K240217 · Roche Molecular Systems, Inc. · QEP · Jan 17, 2025 · Microbiology
Device Facts
Record ID
K240217
Device Name
cobas® liat CT/NG nucleic acid test
Applicant
Roche Molecular Systems, Inc.
Product Code
QEP · Microbiology
Decision Date
Jan 17, 2025
Decision
SESE
Submission Type
Dual Track
Regulation
21 CFR 866.3393
Device Class
Class 2
Indications for Use
The cobas liat CT/NG nucleic acid test is an automated, qualitative in vitro nucleic acid diagnostic test that utilizes realtime polymerase chain reaction (PCR) for the direction of Chlamydia (CT) and Neisseria gonorthoeae (NG) nucleic acid in male urine and vaginal swabs, all in cobas PCR Media (Roche Molecular Systems, Inc.). This test is intended as an aid in the diagnosis of urogenital infections in both symptomatic individuals.
Device Story
Automated, qualitative in vitro diagnostic test using real-time PCR to detect Chlamydia trachomatis and Neisseria gonorrhoeae nucleic acid. Input: male urine or vaginal swabs in cobas PCR Media. Operation: cobas liat analyzer integrates sample purification, nucleic acid amplification, and detection. Targets: Cryptic plasmid/23S rRNA (CT) and pivNG/NGR9 (NG). Includes Internal Control (IC) for processing and inhibition monitoring. Used in clinical settings; operated by clinicians or laboratory staff. Output: qualitative detection result. Assists healthcare providers in diagnosing urogenital infections, enabling timely clinical decision-making and patient management.
Clinical Evidence
Prospective multi-site clinical study (N=4780) compared cobas liat CT/NG results to a Composite Comparator Algorithm (CCA) or Patient Infected Status (PIS) using FDA-cleared NAATs. For CT: Male urine sensitivity 97.3%, specificity 99.9%; Vaginal swabs PPA 98.2%, NPA 99.8%. For NG: Male urine sensitivity 100%, specificity 99.9%; Vaginal swabs PPA 95.2%, NPA 99.8%. Study included 48 operators across 13 sites. Invalid rate was 0.1% after retesting.
Technological Characteristics
Multiplex real-time PCR assay. Targets: CT (cryptic plasmid, 23S rRNA) and NG (pivNG, NGR9). Uses cobas liat analyzer with automated sample processing, amplification, and detection. Closed, flexible assay tube with pre-packaged reagents and breakable seals. Internal process control (armored RNA) monitors extraction, amplification, and inhibition. Connectivity: USB, network, LIS, or DMS export. Software-controlled via Assay Specific Package (LASP).
Indications for Use
Indicated for symptomatic and asymptomatic individuals requiring diagnosis of urogenital infections caused by Chlamydia trachomatis or Neisseria gonorrhoeae. Specimens include male urine and vaginal swabs (clinician or self-collected) in cobas PCR Media.
Regulatory Classification
Identification
A device to detect nucleic acids from non-viral microorganism(s) causing sexually transmitted infections and associated resistance marker(s) is an in vitro diagnostic device intended for the detection and identification of nucleic acids from non-viral microorganism(s) and their associated resistance markers in clinical specimens collected from patients suspected of sexually transmitted infections. The device is intended to aid in the diagnosis of non-viral sexually transmitted infections in conjunction with other clinical and laboratory data. These devices do not provide confirmation of antibiotic susceptibility since mechanisms of resistance may exist that are not detected by the device.
Special Controls
A device to detect nucleic acids from non-viral microorganism(s) causing sexually transmitted infections and associated resistance marker(s) must comply with the following special controls: (1) The intended use for the 21 CFR 809.10 labeling must include a detailed description of targets the device detects, the results provided to the user, the clinical indications appropriate for test use, and the specific population(s) for which the device is intended. (2) Any sample collection device used must be FDA-cleared, -approved, or -classified as 510(k) exempt (standalone or as part of a test system) for the collection of specimen types claimed by this device: alternatively, the sample collection device must be cleared in a premarket submission as a part of this device. (3) The 21 CFR 809.10(b) labeling must include: (i) A detailed device description, including reagents, instruments, ancillary materials, all control elements, and a detailed explanation of the methodology, including all pre-analytical methods for processing of specimens; (ii) Detailed discussion of the performance characteristics of the device for all claimed specimen types based on analytical studies, including, but not limited to. Limit of Detection, inclusivity, cross-reactivity, interfering substances, competitive inhibition, carryover/cross contamination, specimen stability, with-in lab precision, and reproducibility, as appropriate; (iii) Detailed descriptions of the test procedure, the interpretation of test results for clinical specimens, and acceptance criteria for any quality control testing. (iv) Limiting statements indicating that: (A)a negative test result does not preclude the possibility of infection; (B) the test results should be interpreted in conjunction with other clinical and laboratory data available to the clinician; (C) reliable results are dependent on adequate specimen collection, transport, storage, and processing. Failure to observe procedures in any one of these steps can lead to incorrect results; and (D)if appropriate (e.g., recommended by CDC, by current well-accepted clinical guidelines, or by published peer reviewed research), that the clinical performance is inferior in a specific clinical subpopulation or for a specific claimed specimen type. (v) If the device is intended to detect antimicrobial resistance markers, limiting statements, as appropriate, indicating that: (A)negative results for claimed resistance markers do not indicate susceptibility of detected microorganisms, as resistance markers not measured by the assay or other potential mechanisms of antibiotic resistance may be present; (B) detection of resistance markers cannot be definitively linked to specific microorganisms and the source of a detected resistance marker may be an organism not detected by the assay, including colonizing flora; (C) detection of antibiotic resistance markers may not correlate with phenotypic gene expression; and (D) therapeutic failure or success cannot be determined based on the assay results, since nucleic acid may persist following appropriate antimicrobial therapy. (4) Design verification and validation must include: (i) Detailed device description documentation, including, but not limited to, methodology from obtaining sample to result, design of primer/probe sequences, rationale for target sequence selection, and computational path from collected raw data to reported result (e.g., how collected raw signals are converted into a reported result). (ii) Detailed documentation of analytical studies including but not limited to, Limit of Detection, inclusivity, cross-reactivity, microbial interference, interfering substances, competitive inhibition, carryover/cross contamination, specimen stability, with-in lab precision, and reproducibility, as appropriate. (iii) Detailed documentation and performance results from a clinical study that includes prospective (sequential) samples for each claimed specimen type and, when determined to be appropriate by FDA, additional characterized clinical samples. The study must be performed on a study population consistent with the intended use population and compare the device performance to results obtained from FDA accepted comparator methods. Documentation from the clinical studies must include the clinical study protocol (including a predefined statistical analysis plan) study report, testing results, and results of all statistical analyses. (iv) A detailed description of the impact of any software, including, but not limited to, software applications and hardware-based devices that incorporate software, on the device's functions.
