NOVA MAX ONE BLOOD GLUCOSE MONITOR, NOVA MAX ONE BLOOD GLUCOSE TEST STRIPS
K112638 · Nova Biomedical Corporation · NBW · Mar 9, 2012 · Clinical Chemistry
Device Facts
Record ID
K112638
Device Name
NOVA MAX ONE BLOOD GLUCOSE MONITOR, NOVA MAX ONE BLOOD GLUCOSE TEST STRIPS
Applicant
Nova Biomedical Corporation
Product Code
NBW · Clinical Chemistry
Decision Date
Mar 9, 2012
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 862.1345
Device Class
Class 2
Attributes
Pediatric
Indications for Use
The Nova Max One Blood Glucose Monitor is intended to be used for the quantitative measurement of glucose in fresh capillary whole blood. It is intended for single-patient home use and should not be used for testing multiple patients. It is intended for self testing outside the body by people with diabetes mellitus as an aid to monitor the effectiveness of diabetes control. The Nova Max One Blood Glucose Monitor is specifically indicated for the quantitative measurement of glucose in fresh whole blood capillary samples obtained from the fingertip or alternative site testing (AST) on the forearm. AST on the forearm can be used only during steady-state blood glucose conditions. It is not intended for the diagnosis of or screening for diabetes, and it is not intended for use on newborns. Nova Max One Glucose Test Strips are intended for use only with the Nova Max One Blood Glucose Monitor for quantitative tests. The Glucose Monitor is intended to quantitatively measure glucose (sugar) in fresh capillary whole blood obtained from the finger tip or alternative site testing (AST) on the forearm. AST can be used only during steady-state blood glucose conditions. The Glucose Monitor is calibrated to provide plasma equivalent results to laboratory methods. Nova Max One Glucose Test Strips are for testing outside the body (in vitro diagnostic use only). The Monitor should only be used by a single user in the home and should not be shared by users. It is not intended for the diagnosis of or screening for diabetes, and it is not intended for use on newborns. Nova Max Control Solutions are intended for use with the Nova Max Blood Glucose Monitoring Systems as a quality control check to verify the accuracy of blood glucose test results. There are three levels of controls, (Levels 1, 2, 3).
Device Story
Nova Max One Blood Glucose Monitoring System; quantitative measurement of glucose in capillary whole blood. Input: 0.4 μL fresh capillary blood sample applied to test strip. Principle: Amperometric assay using glucose dehydrogenase (GDH-FAD) enzyme; electrons liberated by reaction transferred via mediator to meter; current integrated over 4 seconds to generate charge proportional to glucose concentration. Output: Digital glucose concentration (mg/dL) displayed on meter. Used in home setting by single patient. Healthcare provider uses output to assess diabetes control effectiveness. Benefits: Enables patient self-monitoring of blood glucose levels.
Clinical Evidence
Laboratory and clinical studies conducted with healthcare professionals and lay users. Results demonstrated that lay users obtain blood glucose measurements substantially equivalent to current methods. No specific sensitivity/specificity metrics provided in summary.
Technological Characteristics
Electrochemical coulometric sensor; GDH-FAD enzyme chemistry. Hand-held form factor; 3-volt coin cell battery power. Non-volatile data storage. No user calibration coding required. Connectivity/interoperability not specified.
Indications for Use
Indicated for quantitative measurement of glucose in fresh capillary whole blood from fingertip or forearm (AST) in people with diabetes mellitus to monitor diabetes control. Not for neonates, diagnosis, or screening. Contraindicated for dehydrated, hypotensive, shock, or hyperglycemic-hyperosmolar state patients. Not for critically ill patients.
Regulatory Classification
Identification
A glucose test system is a device intended to measure glucose quantitatively in blood and other body fluids. Glucose measurements are used in the diagnosis and treatment of carbohydrate metabolism disorders including diabetes mellitus, neonatal hypoglycemia, and idiopathic hypoglycemia, and of pancreatic islet cell carcinoma.
Special Controls
*Classification.* Class II (special controls). The device, when it is solely intended for use as a drink to test glucose tolerance, is exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to the limitations in § 862.9.
