The KaiBiLi Extended ViralTrans is intended for the collection and transportation of clinical specimens containing viruses, chlamydiae, mycoplasmas and ureaplasmas from the collection site to the test site. The KaiBiLi Extended ViralTrans is a culture-based medium that has been validated with multiple sample types and can be used to process clinical specimens using standard laboratory operating procedures for culture of clinical specimens or with other assays that utilize stable recoverable infectious viral particles or bacteria.
Device Story
KaiBiLi Extended ViralTrans is a non-propagating transport medium for clinical specimens (viruses, chlamydiae, mycoplasmas, ureaplasmas). Device consists of plastic vial containing 1mL or 3mL of modified Hank's balanced salt solution, HEPES buffer, bovine serum albumin, cysteine, glutamic acid, sucrose, and antimicrobial agents (Vancomycin, Econazole Nitrate, Polymyxin B). Phenol red serves as pH indicator. Specimens are collected via swab, placed into vial, and transported to laboratory at 2-8°C or 20-25°C. Medium maintains pH and inhibits commensal microbiota to preserve organism viability for downstream culture or molecular testing. Used by healthcare professionals in clinical settings. Benefits include stabilized specimen integrity during transport, ensuring reliable downstream diagnostic results.
Clinical Evidence
Bench testing only. Recovery studies evaluated viability of 8 viruses (HSV-1, HSV-2, RSV, CMV, Adenovirus, Parainfluenza 3, Flu A, VZV) and 3 bacteria (C. pneumoniae, M. pneumoniae, U. urealyticum) spiked into negative clinical matrices (skin, genital, nasopharyngeal, throat, blood, urine). Samples stored at 2-8°C and 20-25°C for 0, 24, and 48 hours. Recovery measured via TCID50/mL, IFU/mL, or CFU/mL. All changes within 48 hours were within acceptable limits (+/- 90% or 1 log difference).
Technological Characteristics
Transport medium in plastic, flat-bottom, self-standing vials (1 mL or 3 mL) with screw caps and glass beads. Formulation: Hank's balanced salts, HEPES, BSA, L-cysteine, L-glutamic acid, sucrose, Vancomycin, Econazole Nitrate, Polymyxin B, Phenol red. pH 7.3 ± 0.2. Shelf life 12 months. Non-electronic, chemical-based preservation.
Indications for Use
Indicated for the collection and transport of clinical specimens containing viruses, chlamydiae, mycoplasmas, or ureaplasmas from the collection site to the testing laboratory for culture or other assays utilizing stable recoverable infectious particles.
Regulatory Classification
Identification
A transport culture medium is a device that consists of a semisolid, usually non-nutrient, medium that maintains the viability of suspected pathogens contained in patient specimens while in transit from the specimen collection area to the laboratory. The device aids in the diagnosis of disease caused by pathogenic microorganisms and also provides epidemiological information on these diseases.
Predicate Devices
Copan Universal Transport Medium (utm-rt) System (K042970)
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
K231027
B Applicant
Hangzhou Genesis Biodetection & Biocontrol Co., Ltd.
C Proprietary and Established Names
KaiBiLi Extended ViralTrans
D Regulatory Information
| Product Code(s) | Classification | Regulation Section | Panel |
| --- | --- | --- | --- |
| JSM | Class I, reserved | 21 CFR 866.2390 - Transport Culture Medium | MI - Microbiology |
## II Submission/Device Overview:
A Purpose for Submission:
To make a substantial equivalence determination for the KaiBiLi Extended ViralTrans media for the collection and transport of clinical specimens, containing viruses, chlamydiae, mycoplasmas, and ureaplasmas, to the laboratory for downstream testing.
B Measurand:
Not Applicable
C Type of Test:
Non-propagating transport device with culture medium.
Food and Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993-0002
www.fda.gov
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K231027 - Page 2 of 10
# III Intended Use/Indications for Use:
# A Intended Use(s):
See Indications for Use below.
