K113249 · Puritan Medical Products, LLC · JSM · Mar 1, 2012 · Microbiology
Device Facts
Record ID
K113249
Device Name
TRANSPORT CULTURE MEDIUM DEVICE
Applicant
Puritan Medical Products, LLC
Product Code
JSM · Microbiology
Decision Date
Mar 1, 2012
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 866.2390
Device Class
Class 1
Indications for Use
Puritan UTM-RT Collection and Transport System is intended for the collection and transport of clinical samples containing viruses, chlamydiae, mycoplasmas and ureaplasmas from the collection site to the testing laboratory. The specimen transported in the Puritan UTM - RT can be used in the laboratory to perform viral, chlamydial, mycoplasmal and ureaplasmal culture.
Device Story
Transport system for clinical samples; consists of conical polypropylene vial containing modified Hank’s balanced salt solution, stabilizers (gelatin, bovine serum albumin, sucrose, glutamic acid, HEPES), antimicrobial agents, and phenol red pH indicator; includes glass beads for specimen processing. Provided with various HydraFlock or polyester tip swabs. Used by clinicians at collection site to collect specimens; transported to laboratory for viral, chlamydial, mycoplasmal, and ureaplasmal culture. Medium maintains pathogen viability and minimizes commensal contamination during storage/transport. Supports clinical decision-making by preserving specimen integrity for downstream diagnostic culture.
Clinical Evidence
Bench testing only. Recovery studies performed on 9 microorganisms (viruses, chlamydiae, mycoplasmas, ureaplasmas) inoculated onto swabs and stored in transport medium for 0, 24, and 48 hours at 4°C and room temperature. Viability assessed via shell vial assay (immunostaining) or CFU enumeration. Results confirmed viability maintenance comparable to predicate. Statistical analysis (ANOVA) showed no clinically significant differences in recovery.
Technological Characteristics
Conical polypropylene vial; high density polyethylene cap; 3-mm glass beads. Medium: Hank’s balanced salt solution, gelatin, bovine serum albumin, sucrose, glutamic acid, HEPES, antimicrobial agents, phenol red. Sterilization: Radiation (ANSI/AAMI/ISO 11137:2006) or Ethylene Oxide (ANSI/AAMI/ISO 11135:2007). Aseptic filling. Swabs: HydraFlock or polyester tips.
Indications for Use
Indicated for collection and transport of clinical samples containing viruses, chlamydiae, mycoplasmas, and ureaplasmas from collection site to laboratory for culture. No specific patient population or contraindications listed.
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.
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# 510(k) SUBSTANTIAL EQUIVALENCE DETERMINATION DECISION SUMMARY
A. 510(k) Number: K113249
B. Purpose for Submission: New device
C. Measurand: Not applicable (N/A).
D. Type of Test: Transport culture medium device
E. Applicant: Puritan Medical Products LLC
F. Proprietary and Established Names: Puritan UTM-RT Collection and Transport System
## G. Regulatory Information:
1. Regulation section: 21 CFR 866.2390, Transport culture medium
2. Product code(s): JSM; Culture media, non-propagating transport LIO; Device, specimen collection
3. Classification: Class: I
4. Panel: 83 Microbiology
## H. Intended Use:
Puritan UTM – RT Collection and Transport System is intended for the collection and transport of clinical samples containing viruses, chlamydiae, mycoplasmas and ureaplasmas from the collection site to the testing laboratory. The specimen transported in the Puritan UTM - RT can be used in the laboratory to perform viral, chlamydial, mycoplasmal and ureaplasmal culture.
### 2. Indication(s) for use:
Puritan UTM – RT Collection and Transport System is intended for the collection and transport of clinical samples containing viruses, chlamydiae, mycoplasmas and ureaplasmas from the collection site to the testing laboratory. The specimen transported in the Puritan UTM - RT can be used in the laboratory to perform viral, chlamydial, mycoplasmal and ureaplasmal culture.
