K220805 · bioMerieux, Inc. · LON · Oct 13, 2022 · Microbiology
Device Facts
Record ID
K220805
Device Name
VITEK 2 AST-Gram Positive Cefoxitin Screen
Applicant
bioMerieux, Inc.
Product Code
LON · Microbiology
Decision Date
Oct 13, 2022
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 866.1645
Device Class
Class 2
AI Performance
Output
Algorithm
Acceptance
Observed
Dev DS
Dev Readers
Test DS
Test Readers
mecA-mediated oxacillin resistance prediction
Discriminant Analysis
—
Category Agreement: 98.7% (S. aureus/S. lugdunensis), 97.8% (Other Staphylococci spp.)
—
—
Clinical study: 739 clinical isolates and 75 challenge isolates
—
Indications for Use
VITEK® 2 AST-GP Cefoxitin Screen is designed to predict mecA-mediated oxacillin resistance in Staphylococcus spp. It is intended for use with the VITEK® 2 and VITEK® 2 Compact Systems as a laboratory aid in the determination of in vitro susceptibility to antimicrobial agents. The VITEK® 2 Gram-Positive Susceptibility Card is intended for use with the VITEK® 2 Systems in clinical laboratories as an in vitro test to determine the susceptibility of Staphylococcus spp., Enterococcus spp., and Streptococcus agalactiae to antimicrobial agents when used as instructed.
Device Story
VITEK 2 AST-GP Cefoxitin Screen is an automated qualitative test for predicting mecA-mediated oxacillin resistance in Staphylococcus spp. Input: standardized bacterial suspension (saline) inoculated into 64-well AST cards. Operation: optical monitoring of growth attenuation via scanner; system automatically calculates results based on predetermined growth thresholds. Output: qualitative positive/negative result. Used in clinical laboratories; operated by technicians/lab staff. Results combined with oxacillin card data using forcing rules to determine final oxacillin interpretation. Benefits: rapid, automated susceptibility determination to guide clinical antibiotic selection.
Clinical Evidence
Bench testing only. Study evaluated 814 isolates (739 clinical, 75 challenge) across five sites. Comparator: CLSI cefoxitin disk diffusion. Results: S. aureus/S. lugdunensis showed 98.7% category agreement (CA), 1.7% major error, 0.6% very major error. Other Staphylococci showed 97.8% CA, 1.7% major error, 0% very major error. Manual dilution testing on VITEK 2/Compact showed 98.6% CA. Limitations added for S. simulans and S. capitis due to performance discrepancies.
Technological Characteristics
Miniaturized, automated broth microdilution system. 64-well AST cards containing nutrient media and cefoxitin (4, 5 µg/mL). Sensing: optical scanner measuring light attenuation. Connectivity: VITEK 2/Compact systems. Software: VITEK 2 Systems (PC) version 9.04. Sterilization: not specified.
Indications for Use
Indicated for use in clinical laboratories as an in vitro diagnostic aid to predict mecA-mediated oxacillin resistance in Staphylococcus spp. and to determine susceptibility of Staphylococcus spp., Enterococcus spp., and Streptococcus agalactiae to antimicrobial agents.
Regulatory Classification
Identification
A fully automated short-term incubation cycle antimicrobial susceptibility system is a device that incorporates concentrations of antimicrobial agents into a system for the purpose of determining in vitro susceptibility of bacterial pathogens isolated from clinical specimens. Test results obtained from short-term (less than 16 hours) incubation are used to determine the antimicrobial agent of choice to treat bacterial diseases.
Special Controls
*Classification.* Class II (special controls). The special control for this device is FDA's guidance document entitled “Class II Special Controls Guidance Document: Antimicrobial Susceptibility Test (AST) Systems; Guidance for Industry and FDA.”