# B Indication(s) for Use:
The KaiBiLi Extended ViralTrans is intended for the collection and transportation of clinical specimens containing viruses, chlamydiae, mycoplasmas and ureaplasmas from the collection site to the test site. The KaiBiLi Extended ViralTrans is a culture-based medium that has been validated with multiple sample types and can be used to process clinical specimens using standard laboratory operating procedures for culture of clinical specimens or with other assays that utilize stable recoverable infectious viral particles or bacteria.
# C Special Conditions for Use Statement(s):
Rx - For Prescription Use Only
# D Special Instrument Requirements:
None
# IV Device/System Characteristics:
# A Device Description:
The KaiBiLi Extended ViralTrans is room temperature stable and can sustain the viability of virus, chlamydiae, mycoplasma and ureaplasma when transported at $2 - 8^{\mathrm{o}}\mathrm{C}$ or $20 - 25^{\mathrm{o}}\mathrm{C}$ . The product can maintain proper $\mathsf{pH}$ environment and inhibit the growth of indigenous microbiota.
KaiBiLi Extended Viral Trans is supplied as one plastic flat-bottom vial along with a screw cap. The vial is filled with either $1\mathrm{mL}$ or $3\mathrm{mL}$ of transport medium and glass beads, or in a kit format with the collection swabs in the following configurations indicated below:
| Cat. No. | Description |
| --- | --- |
| M221001 | KaiBiLi Extended ViralTrans 3 mL-3 mL viral transport medium/vial |
| M221006 | KaiBiLi Extended ViralTrans 3 mL with minitip swab-3 mL viral transport medium/vial, with a minitip swab |
| M221007 | KaiBiLi Extended ViralTrans 3 mL with regular swab-3 mL viral transport medium/vial, with a regular swab |
| M221008 | KaiBiLi Extended ViralTrans 3 mL with regular swab and minitip swab-3 mL viral transport medium/vial, with a regular swab and a minitip swab |
| M221009 | KaiBiLi Extended ViralTrans 1 mL-1 mL viral transport medium/vial |
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| Cat. No. | Description |
| --- | --- |
| M221010 | KaiBiLi Extended ViralTrans 1 mL with minitip swab-1 mL viral transport medium/vial, with a minitip swab |
| M221011 | KaiBiLi Extended ViralTrans 1 mL with regular swab-1 mL viral transport medium/vial, with a regular swab |
| M221012 | KaiBiLi Extended ViralTrans 1 mL with regular swab and minitip swab-1 mL viral transport medium/vial, with a regular swab and a minitip swab |
# B Principle of Operation:
KaiBiLi Extended ViralTrans consists of modified Hank's balanced salt solution supplemented with bovine serum albumin, cysteine, glutamic acid, sucrose and HEPES. The HEPES buffer protects against pH changes. Phenol red is used as a pH indicator. Sucrose aids in the preservation of organism viability. To minimize the contamination of commensal organisms, Vancomycin, Econazole Nitrate, and Polymyxin B are incorporated into the medium formula.
Specimens need to be placed into the tube containing transport medium immediately after sample collection and submitted to the laboratory as soon as possible. It is recommended that $2-8^{\circ}\mathrm{C}$ is the most appropriate temperature for specimen transportation.