### 3. Special conditions for use statement(s): For prescription use
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4. Special instrument requirements: None
I. Device Description:
Each tube of Puritan UTM – RT consists of modified Hank’s balanced salt solution, gelatin and bovine serum albumin as stabilizers, sucrose, glutamic acid and (4-(2-hydroxyethyl)-1-piperazineethanesulfonic acid) (HEPES). The presence of buffered salts in the medium protects pathogens that are sensitive to pH changes. Gelatin and bovine serum albumin are source of nutrition to support viability of fastidious bacteria during storage and transport. Sucrose aids in the preservation of viruses and chlamydiae when specimens are frozen for prolonged storage. Antimicrobial agents are incorporated to minimize commensal bacterial and fungal contamination. Phenol red is added to act as a pH indicator. Puritan UTM-RT is comprised of a conical polypropylene vial filled with three 3-mm glass beads and 1.5ml or 3 mL of the transport medium, affixed with a high density polyethylene cap. Each unit of Puritan UTM-RT is provided in a peel pouch containing one of the following swab combinations:
- 1ml UTM with ultrafine tip HydraFlock® Swab
- 3ml UTM with one elongated tip HydraFlock® and one ultrafine tip swab
- 3ml UTM with elongated tip HydraFlock® swab
- 3ml UTM with mini-tip HydraFlock® swab, scored shaft
- 3ml UTM with ultrafine HydraFlock® tip swab
- 3ml UTM vial with 2 regular polyester tip swabs, scored shaft
- 3ml UTM vial with regular polyester tip and one wire/plastic shaft with polyester tip
J. Substantial Equivalence Information:
1. Predicate device name(s): Copan (BD) UTM-RT System
2. Predicate 510(k) number(s): K042970
1. Comparison with predicate:
| Similarities | | |
| --- | --- | --- |
| Item | Device | Predicate |
| Intended Use | Puritan UTM – RT is intended for the collection and transport of clinical samples containing viruses, chlamydiae, mycoplasmas and ureaplasmas from the | BD™ Universal Viral Transport System is intended for the collection and transport of clinical specimens containing viruses, chlamydiae, mycoplasmas and ureaplasmas |
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| | collection site to the testing laboratory. The specimen transported in the Puritan UTM - RT can be used in the laboratory to perform viral, chlamydial, mycoplasmal and ureaplasmal culture. | from the collection site to the testing laboratory. This system can be processed using standard clinical laboratory operating procedures for viral, chlamydial, mycoplasmal, and ureaplasmal culture. |
| --- | --- | --- |
| Medium | Hank’s balanced salt solution with additives | Same |
| Product Configuration | Medium in vial with cap | Same |
| | System including Medium and swab in peel pouch option | Same |
| Differences | | |
| Item | Device | Predicate |
| Swab Tip | HydraFlock® Swab (Polyester) | Nylon Flock Swab |
K. Standard/Guidance Document Referenced (if applicable):
1. Quality Control of Microbiological Transport Systems M40-A, Clinical Laboratory and Standards Institute (CLSI), Wayne, PA, 2003.
[The standard was mentioned for informational purpose only. No claims were made]
L. Test Principle: Not applicable
M. Performance Characteristics (if/when applicable):
1. Analytical performance:
Recovery studies: The following viruses were chosen for recovery study:
Adenovirus
Echovirus Type 30
Herpes Simplex Virus Type II
Parainfluenza Type 3
Cytomegalovirus
Herpes Simplex Virus Type I
Influenza A
Respiratory Syncytial Virus
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# Varicella Zoster Virus
Among bacteria, *Chlamydia pneumoniae*, *Chlamydia trachomatis*, *Mycoplasma pneumoniae*, *Mycoplasma hominis*, and *Ureaplasma urealyticum* were used for testing.
The survival and recovery of viruses, chlamydiae, mycoplasmas and ureaplasmas was tested to determine the performance characteristics of Puritan Universal Transport Medium (UTM-RT). Neat stocks of the above microorganisms were prepared for testing. Two different dilutions of the neat stock suspensions were prepared and, from these, 100 $\mu$l were directly inoculated onto swabs in triplicate. The swabs were transferred into the transport medium and held at both $4^{\circ}\mathrm{C}$ and room temperature $(20 - 25^{\circ}\mathrm{C})$ for the required amount of time. At key time points following inoculation (0, 24, and $48\mathrm{h}$ ), each sample was vortexed after which an aliquot of the suspension was inoculated into shell vials or suitable culture media. Viability of viruses and chlamydiae was determined by shell vial assay followed by immunostaining and enumeration of fluorescent foci. The viability of mycoplasmas and ureaplasmas was determined using direct culture methods onto appropriate growth media followed by enumeration of colony forming units (CFU). Cultures were processed by standard laboratory techniques and examined following optimal incubation periods.