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FDA U.S. FOOD & DRUG ADMINISTRATION
# 510(k) SUBSTANTIAL EQUIVALENCE DETERMINATION DECISION SUMMARY
ASSAY ONLY
## I Background Information:
A 510(k) Number
K220805
B Applicant
bioMérieux, Inc
C Proprietary and Established Names
VITEK 2 AST-Gram Positive Cefoxitin Screen
D Regulatory Information
| Product Code(s) | Classification | Regulation Section | Panel |
| --- | --- | --- | --- |
| LON | Class II | 21 CFR 866.1645 - Fully Automated Short-Term Incubation Cycle Antimicrobial Susceptibility System | MI - Microbiology |
| LTW | Class II | 21 CFR 866.1640 - Antimicrobial susceptibility test powder | MI - Microbiology |
| LTT | Class II | 21 CFR 866.1640 - Antimicrobial susceptibility test powder | MI - Microbiology |
## II Submission/Device Overview:
### A Purpose for Submission:
To obtain a substantial equivalence determination for Cefoxitin Screen for predicting mecA-mediated oxacillin resistance in Staphylococcus spp. on the VITEK 2 and VITEK 2 Compact Antimicrobial Susceptibility Test (AST) Systems
Food and Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993-0002
www.fda.gov
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B Measurand:
Cefoxitin 4, 5 µg/mL
C Type of Test:
Automated qualitative test designed to predict mecA-mediated oxacillin resistance in Staphylococcus spp.
III Intended Use/Indications for Use:
A Intended Use(s):
The VITEK 2 Gram-Positive Susceptibility Card is intended for use with the VITEK 2 Systems in clinical laboratories as an in vitro test to determine the susceptibility of Staphylococcus spp., Enterococcus spp., and Streptococcus agalactiae to antimicrobial agents when used as instructed.
B Indication(s) for Use:
VITEK 2 AST-Gram Positive Cefoxitin Screen test is designed to predict mecA-mediated oxacillin resistance in Staphylococcus spp. It is intended for use with the VITEK 2 and VITEK 2 Compact Systems as a laboratory aid in the determination of in vitro susceptibility to antimicrobial agents.
The VITEK 2 Gram-Positive Susceptibility Card is intended for use with the VITEK 2 Systems in clinical laboratories as an in vitro test to determine the susceptibility of Staphylococcus spp., Enterococcus spp., and Streptococcus agalactiae to antimicrobial agents when used as instructed.
C Special Conditions for Use Statement(s):
Rx - For Prescription Use Only
Limitations:
Perform an alternative method of testing prior to the reporting of results for the following antibiotic/organism combination(s):
- Cefoxitin Screen Test (oxsf02n): Staphylococcus simulans
Perform an alternative method of testing prior to reporting results when a Positive (+) result is obtained with the following antibiotic/organism combination(s):
- Cefoxitin Screen Test (oxsf02n): Staphylococcus capitis
D Special Instrument Requirements:
VITEK 2 and VITEK 2 Compact Systems, VITEK 2 Systems (PC) version 9.04
IV Device/System Characteristics:
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# A Device Description:
VITEK 2 AST-GP Cefoxitin Screen is designed to predict mecA-mediated oxacillin resistance in Staphylococcus spp. The cefoxitin screen and oxacillin work in combination to determine the final interpretation reported for oxacillin. The VITEK 2 AST-GP Cefoxitin Screen is a qualitative test based on the CLSI, “Disk Diffusion Test for Prediction of mecA mediated resistance in Staphylococci.” The VITEK 2 AST-GP Cefoxitin Screen test is intended for use with the VITEK 2 and VITEK 2 Compact Systems as a laboratory aid in the determination of in vitro susceptibility to antimicrobial agents.
The VITEK 2 card is inoculated with a standardized organism suspension, and growth inside the card is optically monitored throughout the incubation cycle. Results are automatically calculated once a predetermined growth threshold is reached and a report is generated that contains the MIC result and the interpretive category result.
VITEK 2 AST-GP Cefoxitin Screen has the following concentrations in the card: 4 and 5 $\mu \mathrm{g} / \mathrm{mL}$ (equivalent standard method concentration by efficacy in $\mu \mathrm{g} / \mathrm{mL}$ ).
