The ComASP® Cefiderocol 0.008-128 is a quantitative broth microdilution method intended for the in vitro determination of antimicrobial susceptibility of bacteria. ComASP® Cefiderocol consists of polystyrene microtier panels containing lyophilized concentrations of cefiderocol and tubes of media (iron depleted cation adjusted Mueller Hinton broth), which are used to determine the minimum inhibitory concentration (MIC) in ug/mL using over overnight incubation and manual reading procedures. ComASP® Cefiderocol at concentrations of 0.008-128 ug/mL should be interpreted at 16-20 hours of incubation. ComASP® Cefiderocol can be used to determine the MC of cefiderocol against the following microorganisms for which cefiderocol has been shown to be active clinically and in vitro according to the FDA drug approved label: Acinetobacter baumannii complex Escherichia coli Enterobacter cloacae complex Klebsiella pneumoniae Proteus mirabilis Pseudomonas aeruginosa Serratia marcescens
Device Story
ComASP Cefiderocol is a quantitative broth microdilution system for determining the minimum inhibitory concentration (MIC) of cefiderocol against specific Gram-negative bacteria. The device consists of polystyrene microtiter panels containing 15 two-fold lyophilized dilutions of cefiderocol (0.008–128 μg/mL) and a positive control well. The user rehydrates the wells with a standardized microbial suspension prepared in provided iron-depleted cation-adjusted Mueller Hinton broth. After 16–20 hours of incubation, the user manually reads the MIC as the lowest concentration showing complete growth inhibition. The device is intended for use in clinical laboratories by trained personnel. The output (MIC value) is used by clinicians to guide antimicrobial therapy decisions for patients with infections caused by susceptible organisms. The system provides a standardized method for assessing bacterial susceptibility, aiding in the selection of appropriate antibiotic treatment.
Clinical Evidence
No clinical data provided; device performance is established through bench testing comparing the broth microdilution method to reference standards for antimicrobial susceptibility testing.
Indicated for in vitro antimicrobial susceptibility testing of bacteria including Acinetobacter baumannii complex, Escherichia coli, Enterobacter cloacae complex, Klebsiella pneumoniae, Proteus mirabilis, Pseudomonas aeruginosa, and Serratia marcescens. For prescription use only.
Regulatory Classification
Identification
An antimicrobial susceptibility test powder is a device that consists of an antimicrobial drug powder packaged in vials in specified amounts and intended for use in clinical laboratories for determining in vitro susceptibility of bacterial pathogens to these therapeutic agents. 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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FDA
U.S. FOOD & DRUG
ADMINISTRATION
# 510(k) SUBSTANTIAL EQUIVALENCE DETERMINATION DECISION SUMMARY
ASSAY ONLY
## I Background Information:
A 510(k) Number
K230479
B Applicant
Liofilchem s.r.l.
C Proprietary and Established Names
ComASP Cefiderocol 0.008-128
D Regulatory Information
| Product Code(s) | Classification | Regulation Section | Panel |
| --- | --- | --- | --- |
| JWY | 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 Cefiderocol at concentrations of 0.008 – 128 µg/mL using a quantitative broth microdilution method
B Measurand:
Cefiderocol in the dilution range of 0.008 – 128 µg/mL
C Type of Test:
Quantitative Antimicrobial Susceptibility Test (AST), growth-based detection
Food and Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993-0002
www.fda.gov
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K230479 - Page 2 of 11
## III Intended Use/Indications for Use:
### A Intended Use(s):
See Indications for Use below.
### B Indication(s) for Use:
The ComASP Cefiderocol 0.008-128 is a quantitative broth microdilution method intended for the in vitro determination of antimicrobial susceptibility of bacteria. ComASP Cefiderocol consists of polystyrene microtiter panels containing lyophilized concentrations of cefiderocol and tubes of media (iron-depleted cation adjusted Mueller Hinton broth), which are used to determine the minimum inhibitory concentration (MIC) in $\mu \mathrm{g} / \mathrm{mL}$ using overnight incubation and manual reading procedures. ComASP Cefiderocol at concentrations of $0.008 - 128~\mu \mathrm{g / mL}$ should be interpreted at 16-20 hours of incubation.