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# 510(k) SUBSTANTIAL EQUIVALENCE DETERMINATION DECISION SUMMARY ASSAY AND INSTRUMENT COMBINATION TEMPLATE
A. 510(k) Number:
k112638
B. Purpose for Submission:
New device
C. Measurand:
Capillary whole blood glucose
D. Type of Test:
Whole blood glucose concentration through a quantitative amperometric assay (GDH-FAD)
E. Applicant:
Nova Biomedical Corporation
F. Proprietary and Established Names:
Nova Max One Blood Glucose Monitoring System
G. Regulatory Information:
1. Regulation section:
21 CFR § 862.1345 Glucose Test System
21 CFR 862.1660, Quality Control Material (assayed and unassayed)
2. Classification:
Class II (assay) and Class I, reserved (controls)
3. Product code:
NBW, Blood Glucose Test System, Over-the-Counter
LFR, Glucose Dehydrogenase
JJX, Single (specified) analyte controls (assayed and unassayed)
4. Panel:
Clinical Chemistry (75)
H. Intended Use:
1. Intended use(s):
See indication for use below.
2. Indication(s) for use:
The Nova Max One Blood Glucose Monitor is intended to be used for the quantitative measurement of glucose in capillary whole blood. It is intended for
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single-patient home use and should not be used for testing multiple patients. It is intended for self testing outside the body by people with diabetes mellitus as an aid to monitor the effectiveness of diabetes control. The Nova Max One Blood Glucose Monitor is specifically indicated for the quantitative measurement of glucose in fresh whole blood capillary samples obtained from the fingertip or alternative site testing (AST) on the forearm. AST on the forearm can be used only during steady-state blood glucose conditions. It is not intended for the diagnosis of or screening for diabetes, and it is not intended for use on neonates.
The Nova Max One Blood Glucose Test Strips are intended for use only with the Nova Max One Blood Glucose Monitor for quantitative tests. The Glucose monitor is intended to quantitatively measure glucose (sugar) in fresh capillary whole blood obtained from the finger tip or alternative site testing (AST) on the forearm. AST can be used only during steady-state blood glucose conditions. The Glucose Monitor is calibrated to provide plasma equivalent results to laboratory methods. The Nova Max One Blood Glucose Test Strips are for testing outside the body (in vitro diagnostic use only). The monitor should only be used by a single user in the home and should not be shared by users. It is not intended for the diagnosis of or screening for diabetes, and it is not intended for use on neonates.
Nova Max Control Solutions are intended for use with the Nova Max Blood Glucose Monitoring Systems as a quality control check to verify the accuracy of blood glucose test results. There are three levels of controls, (Levels 1, 2, 3).
3. Special conditions for use statement(s):
- For over-the-counter use.
- Not intended for the diagnosis or screening for diabetes mellitus.
- Not intended for use on neonates.
- For in vitro diagnostic use only.
- Not for use on patients who are dehydrated, hypotensive, in shock, or for individuals in hyperglycemic-hyperosmolar state, with or without ketosis.
- Critically ill patients should not be tested with a blood glucose meter.
- The meter and its accessories are for use by a single person.
- Alternative site testing should not be used for calibrating continuous glucose monitors, nor for insulin dosing calculations
4. Special instrument requirements:
Nova Max One Blood Glucose Monitor
I. Device Description:
The Nova Max One Glucose Monitoring System Kit contains the following:
- Nova Max One Blood Glucose Monitor
- 10 Nova Max One Test Strips
- Battery (3V Cell)
- Nova Max One Quick Reference Guide
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- Nova Max One Owner's Guide
- Nova Max One Log Book
- Nova Sureflex Lancing Device with Alternate Site Testing Cap
- 10 Lancets, 30 gauge
- Nova Max Glucose Control Solution, Level 2
- Warranty Card
- Day Case
Offered separately:
- Nova Max Glucose Control Solutions: Level 1, 2 and 3
- 50 Nova Max One Test Strips (2 vials of 25)
J. Substantial Equivalence Information:
1. Predicate device name(s):
Nova Max Blood Glucose Monitor
2. Predicate k number(s):
k070255
3. Comparison with predicate:
| Item | Nova Max One Blood Glucose Monitor System | Nova Max Blood Glucose Monitor System (k070255) |
| --- | --- | --- |
| Similarities | | |
| Intended use | Intended to be used for the quantitative measurement of glucose in fresh capillary whole blood. It is intended for self testing outside the body by people with diabetes mellitus as an aid to monitor the effectiveness of diabetes control. | Same |
| Operating principle | Coulometric Electro-chemical sensor | Same |
| Test range | 20 to 600 mg/dL | Same |
| Hematocrit | 25% to 60% | Same |
| Coding | None | Same |
| Control solutions | 3 level liquid control solutions | Same |
| Differences | | |
| Enzyme | Glucose Dehydrogenase-FAD | Glucose Oxidase |
| Sample size | 0.4 μL | 0.3 μL |
| Sample sites | Fingertip and forearm | Fingertip, forearm and palm |
| Analysis time | 4 seconds | 5 seconds |
| Intended users | Over-the-counter, Single patient use | Over-the-counter and healthcare professional |
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K. Standard/Guidance Document Referenced (if applicable):
None were referenced
L. Test Principle:
The Nova Max One Glucose Monitor measures glucose electrochemically. The glucose biosensor is capable of recognizing the glucose present in whole blood or control solutions by virtue of the glucose specificity of the enzyme glucose dehydrogenase (GDH) present on the glucose test strip. The electrons liberated by this reaction are transferred via a co-factor and mediator to the meter where they are read as a small electrical current. The current is integrated over the analysis time to generate charge which is directly proportional to the level of the glucose in the applied sample.