# B Principle of Operation:
The VITEK 2 AST card is essentially a miniaturized, abbreviated and automated version of the doubling dilution technique. Each VITEK 2 AST card contains 64 wells. A control well(s) which contain only nutrient medium is resident on all cards. The remaining wells contain premeasured portions of antimicrobials combined with the nutrient media. The isolate to be tested is diluted to a standardized concentration with $0.45\%$ to $0.50\%$ saline before being used to rehydrate the antimicrobial medium within the card. The VITEK 2 System will automatically dilute the bacterial suspension to prepare an inoculum for susceptibility cards. Then the VITEK 2 will fill, seal and place the card into the incubator/reader. The VITEK 2 Compact has a manual filling, sealing and loading operation.
The VITEK 2 Systems monitor the growth of each well in the card over a defined period of time (up to 24 hours for Streptococcus species). The analysis program determines when a well demonstrates growth based on attenuation of light measured by an optical scanner. This data is used to determine the minimum inhibitory concentration or "MIC" values for the antimicrobial agent. At the completion of the incubation cycle, a report is generated. For the VITEK 2 Cefoxitin Screen, the report will list either a positive or negative result. The VITEK 2 Cefoxitin Screen and oxacillin work in combination to determine the final oxacillin interpretation based on the CLSI recommendations.
# V Substantial Equivalence Information:
# A Predicate Device Name(s):
Vitek 2 Gram Positive Cefoxitin Screen
# B Predicate 510(k) Number(s):
K053097
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C Comparison with Predicate(s):
| Device & Predicate Device(s): | Device: K220805 | Predicate: K053097 |
| --- | --- | --- |
| Device Trade Name | VITEK 2 AST-Gram Positive Cefoxitin Screen | VITEK 2 AST Gram Positive Cefoxitin Screen |
| General Device Characteristic Similarities | | |
| Intended Use/Indications for Use | VITEK 2 AST-Gram Positive Cefoxitin Screen is designed to predict mecA-mediated oxacillin resistance in Staphylococcus spp. It is intended for use with the VITEK 2 and VITEK 2 Compact Systems as a laboratory aid in the determination of in vitro susceptibility to antimicrobial agents. The VITEK 2 AST Gram-Positive Susceptibility Card is intended for use with the VITEK 2 Systems in clinical laboratories as an in vitro test to determine the susceptibility of Staphylococcus spp., Enterococcus spp., and Streptococcus agalactiae to antimicrobial agents when used as instructed. | VITEK 2 AST-Gram Positive Cefoxitin Screen is designed to predict mecA-mediated resistance in Staphylococci. It is intended for use with the VITEK 2 and VITEK 2 Compact Systems as a laboratory aid in the determination of in vitro susceptibility to antimicrobial agents. The VITEK 2 AST Gram-Positive Susceptibility Card is intended for use with the VITEK 2 Systems in clinical laboratories as an in vitro test to determine the susceptibility of Staphylococcus spp., Enterococcus spp., and Streptococcus agalactiae to antimicrobial agents when used as instructed. |
| Test Methodology | Automated qualitative antimicrobial susceptibility test for use with VITEK 2 and VITEK 2 Compact Systems to determine the in vitro susceptibility of microorganisms | Same |
| Inoculum | Saline suspension of organisms | Same |
| Test Card | Gram Positive (AST-GP) Susceptibility Card | Same |
| Instrument | VITEK 2 and VITEK 2 Compact Systems | Same |
| Analysis Algorithm | Discriminant Analysis | Same |
| Antimicrobial Agent | Cefoxitin | Same |
| General Device Characteristic Differences | | |
| Concentrations | 4, 5 | 6 |
K220805 - Page 4 of 10
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VI Standards/Guidance Documents Referenced:
1. MacLowry, J.D. and Marsh, H.H., Semi-automatic Microtechnique for Serial Dilution Antibiotic Sensitivity Testing in the Clinical laboratory, Journal of Laboratory Clinical Medicine, 72:685-687, 1968.
2. Gerlach, E.H., Microdilution 1: A Comparative Study, p. 6 3-76. Current Techniques for Antibiotic Susceptibility Testing. A. Balows (ed.), Charles C. Thomas, Springfield, IL, 1974.