ComASP Cefiderocol can be used to determine the MIC of cefiderocol against the following microorganisms for which cefiderocol has been shown to be active clinically and *in vitro* according to the FDA drug approved label:
- Acinetobacter baumannii complex
- Escherichia coli
- Enterobacter cloacae complex
- Klebsiella pneumoniae
- Proteus mirabilis
- Pseudomonas aeruginosa
- Serratia marcescens
### C Special Conditions for Use Statement(s):
Rx - For Prescription Use Only
### D Special Instrument Requirements:
Manual reading only
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K230479 - Page 3 of 11
# IV Device/System Characteristics:
## A Device Description:
Each ComASP Cefiderocol panel includes cefiderocol across 15 two-fold dilutions from 0.008 - 128 µg/mL and a positive control well in lyophilized form in two rows and the same well in the next two rows, allowing for testing of two bacterial isolates/panel. All wells are rehydrated with a standardized microbial suspension made in the iron-depleted cation-adjusted Mueller Hinton broth provided. After incubation for 16-20 hours the MIC result is read at the lowest concentration that completely inhibits growth.
ComASP Cefiderocol is supplied in a box of 4 cefiderocol panels which are individually packed in foil and each panel is configured to test 2 isolates at concentrations of 0.008-128 µg/mL. Also included are 8 tubes of iron-depleted cation-adjusted Mueller Hinton broth.
## B Principle of Operation:
Each ComASP Cefiderocol panel includes cefiderocol across 15 two-fold dilutions from 0.008-128 µg/mL and a positive control well in lyophilized form in two rows and the same well in the next two rows, allowing for testing of two bacterial isolates/panel. All wells are rehydrated with a standardized microbial suspension made in the iron-depleted cation-adjusted Mueller Hinton broth provided. After incubation for 16-20 hours, the MIC result is manually read at the lowest concentration that completely inhibits growth.
# V Substantial Equivalence Information:
## A Predicate Device Name(s):
Sensititre 18-24 hour MIC or Breakpoint Susceptibility System with Cefiderocol in the dilution range of 0.03-64 µg/ml
## B Predicate 510(k) Number(s):
K203741
## C Comparison with Predicate(s):
| Device & Predicate Device(s): | Device: K230479 | Predicate: K203741 |
| --- | --- | --- |
| Device Trade Name | ComASP Cefiderocol 0.008-128 | Sensititre 18-24 hour MIC or Breakpoint Susceptibility System with Cefiderocol in the dilution range of 0.03-64 µg/ml |
| General Device Characteristic Similarities | | |
| Intended Use/Indications For Use | The ComASP Cefiderocol 0.008-128 is a quantitative broth microdilution | The Sensititre 18-24 hour MIC or Breakpoint Susceptibility System is |
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K230479 - Page 4 of 11
| Device & Predicate Device(s): | Device: K230479 | Predicate: K203741 |
| --- | --- | --- |
| | method intended for the in vitro determination of antimicrobial susceptibility of bacteria. ComASP Cefiderocol consists of polystyrene microtiter panels containing lyophilized concentrations of cefiderocol and tubes of media (iron depleted cation adjusted Mueller Hinton broth), which are used to determine the minimum inhibitory concentration (MIC) in μg/mL using over overnight incubation and manual reading procedures. ComASP Cefiderocol at concentrations of 0.008-128 μg/mL should be interpreted at 16-20 hours of incubation.
ComASP Cefiderocol can be used to determine the MIC of cefiderocol against the following microorganisms for which cefiderocol has been shown to be active clinically and in vitro according to the FDA drug approved label:
*Acinetobacter baumannii* complex
*Escherichia coli*
*Enterobacter cloacae* complex
*Klebsiella pneumoniae*
*Proteus mirabilis*
*Pseudomonas aeruginosa*
*Serratia marcescens* | an in vitro diagnostic product for clinical susceptibility testing of non-fastidious isolates
This 510(k) is for Cefiderocol in the dilution range of 0.03-64 μg/mL for testing non-fastidious gram negative organisms on the Sensititre 18-24 hour MIC panel.