*Classification.* Class II (special controls). The special controls for this device are:(1) The intended use for the labeling required under § 809.10 of this chapter must include a detailed description of targets the device detects, the results provided to the user, the clinical indications appropriate for test use, and the specific population(s) for which the device is intended.
(2) Any sample collection device used must be FDA-cleared, -approved, or -classified as 510(k) exempt (standalone or as part of a test system) for the collection of specimen types claimed by this device; alternatively, the sample collection device must be cleared in a premarket submission as a part of this device.
(3) The labeling required under § 809.10(b) of this chapter must include:
(i) A detailed device description, including reagents, instruments, ancillary materials, all control elements, and a detailed explanation of the methodology, including all pre-analytical methods for processing of specimens;
(ii) Detailed discussion of the performance characteristics of the device for all claimed specimen types based on analytical studies, including Limit of Detection, inclusivity, cross-reactivity, interfering substances, competitive inhibition, carryover/cross contamination, specimen stability, within lab precision, and reproducibility, as appropriate;
(iii) Detailed descriptions of the test procedure, the interpretation of test results for clinical specimens, and acceptance criteria for any quality control testing;
(iv) Limiting statements indicating that:
(A) A negative test result does not preclude the possibility of infection;
(B) The test results should be interpreted in conjunction with other clinical and laboratory data available to the clinician;
(C) Reliable results are dependent on adequate specimen collection, transport, storage, and processing. Failure to observe proper procedures in any one of these steps can lead to incorrect results; and
(D) If appropriate (
*e.g.,* recommended by the Centers for Disease Control and Prevention, by current well-accepted clinical guidelines, or by published peer reviewed research), that the clinical performance is inferior in a specific clinical subpopulation or for a specific claimed specimen type; and(v) If the device is intended to detect antimicrobial resistance markers, limiting statements, as appropriate, indicating that:
(A) Negative results for claimed resistance markers do not indicate susceptibility of detected microorganisms, as resistance markers not measured by the assay or other potential mechanisms of antibiotic resistance may be present;
(B) Detection of resistance markers cannot be definitively linked to specific microorganisms and the source of a detected resistance marker may be an organism not detected by the assay, including colonizing flora;
(C) Detection of antibiotic resistance markers may not correlate with phenotypic gene expression; and
(D) Therapeutic failure or success cannot be determined based on the assay results, since nucleic acid may persist following appropriate antimicrobial therapy.
(4) Design verification and validation must include:
(i) Detailed device description documentation, including methodology from obtaining sample to result, design of primer/probe sequences, rationale for target sequence selection, and computational path from collected raw data to reported result (
*e.g.,* how collected raw signals are converted into a reported result).(ii) Detailed documentation of analytical studies, including, Limit of Detection, inclusivity, cross-reactivity, microbial interference, interfering substances, competitive inhibition, carryover/cross contamination, specimen stability, within lab precision, and reproducibility, as appropriate.
(iii) Detailed documentation and performance results from a clinical study that includes prospective (sequential) samples for each claimed specimen type and, when determined to be appropriate by FDA, additional characterized clinical samples. The study must be performed on a study population consistent with the intended use population and compare the device performance to results obtained from FDA accepted comparator methods. Documentation from the clinical studies must include the clinical study protocol (including a predefined statistical analysis plan) study report, testing results, and results of all statistical analyses.
(iv) A detailed description of the impact of any software, including software applications and hardware-based devices that incorporate software, on the device's functions.
Predicate Devices
cobas CT/NG for use on cobas 6800/8800 systems (K173887)
Submission Summary (Full Text)
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# 510(k) SUBSTANTIAL EQUIVALENCE DETERMINATION DECISION SUMMARY ASSAY AND INSTRUMENT
## I Background Information:
A 510(k) Number
K240217
B Applicant
Roche Molecular Systems, Inc.
C Proprietary and Established Names
cobas liat CT/NG nucleic acid test
D Regulatory Information
| Product Code(s) | Classification | Regulation Section | Panel |
| --- | --- | --- | --- |
| QEP | Class II | 21 CFR 866.3393 - Device To Detect Nucleic Acids From Non-Viral Microorganism(S) Causing Sexually Transmitted Infections And Associated Resistance Marker(S) | MI - Microbiology |
| MKZ | Class I, reserved | 21 CFR 866.3120 - Chlamydia serological reagents | MI - Microbiology |
| LSL | Class II | 21 CFR 866.3390 - Neisseria spp. direct serological test reagents | MI - Microbiology |
## II Submission/Device Overview:
A Purpose for Submission:
To obtain market clearance for a new device.
To support cobas liat CT/NG nucleic acid test performance, some study results were leveraged from data collected with the cobas liat CT/NG/MG nucleic acid test (K240197). The assays were developed using the same reagent formulation and design, packaged into two separate products. The product software Assay Specific Packages used for each device have the same sample processing workflow, PCR cycling, and calculations. The only difference is the masking of the
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MG result in the cobas liat CT/NG nucleic acid test. Though the performance results are applicable to both tests, this summary will focus solely on CT and NG performance.
## B Measurand:
Chlamydia trachomatis (CT) cryptic plasmid DNA and 23S ribosomal RNA Neisseria gonorrhoeae (NG) pivNG and NGR9 DNA
## C Type of Test:
Qualitative, real time nucleic acid amplification test (NAAT)
## III Intended Use/Indications for Use:
### A Intended Use(s):
See Indications for Use below.
### B Indication(s) for Use:
The cobas liat CT/NG nucleic acid test is an automated, qualitative in vitro nucleic acid diagnostic test that utilizes real-time polymerase chain reaction (PCR) for the direct detection of Chlamydia trachomatis (CT) and Neisseria gonorrhoeae (NG) nucleic acid in male urine and vaginal swabs, all in cobas PCR Media (Roche Molecular Systems, Inc.).
This test is intended as an aid in the diagnosis of urogenital infections in both symptomatic and asymptomatic individuals.