3. Barry, A.L., The Antimicrobic Susceptibility Test, Principles and Practices, Lea and Febiger, Philadelphia, PA, 1976.
4. CLSI Document M02, Performance Standards for Antimicrobial Disk Susceptibility Tests, Approved Standard -13th Edition (January 2018)
5. CLSI Document M100, Performance Standards for Antimicrobial Susceptibility Testing; 31st Edition, (March 2021).
6. FDA Class II Special Controls Guidance Document: Antimicrobial Susceptibility Test (AST) Systems; Guidance for Industry and FDA (Issued August 28, 2009)
VII Performance Characteristics (if/when applicable):
A Analytical Performance:
1. Precision/Reproducibility:
Reproducibility testing for the VITEK 2 AST-GP Cefoxitin Screen was conducted at three clinical sites using a panel of ten Staphylococcus spp. (i.e., five S. aureus, three S. epidermidis, one S. haemolyticus and one S. saprophyticus isolates). Each isolate was tested in triplicate over three days for a total of 270 data points. Inocula were prepared using both the auto-dilution and manual dilution methods for testing in the VITEK 2 System. In addition, the inocula were prepared by the manual dilution method for use with the VITEK 2 Compact. The data was analyzed as described in the Class II Special Controls Guidance Document: Antimicrobial Susceptibility Test (AST) Systems. The testing resulted in overall reproducibility of 100% for each dilution method and VITEK 2 system, which is acceptable.
2. Linearity:
Not applicable
3. Analytical Specificity/Interference:
Not applicable
K220805 - Page 5 of 10
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4. Assay Reportable Range:
Not applicable.
5. Traceability, Stability, Expected Values (Controls, Calibrators, or Methods):
## Quality Control (QC) Testing
The QC strains, namely *Staphylococcus aureus* BAA-1026 and *Staphylococcus aureus* ATCC 29213, are not CLSI-recommended for routine QC for detection of methicillin (oxacillin) resistance but have been evaluated and determined to be acceptable. Each QC strain was tested a sufficient number of times (i.e., at least 20/site) at each testing site using both the VITEK 2 AST-GP Cefoxitin Screen Test and the CLSI test for detecting methicillin (oxacillin) resistance with cefoxitin disk diffusion. Both the automatic dilution and manual dilution methods were used for the VITEK 2 and the manual dilution method was used for the VITEK 2 Compact. The results are summarized in Table 1 below.
Table 1: Quality Control Results for Cefoxitin Screen: VITEK 2 (Auto-Dilution and Manual Dilution Methods) and VITEK 2 Compact (Manual Dilution Method)
| Organism | Expected DD Result* | Test Results | VITEK 2 Auto-Dilution | DD | VITEK 2 Manual Dilution | DD | VITEK 2 Compact Manual Dilution | DD |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| *Staphylococcus aureus* BAA-1026 | ≤ 21 mm
POS | NEG | 1 | 0 | 0 | 0 | 0 | 0 |
| | | POS | 135 | 136 | 62 | 62 | 62 | 62 |
| | | | | | | | | |
| *Staphylococcus aureus* ATCC 29213 | ≥ 22 mm
NEG | NEG | 138 | 138 | 61 | 61 | 61 | 61 |
| | | POS | 0 | 0 | 0 | 0 | 0 | 0 |
*Expected DD result is based on breakpoints according to FDA STIC Website
DD, 30 µg cefoxitin disk diffusion as surrogate test for oxacillin
POS, Positive; NEG, Negative
Both the auto-dilution and the manual dilution methods for VITEK 2 and the manual dilution for VITEK 2 Compact generated expected QC results >95% of the time, which is acceptable.
One ancillary quality control organism (*Staphylococcus aureus* ATCC 25923) was tested throughout the comparative testing by Cefoxitin disk diffusion to perform further quality control of the Cefoxitin disk. Expected QC results for the Cefoxitin disk diffusion method were generated 100% (147/147) of the time.
## Inoculum Density Control
The DensiCHEK Plus was used to standardize the inoculum to a 0.5 McFarland standard. The instrument was standardized daily with all results recorded at each site. Calibration values were within the expected range.
## Purity Check
A purity check of all organisms was performed on the dilution tube used to prepare the VITEK 2 card inoculum. Only those cultures that were pure were evaluated in the study.