Cefiderocol has been shown to be active both clinically and in vitro against the following organisms according to the FDA drug label:
*Escherichia coli*
*Enterobacter cloacae* complex
*Klebsiella pneumoniae*
*Proteus mirabilis*
*Pseudomonas aeruginosa*
*Acinetobacter baumannii*
*Serratia marcescens* |
| Antimicrobial Agent | Cefiderocol | Same |
| Test Panel | Microtiter plate with lyophilized drug | Same |
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| Device & Predicate Device(s): | Device: K230479 | Predicate: K203741 |
| --- | --- | --- |
| Indicated Organisms | Acinetobacter baumannii complex
Escherichia coli
Enterobacter cloacae complex
Klebsiella pneumoniae
Proteus mirabilis
Pseudomonas aeruginosa
Serratia marcescens | Same |
| Result | MIC in μg/mL | Same |
| General Device Characteristic Differences | | |
| Cefiderocol Concentration | 0.008 – 128 μg/mL | 0.03 – 64 μg/mL |
| Media | Iron-depleted cation-adjusted Mueller Hinton Broth | Cation-adjusted Mueller Hinton Broth with TES Buffer |
| Inoculation Method | Manual | Automated (AutoInoculator AIM) after preparation of a standard suspension |
| Incubation | 35°C ± 2°C, 16-20 hours | 34-36°C, 20-24 hours |
| Read Method | Manual | Automated on an ARIS/Autoreader/OptiRead using fluorescence or on the Vizion by visual reading of growth. |
VI Standards/Guidance Documents Referenced:
1. Food and Drug Administration, Center for Devices and Radiological Health. Guidance for Industry and FDA: Class II Special Controls Guidance Document: Antimicrobial Susceptibility Test (AST) Systems
2. Clinical and Laboratory Standards Institute. Performance standards for antimicrobial susceptibility testing. 32nd Ed. Approved standard, M100-S32, Clinical Laboratory and Standards Institute, Wayne, PA: CLSI; 2022.
3. Clinical and Laboratory Standards Institute. Methods for Dilution Antimicrobial Susceptibility Tests for Bacteria that Grow Aerobically; Approved Standard-11th Edition. CLSI document M07-A11. Wayne, PA: CLSI; 2018.
K230479 - Page 5 of 11
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VII Performance Characteristics (if/when applicable):
# A Analytical Performance:
# 1. Precision/Reproducibility:
A reproducibility study was performed at three sites using a panel comprised of 10 non-fastidious Gram negative organisms including three $P$ aeruginosa, two $A$ baumannii and five strains of Enterobacterales: (K. pneumoniae (two isolates), one $E$ coli, one $P$ mirabilis and one $S$ marcescens). All isolates were tested in triplicate over three days. The mode MIC value was determined and the reproducibility was calculated based on MIC values falling within $\pm 1$ dilution of the mode MIC value. All MIC results were on scale. The testing resulted in overall reproducibility of greater than $95\%$ . The results were acceptable.
# 2. Linearity:
Not applicable.
# 3. Analytical Specificity/Interference:
Not applicable.
# 4. Assay Reportable Range:
Not applicable.
# 5. Traceability, Stability, Expected Values (Controls, Calibrators, or Methods):
QC of Iron-Depleted Cation-Adjusted Mueller Hinton Broth used for Reference Panels QC of the reference panels with IMP-1 producing $P_{\cdot}$ aeruginosa SR27001 were performed to verify proper chelation in production of panels. The target MIC of $P_{\cdot}$ aeruginosa SR27001 is $2\mu \mathrm{g / mL}$ when the iron content of the iron-depleted cation-adjusted Mueller Hinton broth (ID-CAMHB) is acceptable $(< 0.03\mathrm{mg / L})$ and a higher MIC indicates failure. The iron content of the reference panel lot was confirmed acceptable based on these parameters.
QC of ComASP Cefiderocol 0.008-128 and Broth Microdilution Reference Method The QC isolates recommended by CLSI, namely E. coli ATCC 25922 and P. aeruginosa ATCC 27853 were tested a sufficient number of times (i.e., at least 20/site) at each testing site using both ComASP and reference methods. The results are summarized in Table 1 below. The quality control results were in the expected range $>95\%$ of the time and are acceptable.