### C Special Conditions for Use Statement(s):
Rx - For Prescription Use Only
IVD – For use In Vitro Diagnostic Use Only
### D Special Instrument Requirements:
cobas liat System (Analyzer)
## IV Device/System Characteristics:
### A Device Description:
The cobas liat CT/NG nucleic acid test is a 2-target multiplex PCR assay performed on the cobas liat analyzer. The analyzer automates and integrates sample purification, nucleic acid amplification, and detection of the target sequences in clinical specimens using real-time PCR.
The sample to result time is approximately 20 minutes.
The cobas liat CT/NG nucleic acid test requires the following:
1. A cobas liat CT/NG assay tube. Contents are as listed:
- Internal process control (IPC)
- Controls for adequate processing of target bacteria through all steps of the assay and monitors for the presence of PCR inhibitors.
- PCR mastermix (assay specific oligonucleotides and polymerase)
- Co-factor, liat magnetic particles, lysis buffer, wash buffer, and elution buffer
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2. Specimen sample stored in cobas PCR Media
3. cobas liat CT/NG/MG Control Kit
- Contains positive and negative control tubes for use validating new cobas liat CT/NG assay tube lots.
4. cobas liat System
5. liat Assay Specific Package (LASP)
## Results
A target result call is determined individually for the target (CT or NG) channel and the internal process control channel based an internal algorithm using signal response. A final result is determined for the targets based on the combination of the target result call, internal process control result call, curve validity (including Ct cutoffs), and the sample input volume.
## B Principle of Operation:
The cobas CT/NG nucleic acid test targets the Cryptic plasmid and 23S rRNA of Chlamydia trachomatis and the pivNG and NGR9 of Neisseria gonorrhoeae. An Internal Control (IC) is included to control for adequate processing of the target bacteria through sample purification, nucleic acid amplification, and to monitor the presence of inhibitors in the PCR process. The assay uses a flexible tube as a sample processing vessel. The tube contains all requisite PCR reagents pre-packaged and segmented within the tube, separated by breakable seals. When the cobas liat assay tube containing a biological specimen is inserted into the cobas liat analyzer, multiple sample-processing actuators in the cobas liat analyzer compress the cobas liat assay tube to selectively release the assay reagents, moving the sample from one segment to the next and controlling reaction conditions. An embedded microprocessor controls and coordinates these actions to perform all required assay processes. All assay steps are performed within the closed, self-contained cobas liat assay tube.
Within the cobas liat analyzer, the detection module monitors the reaction in real-time, while an on-board computer analyzes the collected data and outputs an interpreted result. The latter is displayed in the assay report on the integrated LCD touch screen of the cobas liat analyzer and in an electronic file. The report can be printed directly through a USB or network-connected printer. The results can also be exported to an external server, middleware, or data management system (DMS), or to a Laboratory Information System (LIS).
## C Instrument Description Information:
1. Instrument Name:
cobas liat System (Analyzer)
2. Specimen Identification:
The cobas liat system maintains positive identification of each sample and assay tube during processing and analysis by means of barcode labels.
Before starting a run, the user is required to scan the assay tube barcode and then scan the sample barcode. The user then transfers the sample into the assay tube and is required to scan
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the assay tube barcode again before inserting the assay tube into the analyzer and starting the run.
3. Specimen Sampling and Handling:
Specimen sampling and handling during the assay is controlled automatically using multiple sample processing modules contained within the cobas liat System.
4. Calibration:
Not applicable.
5. Quality Control:
**External Quality Controls**
Before using a new lot of cobas liat CT/NG nucleic acid test tubes, the “Lot Validation” procedure must be performed on the analyzer to validate cobas liat CT/NG nucleic acid test tube lot. The procedure includes running a negative control and a positive control in separate runs. After processing is completed for each control, the system will inform the user that the control result has been accepted. The user can now use that specific lot of assay tubes for processing samples.
**Internal Quality Control**
An armored RNA is included in the cobas liat CT/NG nucleic acid test tube. This control acts to monitor the successful execution of the entire assay, from nucleic acid extraction from the targeted microorganisms, amplification, and detection and reporting. The internal control also acts to identify any PCR inhibitors detected in the sample.
V Substantial Equivalence Information:
A Predicate Device Name(s):
cobas CT/NG for use on cobas 6800/8800 systems
B Predicate 510(k) Number(s):
K173887
C Comparison with Predicate(s):
| Device & Predicate Device(s): | K240217 | K173887 |
| --- | --- | --- |
| Device Trade Name | cobas liat CT/NG nucleic acid test | cobas CT/NG for use on cobas 6800/8800 systems |
| General Device Characteristic Similarities and Differences | | |
| Intended Use/Indications For Use | The cobas liat CT/NG nucleic acid test is an automated, qualitative | The cobas CT/NG on the cobas 6800/8800 system is an automated, |
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| | in vitro diagnostic test that utilizes real-time polymerase chain reaction (PCR) for the direct detection of Chlamydia trachomatis (CT) and Neisseria gonorrhoeae (NG) nucleic acid in male urine and vaginal swabs (clinician-collected and self-collected) in cobas PCR Media (Roche Molecular Systems, Inc.).
This test is intended as an aid in the diagnosis of urogenital infections in both symptomatic and asymptomatic individuals. | qualitative in vitro diagnostic test, that utilizes real-time polymerase chain reaction (PCR), for the direct detection of Chlamydia trachomatis (CT) and/or Neisseria gonorrhoeae (NG) DNA in male and female urine, clinician-instructed self-collected vaginal swab specimens (collected in a clinical setting), clinician-collected vaginal swab specimens, and endocervical swab specimens, all collected in cobas PCR Media (Roche Molecular Systems, Inc.), and cervical specimens collected in PreservCyt solution. This test is intended as an aid in the diagnosis of chlamydial and gonococcal disease in both symptomatic and asymptomatic individuals. |
| --- | --- | --- |
| Analyte Targets | Chlamydia trachomatis (CT)
Neisseria gonorrhoeae (NG) | same |
| Sample Preparation | Automated | same |
| Controls Used | Sample processing control (IC), Positive and negative control | same |
| Results Analysis | PCR cycle threshold analysis | same |
| Sample Type | Male urine and self-collected/clinician-collected vaginal swabs in cobas PCR Media | Male and female urine, Self-collected/clinician-collected vaginal swabs in cobas PCR Media, Endocervical swab specimens in cobas |
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| | | PCR Media,
Cervical specimens in
PreservCyt solution |
| --- | --- | --- |
| Ancillary Collection Kits | cobas PCR Urine
Sample Kit
cobas PCR Media Uni
Swab Sample Kit | cobas PCR Urine
Sample Kit
cobas PCR Media Uni
Swab Sample Kit
cobas PCR Media Dual
Swab Sample Kit |
| Detection Chemistry | Assay uses different
reporter dyes for target
and control | Paired reporter and
quencher fluorescence
labeled probes (TaqMan
Technology) using
fluorescence resonance
energy transfer (FRET) |
VI Standards/Guidance Documents Referenced:
Class II Special Controls as per 21 CFR 866.3393.