The results of the study are presented in Tables 1-3. The results demonstrate the ability of Puritan Medical Products UTM-RT to sustain the viability and recovery of test bacteria and viruses for at least $48\mathrm{h}$ at $4^{\circ}\mathrm{C}$ and room temperature $(20 - 25^{\circ}\mathrm{C})$ . Viability of microorganisms in the Puritan UTM - RT transport system other than the ones listed above was not tested and is not known. It should be validated by the user.
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Table 1- Recovery of Viruses
| Organism | Dilution of Neat Stocka | Percent Infectivity of Host Cells | Storage Time | Incubation Time Prior to Reading | Mean Viability of Test Organism Using Test (Puritan) Device: Foci Countsb with SD | |
| --- | --- | --- | --- | --- | --- | --- |
| | | (% Infectivity) | (Hours) | (Hours) | 4°C | RT |
| Adenovirus | 1:100 | 2% | 0 | | 343 ± 72 | 343 ± 72 |
| | | | 24 | 24 | 550 ± 77 | 434 ± 66 |
| | | | 48 | | 652 ± 143 | 408 ± 89 |
| | 1:500 | 3% | 0 | | 118 ± 78 | 118 ± 78 |
| | | | 24 | 24 | 192 ± 37 | 161 ± 28 |
| | | | 48 | | 145 ± 57 | 47 ± 17 |
| Cytomegalovirus | 1:10 | 100% | 0 | | 751 ± 71 | 751 ± 71 |
| | | | 24 | 24 | 209 ± 26 | 47 ± 3 |
| | | | 48 | | 269 ± 58 | 319 ± 34 |
| | 1:100 | 100% | 0 | | 242 ±7 | 242 ± 7 |
| | | | 24 | 24 | 134 ± 13 | 47 ± 5 |
| | | | 48 | | 86 ± 35 | 207 ± 110 |
| Echovirus Type 30 | 1:100 | 64% | 0 | | 95 ± 52 | 95 ± 52 |
| | | | 24 | 24 | 337 ± 178 | 332 ± 221 |
| | | | 48 | | 454 ± 210 | 605 ± 194 |
| | 1:500 | 100% | 0 | | 63 ± 48 | 63 ± 48 |
| | | | 24 | 24 | 194 ± 134 | 214 ± 108 |
| | | | 48 | | 252 ± 31 | 151 ± 41 |
| Herpes Simplex Type 1 | 1:10 | 6% | 0 | | 207 ± 78 | 207 ± 78 |
| | | | 24 | 24 | 665 ± 189 | 325 ± 107 |
| | | | 48 | | 609 ± 238 | 772 ± 243 |
| | 1:100 | 48% | 0 | | 167 ± 101 | 167 ± 101 |
| | | | 24 | 24 | 89 ± 38 | 72 ± 17 |
| | | | 48 | | 96 ± 14 | 107 ± 35 |
| Herpes Simplex Type 2 | 1:10 | 47% | 0 | | 126 ± 13 | 126 ± 13 |
| | | | 24 | 24 | 51 ± 21 | 85 ± 25 |
| | | | 48 | | 108 ± 32 | 6 ± 3 |
| | 1:100 | 97% | 0 | | 26 ± 6 | 26 ± 6 |
| | | | 24 | 24 | 25 ± 15 | 37 ± 13 |
| | | | 48 | | 17 ± 6 | 8 ± 6 |
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Table 1 Recovery of Viruses (continued)
| Organism | Dilution of Neat Stocka | Percent Infectivity of Host Cells | Storage Time | Incubation Time Prior to Reading | Mean Viability of Test Organism Using Test (Puritan) Device: Foci Countsb with SD | |
| --- | --- | --- | --- | --- | --- | --- |
| | | (% Infectivity) | (Hours) | (Hours) | 4°C | RT |
| Influenza A | 1:50 | 10% | 0 | 24 | 298 ± 86 | 289 ± 86 |
| | | | 24 | | 470 ± 96 | 250 ± 89 |
| | | | 48 | | 173 ± 95 | 93 ± 41 |
| | 1:100 | 12% | 0 | 24 | 186 ± 130 | 186 ± 130 |
| | | | 24 | | 109 ± 56 | 181 ± 117 |
| | | | 48 | | 82 ± 36 | 30 ± 13 |
| Parainfluenza A | 1:10 | 3% | 0 | 48 | 501 ± 116 | 501 ± 116 |
| | | | 24 | | 30 ± 10 | 628 ± 208 |
| | | | 48 | | 101 ± 26 | 107 ± 56 |
| | 1:100 | 25% | 0 | 48 | 358 ± 87 | 358 ± 87 |
| | | | 24 | | 24 ± 10 | 292 ± 60 |
| | | | 48 | | 47 ± 13 | 54 ± 23 |
| Respiratory Syncytial Virus | 1:10 | 76% | 0 | 24 | 140 ± 19 | 140 ± 19 |
| | | | 24 | | 176 ± 20 | 170 ± 14 |
| | | | 48 | | 78 ± 24 | 131 ± 26 |
| | 1:100 | 100% | 0 | 24 | 25 ± 6 | 25 ± 6 |
| | | | 24 | | 74 ± 15 | 62 ± 5 |
| | | | 48 | | 59 ± 19 | 74 ± 4 |
| Varicella-Zoster Virus | 1:10 | 100% | 0 | 24 | 325 ± 91 | 325 ± 91 |
| | | | 24 | | 253 ± 51 | 212 ± 43 |
| | | | 48 | | 33 ± 13 | 117 ± 47 |
| | 1:100 | 100% | 0 | 24 | 132 ± 45 | 132 ± 45 |
| | | | 24 | | 97 ± 12 | 97 ± 3 |
| | | | 48 | | 87 ± 69 | 94 ± 49 |