Table 1. Cefiderocol ComASP QC Results
| QC Organism | Cefiderocol Range (μg/mL) | Concentration (μg/mL) | Reference Frequency | ComASP Frequency |
| --- | --- | --- | --- | --- |
| E. coliATCC 25922 | 0.06-0.5 | 0.03 | - | - |
| | | 0.06 | 5 | |
| | | 0.12 | 18 | 35 |
K230479 - Page 6 of 11
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| QC Organism | Cefiderocol Range (μg/mL) | Concentration (μg/mL) | Reference Frequency | ComASP Frequency |
| --- | --- | --- | --- | --- |
| | | 0.25 | 3 | 25 |
| | | 0.5 | - | 3 |
| | | 1 | - | 2 |
| P. aeruginosa ATCC 27853 | 0.06-0.5 | 0.03 | - | - |
| | | 0.06 | | 8 |
| | | 0.12 | 7 | 42 |
| | | 0.25 | 16 | 10 |
| | | 0.5 | 2 | 2 |
| | | 1 | - | - |
Inoculum Density. Inoculum density checks were performed a sufficient number of times; all organism suspensions were in the acceptable range.
Purity Checks. Purity checks were performed for all testing of QC, reproducibility and clinical isolates. Only results from pure cultures were evaluated.
6. Detection Limit:
Not applicable.
7. Assay Cut-Off:
Not applicable.
B Comparison Studies:
1. Method Comparison with Predicate Device:
Results obtained with ComASP Cefiderocol 0.008-128 were compared to results obtained from the reference method using frozen broth microdilution panels prepared according to CLSI document M7-A11. The reference MIC panels, including ID-CAMHB, were made strictly according to the CLSI procedures described in M7-A11, Appendix A and M100-Ed32 Appendix I. The components used for preparation of all reference MIC panels include cefiderocol which was prepared by Shionogi, calcium chloride, magnesium chloride, and zinc chloride (GFS Chemicals), Chelex 100 Resin (Bio-Rad), and BBL CAMHB powder (Becton Dickinson). Iron chelation was performed for 5 hours. Following addition of the cations, the iron content was assessed with Visocolor HE Iron (Macherey-Nagel) to confirm the iron content of the iron-depleted media did not exceed 0.03 mg/L in the final media. The iron content of the media was determined to be 0.02 mg/L.
Isolated colonies from blood agar plates incubated for 18-24 hours were suspended in saline to achieve a 0.5 McFarland standard turbidity (approximately 10⁸ CFU/mL). The suspensions were inoculated into reference panel microtiter plates and incubated under ambient conditions at 35°C ± 2°C for 16-20 hours. Colony counts were performed to confirm the inoculum was in the acceptable range. At the end of the microtiter plate incubation, the MIC value was read at the
K230479 - Page 7 of 11
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lowest drug concentration showing no growth (ignoring tiny button growth ≤1 mm, trailing or faint turbidity relative to the growth control) for all organisms.
Growth Rate:
The growth rate for the ComASP Cefiderocol 0.008-128 was 100%.
Clinical:
Clinical testing was performed at three sites (including one outside of the US). A total of 303 clinical isolates were tested which included 138 Enterobacterales isolates (30 Klebsiella pneumoniae, 33 Escherichia coli, 30 Enterobacter cloacae, 24 Proteus mirabilis, 21 Serratia marcescens), 90 Pseudomonas aeruginosa, and 75 Acinetobacter baumannii isolates. 61.7% of the clinical isolates were collected within 6 months of isolation.
Challenge:
Challenge testing was performed at one internal site. A total of 125 challenge isolates were tested which included 72 Enterobacterales isolates (20 K. pneumoniae, 22 E. coli, 12 E. cloacae, 10 P. mirabilis, 8 S. marcescens), 36 P. aeruginosa and 17 A. baumannii isolates.
The 428 clinical and challenge isolates are summarized in Table 2 below.