VII Performance Characteristics (if/when applicable):
A Analytical Performance:
1. Precision/Reproducibility:
See FDA decision summary for K240197.
2. Linearity:
Not applicable
3. Analytical Specificity/Interference:
See FDA Decision Summary for K240197.
4. Assay Reportable Range:
Not applicable
5. Traceability, Stability, Expected Values (Controls, Calibrators, or Methods):
Specimen Stability
Two temperature conditions were evaluated for urine and vaginal swab specimen stability. Panel members were prepared by spiking analyte negative urine and vaginal swab matrix with one strain of each analyte, CT (Serovar D) and NG (Strain 2948). Analytes were spiked
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into each matrix at a final concentration of $3\mathrm{x}$ LoD. Two replicates of each panel member, unique analyte negative (5) and analyte positive samples (5) were evaluated for a total of 10 replicates. The conditions used for testing are indicated in Table 1 below:
Table 1: Specimen stability study conditions
| Clinical Matrix | Storage Temp | Timepoint | No. of Replicates |
| --- | --- | --- | --- |
| Urine | N/A | Baseline/T0 (Immediate) | 20 Total |
| | 2-8°C | 12 Hours | 10 analyte positive |
| | | 36 Hours | |
| | | 60 Hours | |
| | | 84 Hours | |
| | 30°C | 1 Hour | |
| | | 3 Hours | |
| | | 5 Hours | |
| | | 12 Hours | |
| | | 24 Hours | |
| | | 36 Hours | |
| | | 48 Hours | |
| Vaginal Swab | N/A | Baseline/T0 | 20 Total |
| | 2-8°C | 24 Hours | 10 analyte positive |
| | | 48 Hours | |
| | | 72 Hours | |
| | | 96 Hours | |
| | 30°C | 24 Hours | 10 analyte negative |
| | | 48 Hours | |
The data supported specimen stability claims as reported below:
**Urine specimens**
Stable for up to two days when stored at $2 - 8^{\circ}\mathrm{C}$
Stable for 3 hours when stored at $2 - 30^{\circ}\mathrm{C}$
**Vaginal swab specimens**
Stable for up to three days when stored at $2 - 8^{\circ}\mathrm{C}$
Stable for up to one day when stored at $2 - 30^{\circ}\mathrm{C}$
## 6. Detection Limit:
The limit of detection (LoD) was determined by analyzing a dilution series of two representative strains/serovars of CT (Serovars D and I) and NG (Strains 2948 and 891). The CT and NG cultures were co-formulated and serially diluted in pooled negative urine or pooled negative vaginal swab clinical specimens to seven concentration levels. All levels were tested with at least 20 replicates per condition tested across three unique lots of reagents. The LoD for each specimen type is shown in Table 2.
Table 2: Limit of Detection reported based on a ${95}\%$ hit rate.
| Specimen | Strain | Lot | CT (EB/mL) | NG (CFU/mL) |
| --- | --- | --- | --- | --- |
| Urine | 1 | 1 | 0.09 | 0.25 |
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To demonstrate that multi-analyte spike-in (MS) panel members did not impact the detected LoD for each individual analyte, the LoD for single-analyte spike-in (SS) was also evaluated and compared to the LoD determined for multi-analyte spike-in. The LoD between SS and MS samples were assessed for representative subtypes of CT (Serovar I) and NG (Strain 2948). The CT and NG culture stocks were diluted (either individually or co-formulated) in pooled negative urine clinical specimen matrix. Three dilution levels were prepared for each SS and MS panel members, one above, below and at the hit rate of $\geq 95\%$ as determined in the MS LoD analysis above. Twenty replicates of each concentration were tested using one lot of the cobas liat CT/NG nucleic acid test tubes, across 20 cobas liat analyzers. The results of this analysis demonstrated that the SS LoD is comparable to the MS LoD (i.e., within a 3-fold difference).
## Inclusivity
See FDA Decision Summary for K240197 for study details.
Table 3: CT serovars tested for inclusivity
| CT Serovar | Urine | Vaginal Swabs |
| --- | --- | --- |
| | Concentration (EB/ml) | |
| A | 0.1 | 0.2 |
| B | 0.4 | 0.2 |
| Ba | 0.4 | 1 |
| C | 0.7 | 0.7 |
| E | 2 | 36 |
| F | 0.4 | 0.04 |
| G | 0.4 | 0.4 |
| H | 0.4 | 3 |
| J | 0.1 | 0.2 |
| K | 0.1 | 0.04 |
| LGV Type 1 | 0.1 | 0.04 |
| LGV Type 2 | 1600 | 200 |
| LGV Type 3 | 0.1 | 0.7 |
| nvCT | 0.1 | 0.7 |
| Finnish-nvCT | 1:100 of Patient Sample | 1:100 of Patient Sample |
Table 4: NG strains tested for inclusivity
| NG Strain | Urine | Vaginal Swabs |
| --- | --- | --- |
| | Concentration (CFU/ml) | |
| 27633 | 0.2 | 0.5 |
| ATCC 49226 | 1 | 0.006 |
| ATCC 700825 | 0.01 | 0.001 |
| Clinical Isolate SS169 | 0.06 | 0.02 |
| NBL 1606 | 0.3 | 0.08 |
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| NBL 1952 | 0.2 | 0.1 |
| --- | --- | --- |
| NBL 2012 | 0.2 | 0.3 |
| NRL 1977 | 0.02 | 0.02 |
| NRL 8042 - Belgium | 0.02 | 0.02 |
| NRL 13477 | 0.09 | 0.1 |
| NRL 13819 | 0.006 | 0.004 |
| NRL 33155 - Atlanta | 0.09 | 0.001 |
| NRL 33641 | 0.01 | 0.07 |
| NRL 35495 | 0.01 | 0.07 |
| NRL DAN 09612 | 0.02 | 0.03 |
| NRL DN 7896 - DENMARK | 0.9 | 0.3 |
| NRL DN 7901 - DENMARK | 0.02 | 0.02 |
| NRL DOM 362 - Dominican Republic | 0.09 | 0.09 |
| NRL DOM 1271 - Dominican Republic | 0.4 | 0.1 |
| NRL KPO 1148 - KENYA (KPO) | 0.2 | 0.07 |
| NRL KPO 1161 - KENYA (KPO) | 0.02 | 0.02 |
| NRL Peru 33 | 0.07 | 0.07 |
| NRL Peru 83 | 0.02 | 0.02 |
| NRL PITT 94-4833 - PITTSBURGH (PITT) | 0.02 | 0.02 |
| NRL PITT 94-8561 - PITTSBURGH (PITT) | 0.09 | 0.1 |