# V Substantial Equivalence Information:
# A Predicate Device Name(s):
Copan Universal Transport Medium (utm-rt) System
# B Predicate 510(k) Number(s):
K042970
# C Comparison with Predicate(s):
| Device & Predicate Device(s): | Device: K231027 | Predicate: K042970 |
| --- | --- | --- |
| Device Trade Name | KaiBiLi Extended ViralTrans | Copan Universal Transport Medium (UTM-RT) System |
| General Device Characteristic Similarities | | |
| Intended Use/Indications For Use | The KaiBiLi Extended ViralTrans is intended for the collection and transportation of clinical specimens containing viruses, chlamydiae, mycoplasmas and | Copan Universal Transport Medium (UTM-RT) System is intended for the collection and transport of clinical specimens containing viruses, chlamydiae, |
K231027 - Page 3 of 10
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K231027 - Page 4 of 10
| Device & Predicate Device(s): | Device: K231027 | Predicate: K042970 |
| --- | --- | --- |
| | ureaplasmas from the collection site to the test site. The KaiBiLi Extended ViralTrans is a culture-based medium that has been validated with multiple sample types and can be used to process clinical specimens using standard laboratory operating procedures for culture of clinical specimens or with other assays that utilize stable recoverable infectious viral particles or bacteria. | mycoplasma or ureaplasma from the collection site to the testing laboratory. UTM-RT can be processed using standard clinical laboratory operating procedures for viral, chlamydial, mycoplasma and ureaplasma culture. |
| Storage Temperature | 2-8°C or 20-25°C | Same |
| Product configuration | Medium tubes; kit with medium tubes and swab options | Same |
| Single use device | Yes | Same |
| Container | Tube: plastic; self-standing with a screw cap; with glass beads | Same |
| Shelf Life | 12 months | Same |
| pH | 7.3 +/-0.2 | Same |
| General Device Characteristic Differences | | |
| Media Formulation | Hank’s Balanced Salts
HEPES Buffer
BSA
L-Cysteine
L-Glutamic Acid
Sucrose
Vancomycin
Econazole Nitrate
Polymyxin B
Phenol Red | Hank’s Balanced Salts
Bovine Serum Albumin
L-Cysteine
Gelatin
Sucrose
L-Glutamic Acid
HEPES Buffer
Vancomycin
Amphotericin B
Colistin
Phenol Red |
{4}
| Device & Predicate Device(s): | Device: K231027 | Predicate: K042970 |
| --- | --- | --- |
| Supported Strains | Adenovirus
Cytomegalovirus
Herpes Simplex Virus Type 1
Herpes Simplex Virus Type 2
Influenza A
Parainfluenza 3
Respiratory Syncytial Virus
Varicella Zoster Virus
Mycoplasma pneumoniae
Chlamydia pneumoniae
Ureaplasma urealyticum | Adenovirus
Cytomegalovirus
Echovirus Type 30
Herpes Simplex Virus Type 1
Herpes Simplex Virus Type 2
Influenza A
Parainfluenza 3
Respiratory Syncytial Virus
Varicella Zoster Virus
Chlamydia pneumoniae
Chlamydia trachomatis
Mycoplasma hominis
Mycoplasma pneumoniae
Ureaplasma urealyticum |
| Medium volume | 1 mL or 3 mL | 3 mL or 6 mL |
VI Standards/Guidance Documents Referenced:
Not Applicable
VII Performance Characteristics (if/when applicable):
A Analytical Performance:
1. Precision/Reproducibility:
Not Applicable
2. Linearity:
Not Applicable
3. Analytical Specificity/Interference:
Not Applicable
4. Assay Reportable Range:
K231027 - Page 5 of 10
{5}
Not Applicable
5. Traceability, Stability, Expected Values (Controls, Calibrators, or Methods):
**Shelf-life Stability:**
The shelf life for the KaiBiLi Extended ViralTrans media was determined to be 12 months from the date of manufacture when stored at temperature 2-8°C and 20-25°C. The shelf-life of the KaiBiLi Extended ViralTrans media was established using real-time aging performance test at time points T= 0, 6, 9, 11, and 12 months. Three lots each of the KaiBiLi Extended ViralTrans media in the 1 mL and 3 mL configurations (a total of 6 lots) were evaluated for appearance, net volume, pH value, bacteriostasis, and sterility at each time point in the real-time aging performance test.
a. Shelf-life, Appearance, Bacteriostasis, Net volume, and pH value:
The shelf-life stability was conducted by visual inspection with the following criteria: the media should be a clear transparent pink liquid; the media should have no turbidity, sediment, or color change. All lots tested at each time point passed the criteria for appearance.
The bacteriostasis ability of the transport media was evaluated by measuring for growth of microorganisms, spiked into the transport media, after 48 hours at 37°C. No microorganism growth was observed and all lots tested at each time point passed the criteria for bacteriostasis.
