, TEM, TEM-1, and VIM-1.
# **Testing/Reporting MICs for Species Not Listed in the Indications for Use**
For this review, the interpretive criteria are applied to the organisms/organism groups according to the FDA STIC website. As required under 511A(2)(2)(B) of the Federal Food, Drug and Cosmetic Act, the following statement is included in the Warnings and Precautions section of the device labeling to address testing and reporting of species not listed in the device Indications for Use:
*Per the FDA-Recognized Susceptibility Test Interpretive Criteria website, the safety and efficacy of antimicrobial drugs, for which antimicrobial susceptibility is tested by this AST device, may or may not have been established in adequate and well controlled clinical trials for treating clinical infections due to microorganisms outside of those found in the indications and usage in the drug label. The clinical significance of susceptibility information in those instances is unknown. The approved labeling for specific antimicrobial drugs provides the uses for which the antimicrobial drug is approved.*
2. Matrix Comparison:
Not applicable.
# **C Clinical Studies:**
1. Clinical Sensitivity:
Not applicable.
K261853 - Page 9 of 10
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2. Clinical Specificity:
Not applicable.
3. Clinical Cut-Off:
Not applicable.
4. Other Clinical Supportive Data (When 1. and 2. Are Not Applicable):
Not applicable.
# D Expected Values/Reference Range:
Table 5. FDA-Recognized Interpretive Criteria for Gepotidacin
| Organism | Minimum Inhibitory Concentration (μg/mL)^{a} | | | Disk Diffusion (Zone diameters in mm)^{a} | | |
| --- | --- | --- | --- | --- | --- | --- |
| | S | I | R | S | I | R |
| Enterobacterales | ≤16 | 32 | ≥64 | ≥12 | 8-11 | ≤7 |
| *Enterococcus faecalis* | ≤4 | - | - | ≥14 | - | - |
| *Staphylococcus saprophyticus* | ≤0.25 | - | - | ≥23 | - | - |
$^{a}$According to FDA STIC Webpage, FDA-Recognized Antimicrobial Susceptibility Test Interpretive Criteria
# VIII Proposed Labeling:
The labeling supports the finding of substantial equivalence for this device.
# IX Conclusion:
The submitted information in this premarket notification is complete and supports a substantial equivalence decision.
K261853 - Page 10 of 10
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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.