| NRL PP 132 - PHILLIPINES | 0.09 | 0.1 |
| NRL SEN 97 P-292 - SENEGAL (SEN) | 0.006 | 0.02 |
| NRL SEN 97 P-301 - SENEGAL (SEN) | 0.006 | 0.07 |
| Roche Diagnostics K.K.,Japan RDN001-00193 | 0.02 | 0.03 |
| Roche Diagnostics, Australia 04D125: Darwin Northern Territory, Australia | 0.09 | 0.1 |
| Roche Diagnostics, Australia 04D127: Darwin Northern Territory, Australia | 0.09 | 0.1 |
| Roche Diagnostics, Australia 04D129: Darwin Northern Territory, Australia | 0.09 | 0.1 |
| Roche Diagnostics, Australia 04D130: Darwin Northern Territory, Australia | 0.4 | 0.1 |
| Roche Diagnostics, Australia 04D132: Darwin Northern Territory, Australia | 0.09 | 0.09 |
| Roche Diagnostics, Australia 05D003: Darwin Northern Territory, Australia | 0.02 | 0.03 |
| Roche Diagnostics, Australia 05D004: Darwin Northern Territory, Australia | 0.006 | 0.004 |
| Roche Diagnostics, Australia 4551 - Western Australia | 0.02 | 0.02 |
| Statens Serum Institut 223/06 | 0.006 | 0.006 |
| Statens Serum Institut 1498/46 | 0.02 | 0.02 |
| Statens Serum Institut 2170/46 | 0.02 | 0.02 |
| Statens Serum Institut 2222/46 | 0.4 | 0.09 |
| Statens Serum Institut 6973/45 | 0.09 | 0.09 |
| UCSF58 | 0.06 | 0.07 |
7. Assay Cut-Off:
The assay cutoffs for CT, NG, and internal control were initially evaluated using selected clinical study testing data or cultures spiked into clinical matrix (urine stabilized in or vaginal swabs collected in cobas PCR Media). This data (13,651 valid results) was used to confirm adequate separation between the latest Ct value observed in the analyte positive specimens for CT and NG target detection channels and the assay cut-off. The overall positive and negative agreements for the prospective samples were calculated across specimen types against the matched specimen result from the clinical study comparator assays.
8. Carry-Over:
A carry-over study evaluating the cobas liat System was conducted with the first assay cleared for the Liat System (K153544) and demonstrated that there was no carry-over or
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cross contamination observed. The cobas liat CT/NG nucleic acid test utilizes the same instrumentation and workflow as the cobas Influenza A/B & RSV for the Liat System (K153544), including elution of all samples prior to transfer into the liat tube. Therefore, additional carry-over studies were not required.
## B Comparison Studies:
1. Method Comparison with Predicate Device:
See Clinical Studies below.
2. Matrix Comparison:
N/A
## C Clinical Studies:
A clinical study was conducted to establish the utility and performance of cobas liat CT/NG nucleic acid test in a multi-site, prospective study by comparing the results to a Composite Comparator Algorithm (CCA) or Patient Infected Status (PIS) derived from a combination of FDA-cleared NAATs for the two analytes. Male urine and vaginal swabs were collected and tested at 13 geographically diverse intended use clinical sites across the US. A total of 48 operators performed cobas liat CT/NG testing, of which, 43 represented CLIA-waived operators. Five of the 48 operators represented experienced laboratorians in a moderate complexity laboratory.
Prospectively enrolled female subjects provided 4 vaginal swab specimens, three for comparator tests and one for the cobas liat CT/NG nucleic acid test. Vaginal swab specimen for the cobas liat CT/NG nucleic acid test was either collected by clinician or self-collected.
Prospectively enrolled male subjects provided a urine specimen that was aliquoted into the respective manufacturers' collection devices and cobas PCR Media.
Specimens were tested for CT and NG with the investigational and the comparator NAATs. All tests were run according to the respective IFU.
A total of 4852 (2512 females and 2340 males) provided specimens in the clinical study. A total of 72 patients were excluded from the final clinical analysis due to non-evaluable test results (24 had no valid cobas liat result and 21 did not have a final comparator result), protocol deviations (18 patients), or sample collection incidents (9 patients). A total of 4780 patients (2304 providing a male urine sample and 2476 patients provided a vaginal swab sample, either clinician-collected or self-collected) had a valid cobas liat CT/NG nucleic acid test result and known comparator (PIS or CCA) result. Upon initial testing, the cobas liat CT/NG nucleic acid test invalid rate was 0.6% and after retesting the final invalid rate was 0.1%. In addition, a total of 253 archived vaginal and male urine specimens prospectively collected were included and tested in this clinical study due to the low NG prevalence.
The clinical performance of cobas liat CT/NG nucleic acid test was evaluated by comparing the results from collected specimen types to a PIS or CCA result. Male urine samples were tested with three comparator tests for each analyte (CT and NG); a concordant result for two out of
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three comparator tests determined the final PIS status. Vaginal swabs (clinician-collected and self-collected) were tested with three comparator tests for each analyte; a concordant result for two out of three reference tests determined the CCA result for CT and NG. Table 5 below illustrates the comparator algorithm for each analyte.