Net volume stability was evaluated by measuring the volume of the transport media. The net volume should not fall outside the range of 2.7-3.3 mL for the 3 mL media configuration or 0.9-1.1 mL for the 1 mL media configuration. All lots tested at each time point passed the criteria for net volume.
The pH stability of the transport media was determined by measuring the pH of the transport media. The pH value for each transport media at each time point should be within the pH range of 7.1-7.5. For all tubes at each time point, the pH value was within the predefined pH range and had an average of 7.22 ± 0.2.
b. Sterility:
The KaiBiLi Extended ViralTrans tube and media are not sold as sterile nor are they intended to be sterilized by the user. These vials are single use devices. To minimize contamination, the tubes are filled aseptically under control conditions. The swabs provided with the KaiBiLi Extended ViralTrans media are individually packaged and are sold as sterile.
The results for appearance, net volume, and pH value collectively support the claim for 12 months of storage for the KaiBiLi Extended ViralTrans media at 2-8°C and 20-25°C.
6. Detection Limit:
**Performance Testing- Recovery Studies:**
K231027 - Page 6 of 10
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Performance of the KaiBiLi Extended ViralTrans media was evaluated using culture-based recovery studies for viruses and bacteria at different incubation times and temperatures.
For Recovery Studies, virus titer $(\mathrm{TCID}_{50} / \mathrm{mL})$ was quantified to evaluate the recovery of the following viruses in the corresponding matrices listed in Table 1 below: Herpes Simplex Virus Type 1 (ATCC VR-733; HSV-1), Herpes Simplex Virus Type 2 (ATCC VR-734; HSV-2), Respiratory Syncytial Virus (ATCC VR-26; RSV), Cytomegalovirus (ATCC VR-977), Adenovirus (ATCC VR-3), Parainfluenza 3 (ATCC VR-93), Influenza A (ATCC VR-822; Flu A), and Varicella Zoster Virus (ATCC VR-1832; VZV). Recovery of Chlamydophila pneumoniae (ATCC VR-2282) was evaluated using Fluorescent Foci Count method (IFU/mL). Recovery of Mycoplasma pneumoniae (ATCC 15531) and Ureaplasma urealyticum (ATCC 27618) was evaluated using the Swab Elution and Roll Plate methods (CFU/mL). Performance evaluation was carried out in three lots of media that represent newly manufactured, middle-aged, and recently expired media. Negative clinical matrix pools were contrived from a minimum of five donors. Matrix pools were determined to be negative prior to use in the specimen stability recovery studies.
Table 1: Negative clinical matrix used for organism validation.
| Negative Clinical specimen Type | Microbial Testing |
| --- | --- |
| Skin | Herpes Simplex Virus Type 1 |
| Skin | Varicella Zoster Virus |
| Genital specimens1 | Herpes Simplex Virus Type 2 |
| Nasopharynx | Respiratory Syncytial Virus |
| Nasopharynx | Adenovirus |
| Nasopharynx | Parainfluenza3 |
| Nasopharynx | Influenza A |
| Throat | Chlamydophila pneumoniae |
| Throat | Mycoplasma pneumoniae |
| Blood2 | Cytomegalovirus |
| Urine | Cytomegalovirus |
| Urine | Ureaplasma urealyticum |
pooled swab-collected vaginal exudates; pooled venous blood.
Viral stocks were diluted into two different dilutions into the corresponding pooled negative clinical matrix and $100~\mu \mathrm{L}$ of each dilution was transferred onto a dry sterile swab and placed into the KaiBiLi Extended ViralTrans media tubes in triplicate and stored at $2 - 8^{\circ}\mathrm{C}$ and 20-
K231027 - Page 7 of 10
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$25^{\circ}\mathrm{C}$ for 0, 24, and 48 hours. At each incubation time point, the sample was vortexed and a $200\mu \mathrm{L}$ aliquot was removed for the recovery study. The recovery study was conducted using suitable host cells and tissue culture media. For tissue culture, host cells were plated in a microwell plate and allowed to adhere for 48-72 hours prior to recovery testing. Hep-2 cells were used for HSV-1, RSV, and C. pneumoniae; Vero cells were used for HSV-2; MRC-5 cells were used for Cytomegalovirus and VZV; A549 cells were used for Adenovirus; LLC-MK2 cells were used for Parainfluenza 3; MDCK cells were used for Flu A.