Table 2. Overall Performance of Clinical and Challenge Isolates
| | Total | #EA | %EA | Eval EA Total | Eval EA # | Eval EA % | #CA | %CA | #R | #S | min | maj | vmj |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Enterobacterales^{a} ≤4 (S), 8 (I), ≥16 (R) | | | | | | | | | | | | | |
| Clinical | 138 | 132 | 95.7 | 137 | 131 | 95.6 | 131 | 94.9 | 5 | 128 | 7 | 0 | 0 |
| Challenge | 72 | 69 | 95.8 | 63 | 60 | 95.2 | 63 | 87.5 | 25 | 37 | 9 | 0 | 0 |
| Combined | 210 | 201 | 95.7 | 200 | 191 | 95.5 | 194 | 92.4 | 30 | 165 | 16 | 0 | 0 |
| Pseudomonas aeruginosa ≤1 (S), 2 (I), ≥4 (R) | | | | | | | | | | | | | |
| Clinical | 90 | 82 | 91.1 | 88 | 80 | 90.9 | 87 | 96.7 | 0 | 87 | 3 | 0 | 0 |
| Challenge | 36 | 36 | 100 | 35 | 35 | 100 | 29 | 80.6 | 16 | 15 | 7 | 0 | 0 |
| Combined | 126 | 118 | 93.7 | 123 | 115 | 93.5 | 116 | 92.1 | 16 | 102 | 10 | 0 | 0 |
| Acinetobacter baumannii ≤1 (S), 2 (I), ≥4 (R) | | | | | | | | | | | | | |
| Clinical | 75 | 72 | 96.0 | 74 | 71 | 96.0 | 67 | 89.3 | 25 | 42 | 8 | 0 | 0 |
| Challenge | 17 | 17 | 100 | 12 | 12 | 100 | 17 | 100 | 14 | 3 | 0 | 0 | 0 |
| Combined | 92 | 89 | 96.7 | 86 | 83 | 96.5 | 84 | 91.3 | 39 | 45 | 8 | 0 | 0 |
a Including the following tested species: K. pneumoniae (50), E. coli (55), E. cloacae (42), S. marcescens (29) and P. mirabilis (34).
EA – Essential Agreement
CA – Category Agreement
EVAL – Evaluable isolates
R – Resistant
min – minor discrepancies
maj – major discrepancies
vmj – very major discrepancies
S – Susceptible
Essential Agreement (EA) is when the ComASP Cefiderocol 0.008-128 results agree exactly or within one doubling dilution of the reference broth microdilution results. Category Agreement (CA) is when the ComASP Cefiderocol 0.008-128 result interpretation agrees exactly with the reference broth microdilution result interpretation.
K230479 - Page 8 of 11
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The overall performance of all Enterobacterales isolates is acceptable with 95.7% EA and 92.4% CA. There were sixteen minor discrepancies and no major or very major errors.
The overall performance of P. aeruginosa is acceptable with 93.7% EA and 92.1% CA. There were ten minor errors and no major or very major errors.
The overall performance of A. baumannii is acceptable with 96.7% EA and 91.3% CA. There were eight minor errors and no major or very major errors.
## Resistance Mechanisms
Challenge isolates of Enterobacterales, P. aeruginosa, and A. baumannii harboring various molecular mechanisms of resistance noted in the FDA drug label were tested with cefiderocol. Representative isolates harboring the following resistance mechanisms were evaluated: ESBLs (TEM, SHV, CTX-M, oxacillinase [OXA]), AmpC, AmpC-type ESBL (CMY), serine carbapenemases (such as KPC, OXA-48), and metallo-carbapenemases (such as NDM and VIM).
## MIC Trends
A trending analysis was conducted using the combined data (clinical and challenge) obtained for each species. This trending calculation takes into account MIC values that are determined to be one or more doubling dilutions lower or higher than the reference method irrespective of whether the device MIC values are on-scale or not. Results that are not clearly at least one dilution lower, at least one dilution higher or in exact agreement with the CLSI reference method are not considered in the trending analysis.
Organism groups for which the difference between the percentage of isolates with higher vs. lower readings was >30% and for which the confidence interval was determined to be statistically significant were considered to show evidence of trending. Trending that showed higher or lower MIC values compared to the reference is addressed in the labeling.