Table 5: Comparator algorithm for CT and NG
| NAAT1 | NAAT2 | NAAT3 | PIS Result | CCA Result |
| --- | --- | --- | --- | --- |
| + | + | N/A | Infected | Positive |
| + | - | + | Infected | Positive |
| - | + | + | Infected | Positive |
| - | - | N/A | Not Infected | Negative |
| + | - | - | Not Infected | Negative |
| - | + | - | Not Infected | Negative |
| - | Invalid | + | Indeterminate | Indeterminate |
| - | Invalid | - | Not Infected | Negative |
| Invalid | - | + | Indeterminate | Indeterminate |
| Invalid | - | - | Not Infected | Negative |
| + | Invalid | - | Indeterminate | Indeterminate |
| Invalid | + | - | Indeterminate | Indeterminate |
| + | Invalid | + | Infected | Positive |
| Invalid | + | + | Infected | Positive |
| Invalid | Invalid | N/A | Indeterminate | Indeterminate |
N/A = Not applicable; NAAT = nucleic acid amplification test
The clinical performance estimates of the cobas liat CT/NG nucleic acid test: positive percent agreement (PPA) and negative percent agreement (NPA) with the CCA results or sensitivity and specificity with the PIS results with vaginal swabs (clinician-collected and self-collected vaginal swabs) and male urine specimens are shown below for each target pathogen, shown by symptom status.
Table 6: CT Clinical Performance
| Specimen Type | Symptom Status | N | TP | FP | TN | FN | Sensitivity | | Specificity | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | Estimate (95% CI) | n/N | Estimate (95% CI) | n/N |
| Prospective Male Urine | Symp | 808 | 55 | 1 | 751 | 1 | 98.2% (90.6%, 99.7%) | 55/56 | 99.9% (99.3%, 100.0%) | 751/752 |
| | Asymp | 1488 | 53 | 1 | 1432 | 2 | 96.4% (87.7%, 99.0%) | 53/55 | 99.9% (99.6%, 100.0%) | 14332/1433 |
| | Total | 2296 | 108 | 2 | 2183 | 3 | 97.3% (92.4, 99.1%) | 108/111 | 99.9% (99.7%, 100.0%) | 2182/2185 |
| | | | | | | | | | | |
| Specimen Type | Symptom Status | N | TP | FP | TN | FN | PPA | | NPA | |
| | | | | | | | Estimate (95% CI) | n/N | Estimate (95% CI) | n/N |
| Prospective Vaginal Swabs | Symp | 1116 | 60 | 3 | 1052 | 1 | 98.4% (91.3%, 99.7%) | 60/61 | 99.7% (99.2%, 99.9%) | 1052/1055 |
| | Asymp | 1357 | 47 | 2 | 1307 | 1 | 97.9% (89.1%, 99.6%) | 47/48 | 99.8% (99.4%, 100.0) | 1307/1309 |
| | Total | 2473 | 107 | 5 | 2359 | 2 | 98.2% (93.6%, 99.5%) | 107/109 | 99.8% (99.5%, 99.9%) | 2359/2364 |
Table 7: NG Clinical Performance
| Specimen Type | Symptom Status | N | TP | FP | TN | FN | Sensitivity | | Specificity | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | Estimate (95% CI) | n/N | Estimate (95% CI) | n/N |
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| Prospective Male Urine | Symp | 813 | 68 | 0 | 745 | 0 | 100.0% (94.7%, 100.0%) | 68/68 | 100.0% (99.5%, 100.0%) | 745/745 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | Asymp | 1488 | 11 | 3 | 1474 | 0 | 100.0% (74.1%, 100.0%) | 11/11 | 99.8% (99.4%, 99.9%) | 1474/1477 |
| | Total | 2301 | 79 | 3 | 2219 | 0 | 100.0% (95.4%, 100.0%) | 79/79 | 99.9% (99.6%, 100.0%) | 2219/2222 |
| Archived Male Urine | Symp | 125 | 77 | 0 | 48 | 0 | 100.0% (95.2%, 100.0%) | 77/77 | 100.0% (92.6%, 100.0%) | 48/48 |
| | Asymp | 38 | 5 | 0 | 33 | 0 | 100.0% (56.6%, 100.0%) | 5/5 | 100.0% (89.6%, 100.0%) | 33/33 |
| | Total | 163 | 82 | 0 | 81 | 0 | 100.0% (95.5%, 100.0%) | 82/82 | 100.0% (95.5%, 100.0%) | 81/81 |
| Total Male Urine | Symp | 938 | 145 | 0 | 793 | 0 | 100.0% (97.4%, 100.0%) | 145/145 | 100.0% (99.5%, 100.0%) | 793/793 |
| | Asymp | 1526 | 16 | 3 | 1507 | 0 | 100.0% (80.6%, 100.0%) | 16/16 | 99.8% (99.4%, 99.9%) | 1507/1510 |
| | Total | 2464 | 161 | 3 | 2300 | 0 | 100.0% (97.7, 100.0%) | 161/161 | 99.9% (99.6%, 100.0%) | 2300/2303 |
| | | | | | | | | | | |
| Specimen Type | Symptom Status | N | TP | FP | TN | FN | PPA | | NPA | |
| | | | | | | | Estimate (95% CI) | n/N | Estimate (95% CI) | n/N |
| Prospective Vaginal Swabs | Symp | 1115 | 22 | 2 | 1089 | 2 | 91.7% (74.2%, 97.7%) | 22/24 | 99.8% (99.3%, 99.9%) | 1089/1091 |
| | Asymp | 1357 | 18 | 2 | 1337 | 0 | 100.0% (82.4%, 100.0%) | 18/18 | 99.9% (99.5%, 100.0%) | 1337/1339 |
| | Total | 2472 | 40 | 4 | 2426 | 2 | 95.2% (84.2%, 98.7%) | 40/42 | 99.8% (99.6%, 99.9%) | 2426/2430 |
| Archived Vaginal Swabs | Symp | 42 | 20 | 0 | 22 | 0 | 100.0% (83.9%, 100.0%) | 20/20 | 100.0% (83.9%, 100.0%) | 22/22 |
| | Asymp | 48 | 25 | 0 | 23 | 0 | 100.0% (86.7%, 100.0%) | 25/25 | 100.0% (86.7%, 100.0%) | 23/23 |
| | Total | 90 | 45 | 0 | 45 | 0 | 100.0% (92.1%, 100.0) | 45/45 | 100.0% (92.1%, 100.0%) | 45/45 |
| Total Vaginal Swabs | Symp | 1157 | 42 | 2 | 1111 | 2 | 95.5% (84.9%, 98.7%) | 42/44 | 99.8% (99.5%, 100.0%) | 1111/1113 |
| | Asymp | 1405 | 43 | 2 | 1360 | 0 | 100% (91.8%, 100.0%) | 43/43 | 99.9% (99.5%, 100.0%) | 1360/1362 |
| | Total | 2562 | 85 | 4 | 2471 | 2 | 97.7% (92.0%, 99.4%) | 85/87 | 99.8% (99.6%, 99.9%) | 2471/2475 |
D Clinical Cut-Off:
N/A
E Expected Values/Reference Range:
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The positivity rate of the cobas liat CT/NG nucleic acid test for CT and NG observed during the study is shown for each specimen type, by collection site in table below.