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# Growth Failure Rate
A total of 818 clinical and challenge isolates were tested by VITEK 2 AST-GP Cefoxitin Screen Test. Four isolates failed to grow and a total of 814 isolates have VITEK 2 AST results available.
6. Detection Limit:
Not applicable
7. Assay Cut-Off:
Not applicable
# B Comparison Studies:
1. Method Comparison with Predicate Device:
A clinical study was conducted at five clinical sites using the VITEK 2 AST-GP Cefoxitin Screen. There were 739 clinical isolates and 75 challenge isolates tested for a total of 814 isolates. Results obtained with the VITEK 2 AST-GP Cefoxitin Screen Test were compared to the qualitative values determined by the CLSI test for detecting methicillin (oxacillin) resistance using cefoxitin disk diffusion as a surrogate test. The testing conditions for the cefoxitin disk diffusion method consisted of the following:
- Medium – Mueller Hinton agar with Cefoxitin 30 µg disks
- Inoculum – Direct colony suspension
- Incubation – S. aureus and S. lugdunensis: 35°C ± 2°C; 16-18 hours. Other Staphylococcus spp. (excluding S. pseudintermedius and S. scheiferi: 35°C ± 2°C; 24 hours (may be reported after 18 hours, if resistant)
The VITEK 2 AST cards were inoculated with test organisms using the auto-dilution method (VITEK 2) and manual dilution method (VITEK 2 and VITEK 2 Compact). All test inocula used for the VITEK 2 AST cards and the cefoxitin disk diffusion method were standardized using the DensiCHEK Plus instrument.
A total of 743 clinical Staphylococcus spp. isolates were evaluated at five sites: 66.2% were considered contemporary isolates (isolated from clinical specimen and tested within 6 months) and 33.8% were stock isolates. Complete test results are available for 739 clinical isolates (453 S. aureus, 13 S. capitis, 185 S. epidermidis, 19 S. haemolyticus, 20 S. lugdunensis, 20 S. saprophyticus, 14 S. simulans and 15 S. warneri). All clinical isolates were tested with the auto-dilution option of the VITEK 2.
A total of 75 challenge Staphylococcus spp. isolates (1 Coagulase negative staphylococcus, 55 S. aureus, 10 S. epidermidis, 4 S. haemolyticus, 4 S. lugdunensis, and 1 S. simulans) were evaluated at one site. The challenge set was tested with the auto-dilution and manual dilution options of the VITEK 2 and with the manual dilution method on the VITEK 2 Compact.
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# Clinical and Challenge Data – VITEK 2 Auto-Dilution
VITEK 2 AST-GP Cefoxitin Screen performance was determined with 814 isolates (739 clinical isolates and 75 challenge isolates) by comparing VITEK 2 results with cefoxitin disk diffusion results that were evaluated based on susceptibility testing interpretive criteria (breakpoints) established for *Staphylococcus* spp. A final VITEK 2 result for oxacillin was determined by comparison of the Cefoxitin Screen Test card result and the Oxacillin card result using forcing rules. Oxacillin is forced susceptible for coagulase-negative staphylococci (CoNS) other than *S. lugdunensis* and *S. epidermidis* when the oxacillin MIC result is $0.5 - 2\ \mu\mathrm{g/mL}$ and the cefoxitin screen result is negative. This rule was used in the final analysis of the result. After forcing, category agreement and error rates were calculated using Cefoxitin disk diffusion as the comparator method.
Table 2: Performance of All Clinical and Challenge Isolates for Cefoxitin Screen After Forcing Rules Compared to the Cefoxitin Disk Diffusion Method: VITEK 2 Auto-Dilution
| Organism Type | Total | Number Neg (S) | Number Pos (R) | CA | %CA | maj | vmj |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Staphylococcus aureus and Staphylococcus lugdunensis | | | | | | | |
| Clinical | 473 | 322 | 151 | 467 | 98.7 | 5 | 1 |
| Challenge | 59 | 33 | 26 | 58 | 98.3 | 1 | 0 |
| Combined | 532 | 355 | 177 | 525 | 98.7 | 6 | 1 |
| Other Staphylococci spp.* | | | | | | | |
| Clinical | 252 | 139 | 113 | 246 | 97.6 | 6 | 0 |
| Challenge | 15 | 3 | 12 | 15 | 100 | 0 | 0 |
| Combined | 267 | 142 | 125 | 261 | 97.8 | 6 | 0 |
CA – Category Agreement
R – Resistant isolates
S – Susceptible isolates
maj – major errors
vmj – very major errors
*Fifteen *Staphylococcus* simulans isolates are not included in performance calculation for other Staphylococci spp.