| aFrom each dilution, 100 μL were inoculated onto test swab tip followed by placement of the swab into the test device containing 3 mL of transport medium | | | | | | |
| bAverage of triplicate tests (± standard deviation) performed on 200 μL of test device medium at each time point; RT, room temperature | | | | | | |
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Table 2- Recovery of Chlamydia
| Organism | Dilution of Neat Stocka | Percent Infectivity of Host Cells | Storage Time | Incubation Time Prior to Reading | Mean Viability of Test Organism Using Test (Puritan) Device: Foci Countsb with SD | |
| --- | --- | --- | --- | --- | --- | --- |
| | | (% Infectivity) | (Hours) | (Hours) | 4°C | RT |
| Chlamydia pneumoniae | 1:10 | 100% | 0 | | 169 ± 33 | 169 ± 33 |
| | | | 24 | 48 | 356 ± 70 | 456 ± 68 |
| | | | 48 | | 301 ± 121 | 345 ± 66 |
| | 1:100 | 100% | 0 | | 65 ± 6 | 65 ± 6 |
| | | | 24 | 48 | 163 ± 25 | 134 ± 35 |
| | | | 48 | | 110 ± 24 | 131 ± 33 |
| Chlamydia trachomatis | 1:10 | 100% | 0 | | 227 ± 63 | 227 ± 63 |
| | | | 24 | 48 | 204 ± 79 | 627 ± 197 |
| | | | 48 | | 184 ± 62 | 234 ± 102 |
| | 1:100 | 100% | 0 | | 73 ± 10 | 73 ± 10 |
| | | | 24 | 48 | 60 ± 12 | 138 ± 50 |
| | | | 48 | | 57 ± 19 | 92 ± 32 |
| aFrom each dilution, 100 μL were inoculated onto test swab tip followed by placement of the swab into the test device containing 3 mL of transport mediumbAverage of triplicate tests (± standard deviation) performed on 200 μL of test device medium at each time point; RT, room temperature | | | | | | |
Table 3- Recovery of Mycoplasma and Ureaplasma
| Organism | Dilution of Neat Stocka | Storage Time | Incubation Time Prior to Reading | Mean Viability of Test Organism Using Test (Puritan) Device: CFU Countsb with SD | |
| --- | --- | --- | --- | --- | --- |
| | | (Hours) | (Days) | 4°C | RT |
| Mycoplasma hominis | 1:500 | 0 | | TNTC | TNTC |
| | | 24 | 3 | TNTC | 34 ± 5 |
| | | 48 | | TNTC | 75 ± 11 |
| | 1:1000 | 0 | | 171 ± 42 | 171 ± 42 |
| | | 24 | 3 | 136 ± 9 | 28 ± 7 |
| | | 48 | | 160 ± 19 | 9 ± 5 |
| Mycoplasma | Neat | 0 | 6 | TNTC | TNTC |
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| pneumoniae | | 24 | | TNTC | TNTC |
| --- | --- | --- | --- | --- | --- |
| | | 48 | | TNTC | 1116 ± 119 |
| | 1:10 | 0 | | 887 ± 334 | 887 ± 334 |
| | | 24 | 6 | 416 ± 177 | 275 ± 62 |
| | | 48 | | 600 ± 303 | 144 ± 53 |
| Ureaplasma urealyticum | 1:500 | 0 | | TNTC | TNTC |
| | | 24 | 5 | TNTC | TNTC |
| | | 48 | | TNTC | TNTC |
| | 1:1000 | 0 | | 811 ± 311 | 811 ± 311 |
| | | 24 | 5 | 893 ± 486 | 775 ± 306 |
| | | 48 | | 611 ± 89 | 486 ± 134 |
| aFrom each dilution, 100 μL were inoculated onto test swab tip followed by placement of the swab into the test device containing 3 mL of transport medium | | | | | |
| bAverage of triplicate tests (± standard deviation) performed on 100 μL of test device medium at each time point; RT, room temperature; TNTC, too numerous to count, defined as 1,000 CFU for M. hominis and 2,000 CFU for M. pneumoniae and U. urealyticum | | | | | |
a. Precision/Reproducibility: Not applicable
b. Linearity/assay reportable range: Not applicable
c. Traceability, Stability, Expected values (controls, calibrators, or methods):
pH Stability: The pH of the test device was measured at predetermined time intervals up to 18 month after the manufacturing date. The test was performed using calibrated pH meter with random samples from three different lots of Puritan UTM-RT. All samples tested were found to maintain pH within the specified target range.