Table 3. Trending Analysis for Enterobacterales, Pseudomonas aeruginosa and Acinetobacter baumannii with Cefiderocol
| Organism | Total Evaluable for Trending | ≥ 1 Dilution lower No. (%) | Exact No. (%) | ≥ 1 Dilution Higher No. (%) | Percent Difference (CI) | Trending Noted |
| --- | --- | --- | --- | --- | --- | --- |
| Pseudomonas aeruginosa | 124 | 44 (35.5) | 34 (27.4) | 46 (37.1) | 2% | No |
| Acinetobacter baumannii | 89 | 27 (30.3) | 40 (44.9) | 22 (24.7) | -6.0% | No |
| Escherichia coli | 52 | 17 (32.7) | 17 (32.7) | 18 (34.6) | 2.0% | No |
| Klebsiella pneumoniae | 49 | 17 (34.7) | 19 (38.8) | 13 (26.5) | -8.0% | No |
| Enterobacter cloacae | 42 | 18 (42.9) | 16 (38.1) | 8 (19.1) | -24.0% | No |
| Proteus mirabilis | 32 | 8 (25.0) | 6 (18.8) | 18 (56.3) | 31.0% | Yes (High) |
| Serratia marcescens | 29 | 9 (31.0) | 10 (34.5) | 10 (34.5) | 3% | No |
Evaluation of ComASP Cefiderocol results showed trending toward higher MIC values for P. mirabilis (Table 3) when compared to the reference method. To address trending, the sponsor included the following footnote to the performance table:
Liofilchem ComASP Cefiderocol MIC values tended to be in exact agreement or at least one doubling dilution higher when testing P. mirabilis.
K230479 - Page 9 of 11
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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.
# E Expected Values/Reference Range:
The FDA-identified interpretative criteria for cefiderocol are listed in Table 4.
Table 4. FDA-Recognized Interpretative Criteria for Cefiderocol
| | Minimum Inhibitory Concentrations (μg/mL)a | | |
| --- | --- | --- | --- |
| Enterobacteralesb,c | ≤4 | 8 | ≥16 |
| Pseudomonas aeruginosa | ≤1 | 2 | ≥4 |
| Acinetobacter baumannii complex | ≤1 | 2 | ≥4 |
aFDA-Recognized Antimicrobial Susceptibility Test Interpretative Criteria Website https://www.fda.gov/Drugs/DevelopmentApprovalProcess/DevelopmentResources/ucm410971.htm
bClinical efficacy was shown for Escherichia coli, Klebsiella pneumoniae, Proteus mirabilis, and Enterobacter cloacae complex in patients with complicated urinary tract infections (cUTI)
Clinical efficacy was shown for Escherichia coli, Klebsiella pneumoniae, Enterobacter cloacae complex, and Serratia marcescens in patients with hospital-acquired bacterial pneumonia and ventilator-associated bacterial pneumonia (HABP/VABP)
# VIII Proposed Labeling:
The labeling supports the finding of substantial equivalence for this device.
K230479 - Page 10 of 11
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IX Conclusion:
The submitted information in this premarket notification is complete and supports a substantial equivalence decision.
To support the implementation of changes to FDA-recognized susceptibility test interpretive criteria (i.e., breakpoints), this submission included a breakpoint change protocol that was reviewed and accepted by FDA. This protocol addresses future revisions to device labeling in response to breakpoint changes that are recognized on the FDA STIC webpage (https://www.fda.gov/Drugs/DevelopmentApprovalProcess/DevelopmentResources/ucm410971.htm). The protocol outlined the specific procedures and acceptance criteria that Liofilchem intends to use to evaluate the Liofilchem ComASP Cefiderocol 0.008-128 with Cefiderocol when revised breakpoints for Cefiderocol are published on the FDA STIC webpage. The breakpoint change protocol included with the submission indicated that if specific criteria are met, Liofilchem will update the Cefiderocol device label to include (1) the new breakpoints, (2) an updated performance section after re-evaluation of data in this premarket notification with the new breakpoints, and (3) any new limitations as determined by their evaluation.
K230479 - Page 11 of 11
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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.