Table 8: Positivity of CT/NG as determined by the cobas liat CT/NG nucleic acid test by specimen type and clinical sites
| | CT | | NG | |
| --- | --- | --- | --- | --- |
| Collection Site | Male Urine | VS | Male Urine | VS |
| 1 | 8.7% (30/343) | 9.2% (14/152) | 11.0% (38/346) | 3.3% (5/152) |
| 2 | 2.6% (9/346) | 6.2% (15/241) | 1.7% (6/346) | 3.7% (9/241) |
| 3 | 11.9% (18/151) | 8.2% (30/366) | 6.6% (10/151) | 0.55% (2/364) |
| 4 | 11.2% (12/107) | 0.63% (1/160) | 9.3% (10/107) | 1.25% (2/160) |
| 5 | 0.0% (0/4) | NC | 0.0% (0/4) | NC |
| 6 | 0.9% (1/117) | 1.2% (1/85) | 0.0% (0/118) | 1.2% (1/85) |
| 7 | 5.3% (3/57) | 5.7% (2/35) | 1.8% (1/57) | 2.9% (1/35) |
| 8 | 0.0% (0/80) | 0.0% (0/19) | 2.5% (2/80) | 0.0% (0/19) |
| 9 | 1.3% (6/468) | 1.9% (10/527) | 0.4% (2/469) | 2.3% (12/528) |
| 10 | 0.5% (1/198) | 1.4% (5/347) | 1.0% (2/198) | 0.86% (3/347) |
| 11 | 17.1% (18/105) | 5.6% (17/305) | 4.8% (5/105) | 2.0% (6/305) |
| 12 | 3.5% (10/289) | 8.8% (12/136) | 1.7% (5/289) | 1.5% (2/136) |
| 13 | 6.5% (2/31) | 5.0% (5/100) | 3.2% (1/31) | 1.0% (1/100) |
VS: vaginal swabs (clinician-collected vaginal swabs and self-collected)
NC: Non calculable as no female subjects were enrolled at this site
## Positive and Negative Predictive Values for Hypothetical Prevalence Rates
The Positive Predictive Value and Negative Predictive Value (PPV and NPV) of the cobas liat CT/NG nucleic acid test were calculated based on the demonstrated sensitivity and specificity (or PPA and NPA estimates for CT and NG in vaginal swabs) in prospectively collected samples tested during the clinical study, using hypothetical prevalence rates. Estimates of the PPV and NPV for the cobas liat CT/NG nucleic acid test are presented for each target organism by specimen type in tables below.
Table 9: CT - PPV and NPV for hypothetical CT prevalence
| Specimen Type | Hypothetical Prevalence (%) | Sensitivity/PPA (%)a | Specificity/NPA (%)a | PPV (%) | NPV (%) |
| --- | --- | --- | --- | --- | --- |
| Male Urine | 1 | 97.3 | 99.9 | 91.5 | 100.0 |
| | 3 | 97.3 | 99.9 | 97.0 | 99.9 |
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| | 5 | 97.3 | 99.9 | 98.2 | 99.9 |
| --- | --- | --- | --- | --- | --- |
| | 10 | 97.3 | 99.9 | 99.2 | 99.7 |
| | 15 | 97.3 | 99.9 | 99.5 | 99.5 |
| | 20 | 97.3 | 99.9 | 99.6 | 99.3 |
| | 30 | 97.3 | 99.9 | 99.8 | 98.9 |
| | 50 | 97.3 | 99.9 | 99.9 | 97.4 |
| Vaginal Swabs | 1 | 98.2 | 99.8 | 82.4 | 100.0 |
| | 3 | 98.2 | 99.8 | 93.5 | 99.9 |
| | 5 | 98.2 | 99.8 | 96.1 | 99.9 |
| | 10 | 98.2 | 99.8 | 98.1 | 99.8 |
| | 15 | 98.2 | 99.8 | 98.8 | 99.7 |
| | 20 | 98.2 | 99.8 | 99.1 | 99.5 |
| | 30 | 98.2 | 99.8 | 99.5 | 99.2 |
| | 50 | 98.2 | 99.8 | 99.8 | 98.2 |
a The sensitivity and specificity (male urine) and PPA and NPA (vaginal swabs) shown were reported for the prospective samples
Table 10: NG – PPV and NPV for hypothetical NG prevalence
| Specimen Type | Hypothetical Prevalence (%) | Sensitivity/ PPA (%)^{a} | Specificity/ NPA (%)^{a} | PPV (%) | NPV (%) |
| --- | --- | --- | --- | --- | --- |
| Male Urine | 1 | 100.0 | 99.9 | 88.2 | 100.0 |
| | 3 | 100.0 | 99.9 | 95.8 | 100.0 |
| | 5 | 100.0 | 99.9 | 97.5 | 100.0 |
| | 10 | 100.0 | 99.9 | 98.8 | 100.0 |
| | 15 | 100.0 | 99.9 | 99.2 | 100.0 |
| | 20 | 100.0 | 99.9 | 99.5 | 100.0 |
| | 30 | 100.0 | 99.9 | 99.7 | 100.0 |
| | 50 | 100.0 | 99.9 | 99.9 | 100.0 |
| Vaginal Swabs | 1 | 95.2 | 99.8 | 85.4 | 100.0 |
| | 3 | 95.2 | 99.8 | 94.7 | 99.9 |
| | 5 | 95.2 | 99.8 | 96.8 | 99.7 |
| | 10 | 95.2 | 99.8 | 98.5 | 99.5 |
| | 15 | 95.2 | 99.8 | 99.0 | 99.2 |
| | 20 | 95.2 | 99.8 | 99.3 | 98.8 |
| | 30 | 95.2 | 99.8 | 99.6 | 98.0 |
| | 50 | 95.2 | 99.8 | 99.8 | 95.4 |
a The sensitivity and specificity (male urine) and PPA and NPA (vaginal swabs) shown were reported for the prospective samples
## VIII Proposed Labeling:
The labeling supports the finding of substantial equivalence for this device.
## IX Conclusion:
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The submitted information in this premarket notification is complete and supports a substantial equivalence decision.
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Two short videos show you everything — or skip straight to the written tutorial if you'd rather read. You can reopen this any time from the Tutorial button in the top bar.