Bacterial stocks were diluted into four different dilutions into the corresponding pooled negative clinical matrix and $100~\mu \mathrm{L}$ of each dilution was transferred onto a dry sterile swab and placed into the KaiBiLi Extended ViralTrans media tubes in duplicate and stored at $2-8^{\circ}\mathrm{C}$ and $20 - 25^{\circ}\mathrm{C}$ for 0, 24, and 48 hours. For the swab elution method, at each incubation time point, each sample was vortexed, serially diluted and a $100\mu \mathrm{L}$ aliquot was removed for the recovery study. The recovery study was conducted using Mycoplasma pneumoniae culture medium for M. pneumoniae and Ureaplasma urealyticum culture medium for U. urealyticum. For the roll-plate method, a single dilution was tested in triplicate by streaking the swab from the various KaiBiLi Extended ViralTrans media tube incubation time point over the agar media specified above and incubating for CFU enumeration.
Viral titer for the viruses and foci counts for $C.$ pneumoniae were evaluated, and CFU was enumerated for $M.$ pneumoniae and $U.$ urealyticum. The average recovery was calculated as mean viral titer $(\mathrm{TCID}_{50} / \mathrm{mL})$ , mean foci count (IFU/mL), or mean CFU/mL, respectively, for each storage temperature and time points. The changes (any increase or decrease) in the recovery between time points (each time point compared to time point 0) were presented in percent values or $\log_{10}$ change (negative for decrease and positive for increase). Any change that was within one log difference $(+/-90\%)$ was considered acceptable. Results were combined for all the lots, irrespective of age, as all changes were acceptable. The results are presented in Tables 2 and 3 below.
Table 2: Recovery of viruses and bacteria at ${2 - 8}^{ \circ }\mathrm{C}$ storage
| Test strain | Average recovery (TCID50/mL) | | | Percent observed changes (-ve indicate reduction) | |
| --- | --- | --- | --- | --- | --- |
| | 0 hrs | 24 hrs | 48 hrs | 0-24 hrs | 0-48 hrs |
| HSV-1 | 3.53x103 | 2.84x103 | 2.23x103 | -20% | -38% |
| HSV-2 | 4.31x103 | 3.54x103 | 2.37x103 | -18% | -46% |
| RSV | 1.29x104 | 1.13x104 | 7.14x103 | -14% | -45% |
| Cytomegalovirus1 | 5.89x103 | 4.75x103 | 3.32x103 | -19% | -44% |
| Cytomegalovirus2 | 5.87x103 | 4.76x103 | 3.26x103 | -19% | -45% |
| Adenovirus | 1.31x105 | 1.06x105 | 8.53x104 | -20% | -36% |
| Parainfluenza 3 | 2.70x104 | 2.19x104 | 1.83x104 | -19% | -33% |
| Flu A | 1.46x104 | 1.19x104 | 9.71x103 | -19% | -35% |
| VZV | 1.25x103 | 1.08x103 | 7.37x102 | -14% | -41% |
| Test strain | Average recovery (IFU/mL) | | | Percent observed changes (-ve indicate reduction) | |
| | 0 hrs | 24 hrs | 48 hrs | 0-24 hrs | 0-48 hrs |
| C. pneumoniae | 3.40x105 | 2.72x105 | 2.12x105 | -21% | -39% |
K231027 - Page 8 of 10
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| Test strain | Average recovery using swab elution method (CFU/mL) | | | Log10observed changes (-ve indicate reduction) | |
| --- | --- | --- | --- | --- | --- |
| | 0 hrs | 24 hrs | 48 hrs | 0-24 hrs | 0-48 hrs |