The overall performance of *S. aureus* and *S. lugdunensis* is acceptable with a CA of $98.7\%$. There were six major errors ($6/355 = \sim 1.7\%$) and one very major error ($1/177 = \sim 0.6\%$). The overall performance of other Staphylococci spp. is acceptable with a CA of $97.8\%$. There were no very major errors and six major errors due to an increased major error rate observed with *S. capitis*.
To address the performance issue noted above for *S. capitis*, the sponsor included the following limitation in the device labeling:
Perform an alternative method of testing prior to reporting results when a Positive (+) result is obtained with the following antibiotic/organism combination(s):
- Cefoxitin Screen Test (oxsf02n): *Staphylococcus capitis*
In addition to evaluating results obtained with *Staphylococcus* spp., 15 isolates of *S. simulans* were tested with the auto-dilution method. However, performance of cefoxitin screen with this species was not acceptable. The following limitation was added to the device labeling:
Perform an alternative method of testing prior to the reporting of results for the following antibiotic/organism combination(s):
- Cefoxitin Screen Test (oxsf02n): *Staphylococcus simulans*
K220805 - Page 8 of 10
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Challenge Data – VITEK 2 and VITEK 2 Compact Manual Dilution
The 75 challenge isolates were also tested at one site with the manual dilution option for the VITEK 2 and VITEK 2 Compact systems (Table 3). A final result for oxacillin was determined by comparison of the Cefoxitin Screen Test card result and the Oxacillin card result using forcing rules. After forcing, category agreement and error rates were calculated using Cefoxitin disk diffusion as the comparator method.
Table 3: Performance of Cefoxitin Screen Test + Oxacillin After Forcing Rules Compared to the Cefoxitin Disk Diffusion Method – VITEK 2 Manual Dilution
| | Total* | Number Neg (S) | Number Pos (R) | CA | %CA | maj | vmj |
| --- | --- | --- | --- | --- | --- | --- | --- |
| VITEK 2 | 74 | 36 | 38 | 73 | 98.6 | 1 | 0 |
| VITEK 2 Compact | 74 | 36 | 38 | 73 | 98.6 | 1 | 0 |
CA – Category Agreement
S – Susceptible isolates
R – Resistant isolates
maj – major errors
vmj – very major errors
*One S. simulans isolate was not included in performance calculation for VITEK 2 and VITEK 2 Compact
The overall performance of Staphylococcus spp. is acceptable with a CA of 98.6% when using the manual dilution with both the VITEK 2 and VITEK 2 Compact systems. There was one major error (1/36 = ~2.8%) and no very major errors.
2. Matrix Comparison:
Not applicable
C Clinical Studies:
1. Clinical Sensitivity:
Not applicable
2. Clinical Specificity:
Not applicable
3. Other Clinical Supportive Data (When 1. and 2. Are Not Applicable):
Not applicable
D Clinical Cut-Off:
Not applicable
K220805 - Page 9 of 10
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K220805 - Page 10 of 10
# E Expected Values/Reference Range:
The FDA-recognized susceptibility interpretive criteria for Cefoxitin (surrogate test for oxacillin) is listed in Table 4.
Table 4: FDA-Recognized Interpretive Criteria for Cefoxitin (zone diameter in mm) $^{a,b}$
| Organism | Susceptible | Intermediate | Resistant |
| --- | --- | --- | --- |
| Staphylococcus aureus complex
Staphylococcus lugdunensis | ≥22 | - | ≤21 |
| Staphylococcus epidermidis | ≥25 | - | ≤24 |
| Other Staphylococci spp. | ≥25 | - | ≤24 |
$^{a}$ According to FDA STIC Website
$^{b}$30 μg cefoxitin disk as surrogate test for oxacillin
# 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.
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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.
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.