Part 1 — Search, results, and everyday workflows 16 min
Part 2 — Embeddings: the galaxy map 3 min
1. Search: exact and fuzzy
Type a phrase like "coronary artery calcification" into the search box. You get two kinds of results. Exact results match the literal phrase — prefix searches work ("coronary artery calcificati") but suffix searches do not. Fuzzy results match on the meaning and intent of your phrase rather than the exact words, and are sorted by relevance score. Hover over the Exact or Fuzzy badge on any row to see exactly why it matched.
Use the checkboxes above the results to narrow: SaMD keeps only software-only devices, AI / ML keeps only devices with AI.
Exact vs. fuzzy search: what's the difference?
Exact matches on the literal phrase (prefix search works, suffix does not). Fuzzy matches on the meaning and intent of the phrase rather than the exact words. Hover over the badge on any row to see why it matched.
You search "coronary artery calcification" and want only software devices with AI. What two filters do you apply?
Narrow by SaMD (software-only devices), then narrow by AI/ML (devices with AI).
2. The results table
Scroll right in the results table. The intended use is extracted for you — no need to open the PDF. The device story gives a high-level snapshot of what the device does and how it's used. The AI Performance sub-table shows each output name, acceptance criteria, observed values, and development/test dataset descriptions — the same format Innolitics uses for regulatory strategy outputs, and the fastest high-level fingerprint of an AI device. It is AI-generated but has been very reliable in practice.
Where do you find a device's intended use without opening the PDF?
Scroll right in the search results table. The intended use column is extracted for you; no need to dig into the 510(k) summary PDF.
What does the AI Performance sub-table show, and why is it useful?
Output name, acceptance criteria, observed values, development dataset description, and test dataset description. It's the same format we use for regulatory strategy output and Fast 510(k) input, and the fastest high-level fingerprint of an AI device. AI-generated but reliable in practice.
3. Judging fuzzy relevance
Fuzzy results trail off in relevance as you scroll. Use three signals to decide how far down to go: the fuzzy badge explanations, the intended use column, and whether your target output (e.g., Cobb angle) still appears in the AI Performance sub-table. Once it stops appearing, you're past the relevant zone. A top hit with a low score (~0.4) and a stretched explanation is a hint the closest predicates are far away — the project may be headed for De Novo. Note the fuzzy search is a pattern match: it doesn't handle negation ("not") well, and hardware devices can appear — filter by SaMD/AI ML to cut them.
How do you judge how far down fuzzy search results to go?
Use the relevancy signals: the fuzzy badge explanations, the intended use column, and whether the target output (e.g., Cobb angle) still appears in the AI Performance sub-table. Once it stops appearing, results are trailing off in relevancy.
4. Device detail page: chat and citations
Click a device name to open its detail page: device facts on the left, a chat window on the right. Ask something like "Describe the training data". The answer carries little citation bubbles — click one to jump to the highlighted passage in the source PDF, so you can verify every AI answer against the document. There's also a Download PDF button for sharing.
How do you verify an AI chat answer on the device detail page?
Click the citation bubbles to jump to the relevant highlight in the source document.
Reading rule for every project: how many summaries do you read in full?
At least the three most relevant 510(k) or De Novo summaries, in full. After that, use targeted chat questions to confirm your memory quickly. The tool supports this professional habit — it doesn't replace it.
5. Side-by-side comparison
Select multiple rows in the results table (aim for under ~10), then open the PDF Viewer tab. Ask one question — it goes to all selected devices in parallel, each with citations. This is the fastest way to compare and contrast devices: training data, PCCP scope, how they handled adding new scanners, and so on.
What does the side-by-side PDF viewer mode do?
Select multiple devices, open the PDF viewer tab, and ask one question (e.g., "Describe the training data"). It queries all selected devices simultaneously with citations, so you can compare and contrast quickly.
6. Collections
With rows selected, go to the Collections tab and create a labeled collection (e.g., "Cobb Angle Project"). Reload that selection any time — before a client call, pull up the collection and ask questions across all of its devices at once.
How do you save a set of selected devices for later use?
Select the rows, go to the Collections tab, and create a labeled collection (e.g., "Cobb Angle Project"). You can reload the selection anytime and carry it into the PDF viewer and other tabs that support selections.
7. Product codes and the regulations tree
Click a product code in the results to jump to it in the regulations tree — identification text, sibling product codes, and devices you can open in a PDF viewer on the right. Click a regulation number to see its identification, special controls, and related product codes. You can also search by product code or regulation number at the top of the tree. Always read the special controls if any exist for your device — it broadens your search and sharpens pre-kickoff research.
What can you do from the regulations tree view?
Browse product codes and regulation numbers, read the identification text and special controls, browse sibling product codes, open device PDFs on the right, and search by product code or regulation number at the top of the tree.
8. Chart view
Click Show Chart and segment by regulation number (or product code) to see which regulations dominate your result set. Clicking a regulation takes you into the regulations tree. Great for spotting that most matches are, say, hardware laparoscopic devices — a cue to go back and filter.
How do you see which regulations dominate a search result set?
Click "Show Chart" and segment by Regulation Number. Clicking a regulation takes you to the regulations tree.
9. The predicate graph
Open the Predicates tab for a family-tree view of predicate relationships. Click a node to trace its parents and children; selections from search carry over pre-selected. Commonly predicated devices are worth reading — a lot of people predicated them for a reason. The visual lineage is also handy on client calls, e.g. to show how a predicate family evolved and justify why your predicate still holds.
In the predicate graph, why are commonly predicated devices worth reading?
A lot of people predicated them for a reason. Clicking a node traces parents and children, and selections from search carry over pre-selected.
10. Embeddings: the galaxy map
The Embeddings tab plots every matching document in a 2-D "galaxy map" where semantically similar devices cluster together. Hover or click clusters to explore, and let AI label the clusters for you. Embeddings beat product codes for grouping: two devices can carry different product codes (LLZ vs. QIH) yet do the same thing — the embedding captures the meaning of the intended use and device story. This is also exactly how retrieval-augmented generation (RAG) works under the hood, and it makes a great visual on client calls.
Try it yourself
Head to the search page and work through a few of these AI/ML fuzzy searches to build intuition: perivascular fat on CT · aortic valve calcification opportunistic screening on noncontrast CT · breast cancer prediction on digital pathology slides · autism detection · gestational age prediction · a hearing aid that can also detect a pulse · foundation model based analysis of ECG · large language models · penetration test. Watch how the relevance scores, intended use, and AI Performance tables tell you when results stop being meaningful.