| M. pneumoniae | 6.36x104 | 5.89x104 | 2.43x104 | -0.03 | -0.45 |
| U. urealyticum | 6.74x104 | 5.81x104 | 2.19x104 | -0.08 | -0.53 |
| Test strain | Average recovery using roll plate method (CFU) | | | Log10observed changes (-ve indicate reduction) | |
| | 0 hrs | 24 hrs | 48 hrs | 0-24 hrs | 0-48 hrs |
| M. pneumoniae | 2.97x102 | 2.18x102 | 1.13x102 | -0.13 | -0.42 |
| U. urealyticum | 2.98x102 | 2.11x102 | 9.80x101 | -0.15 | -0.48 |
$^{1}$ Cytomegalovirus recovery in blood; $^{2}$ Cytomegalovirus recovery in urine
Table 3: Recovery of viruses and bacteria at ${20} - {25}^{ \circ }\mathrm{C}$ storage
| Test strain | Average recovery (TCID50/mL) | | | Percent observed changes (-ve indicate reduction) | |
| --- | --- | --- | --- | --- | --- |
| | 0 hrs | 24 hrs | 48 hrs | 0-24 hrs | 0-48 hrs |
| HSV-1 | 3.53x103 | 2.83x103 | 2.14x103 | -21% | -41% |
| HSV-2 | 4.31x103 | 3.49x103 | 2.30x103 | -20% | -48% |
| RSV | 1.29x104 | 1.02x104 | 6.76x103 | -21% | -48% |
| Cytomegalovirus1 | 5.89x103 | 4.71x103 | 3.22x103 | -20% | -45% |
| Cytomegalovirus2 | 5.87x103 | 4.73x103 | 3.07x103 | -20% | -48% |
| Adenovirus | 1.31x105 | 1.05x105 | 7.89x104 | -21% | -41% |
| Parainfluenza 3 | 2.70x104 | 2.15x104 | 1.78x104 | -20% | -35% |
| Flu A | 1.46x104 | 1.17x104 | 9.39x103 | -20% | -38% |
| VZV | 1.25x103 | 1.04x103 | 6.86x102 | -17% | -45% |
| Test strain | Average recovery (IFU/mL) | | | Percent observed changes (-ve indicate reduction) | |
| | 0 hrs | 24 hrs | 48 hrs | 0-24 hrs | 0-48 hrs |
| C.pneumoniae | 3.40x105 | 2.69x105 | 2.09x105 | -21% | -39% |
| Test strain | Average recovery using swab elution method (CFU/mL) | | | Log10observed changes (-ve indicate reduction) | |
| | 0 hrs | 24 hrs | 48 hrs | 0-24 hrs | 0-48 hrs |
| M.pneumoniae | 6.36x104 | 5.92x104 | 2.40x104 | -0.03 | -0.46 |
| U.urealyticum | 6.74x104 | 5.60x104 | 2.04x104 | -0.10 | -0.56 |
| Test strain | Average recovery using roll plate method (CFU) | | | Log10observed changes (-ve indicate reduction) | |
| | 0 hrs | 24 hrs | 48 hrs | 0-24 hrs | 0-48 hrs |
| M.pneumoniae | 2.47x102 | 2.09x102 | 1.03x102 | -0.15 | -0.46 |
| U.urealyticum | 2.98x102 | 1.74x102 | 9.40x101 | -0.23 | -0.50 |
$^{1}$ Cytomegalovirus recovery in blood; $^{2}$ Cytomegalovirus recovery in urine
Conclusion: The KaiBiLi Extended ViralTrans media demonstrated the recovery of tested viruses (HSV-1, HSV-2, RSV, Cytomegalovirus, Adenovirus, Parainfluenza, Flu A, and VZV) and bacteria (C. pneumoniae, M. pneumoniae, and U. urealyticum) at an acceptable rate when stored at $2 - 8^{\circ}\mathrm{C}$ and $20 - 25^{\circ}\mathrm{C}$ up to 48 hours.
K231027 - Page 9 of 10
{9}
7. Assay Cut-Off:
Not Applicable
## B Comparison Studies:
1. Method Comparison with Predicate Device:
Not Applicable
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:
Not Applicable
## 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.
K231027 - Page 10 of 10
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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.