Antibiotics Stability Test: Antibiotics stability of test device was evaluated using three expired lots and a new lot of test device and compared to the predicate device. All products tested demonstrated the ability to control bacterial activities up to 72 hours.
Cytotoxicity: Cytotoxicity testing using an MRC-5 cell line in conjunction with a standard Sulforhodamine B assay demonstrated no cellular toxicity associated with three lots of test devices when statistically compared to negative controls.
Sterilization: All plastic components of Puritan UTM-RT are validated and sterilized following ANSI/AAMI/ISO 11137:2006, Sterilization of health care products-Radiation or by ANSI/AAMI/ISO11135:2007, Sterilization of health care products-ethylene oxide. Puritan UTM-RT tubes are filled aseptically under
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control conditions. Representative samples from each lot of Puritan UTM-RT are tested according to the USP 34 NF, 29:2011, <71>, Sterility Tests.
d. Detection limit: Not applicable
e. Analytical specificity: Not applicable
f. Interfering Substances: Not applicable
g. Assay cut-off: Not applicable
2. Comparison studies:
a. Method comparison with predicate device: Method comparison is not applicable for a transport medium. The performance of the test device is compared to the predicate by analytical studies or bench testing concerning viral and bacterial recovery.
Recovery comparison: For both transport systems, test viruses and bacteria were quantified during 48 hours at the two storage temperatures as described above for tables 1 to 3. Culture recovery data between the test and predicate devices were statistically analyzed and compared. One-way ANOVA demonstrated statistically significant differences (P<0.05) between the two devices under certain conditions. The differences were considered to be the result of normal microbiological variability and thus not significant from a clinical stand point. Qualitative and not quantitative results are most often the critical endpoint in the clinical diagnosis of an infectious agent.
It is concluded that under the conditions of testing the test organisms could be recovered from the new device just as with the comparator thus making it a valid system for the collection, storage, and transport of clinical specimens.
b. Matrix comparison: Not applicable
3. Clinical studies:
a. Clinical Sensitivity: Not applicable
b. Clinical specificity: Not applicable
c. Other clinical supportive data (when a. and b. are not applicable): Not applicable
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4. Clinical cut-off: Not applicable
5. Expected values/Reference range: Not applicable
N. Proposed Labeling: The labeling is sufficient and it satisfies the requirements of 21 CFR Part 809.10.
O. Conclusion: The submitted information in this premarket notification is complete and supports a substantial equivalence decision.
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Part 1 — Search, results, and everyday workflows 16 min
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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.
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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).
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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A lot of people predicated them for a reason. Clicking a node traces parents and children, and selections from search carry over pre-selected.
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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.