M. Performance Characteristics (if/when applicable):
1. Analytical performance:
a. Precision/Reproducibility:
Day-to-day precision was evaluated using 3 levels of aqueous glucose control solutions (33-53 mg/dL, 77-104 mg/dL and 232-313 mg/dL), 3 lots of test strips and 2 meters. Each level was tested twice daily for 20 days on each meter for a total of 80 tests per glucose level per lot of test strips. The results are summarized below:
Day-to-day:
| Lot | Mean (n=80) | SD | Mean (n=80) | CV% | Mean (n=80) | CV% |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 43.0 | 2.0 | 91.6 | 3.0 | 272.3 | 2.3 |
| 2 | 43.1 | 1.8 | 91.4 | 2.8 | 275.6 | 2.7 |
| 3 | 43.0 | 2.6 | 91.5 | 3.1 | 270.2 | 1.9 |
The within-run precision study was performed using venous whole blood samples spiked to create 5 concentration levels of blood glucose (50-100 mg/dL, 100-200 mg/dL, 200-300 mg/dL, 300-400 mg/dL and 500-600 mg/dL). Three lots of test strips and 5 meters were used in the study, with 4 tests performed on each meter for a total of 20 tests per blood glucose level per test strip lot. The results are summarized below:
Within run
| Lot | Mean (n=20) | SD | Mean (n=20) | CV% | Mean (n=20) | CV% | Mean (n=20) | CV% | Mean (n=20) | CV% |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 71.9 | 3.6 | 158.0 | 2.8 | 234.5 | 2.9 | 337.1 | 4.0 | 548.7 | 2.5 |
| 2 | 73.1 | 2.9 | 157.8 | 3.6 | 234.5 | 3.2 | 342.2 | 2.6 | 540.7 | 3.0 |
| 3 | 73.0 | 3.7 | 157.9 | 3.2 | 235.5 | 2.5 | 338.6 | 3.1 | 547.4 | 2.2 |
The sponsor also evaluated the within-run precision of the device using 3 levels of aqueous glucose control solutions (33-53 mg/dL, 77-104 mg/dL and 232-313 mg/dL). The results are summarized below:
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Within-run
| Lot | Mean (n=20) | SD | Mean (n=20) | CV% | Mean (n=20) | CV% |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 42.5 | 2.3 | 92.5 | 2.6 | 272.2 | 1.8 |
| 2 | 43.1 | 2.4 | 92.5 | 2.3 | 270.2 | 2.2 |
| 3 | 42.5 | 2.7 | 91.7 | 2.3 | 270.8 | 2.2 |
b. Linearity/assay reportable range:
The sponsor performed linearity studies using venous whole blood samples with 7 levels of blood glucose (15-30 mg/dL, 40-60 mg/dL, 80-110 mg/dL, 180-210 mg/dL, 280-310 mg/dL, 480-510 and 570-620 mg/dL) covering the measuring range (18 to 605 mg/dL) of the proposed device. Three lots of test strips and 5 meters were used in the study with 2 tests per glucose level per lot performed on each meter. The YSI-2300 glucose analyzer was used as the reference method. Linear regression analysis for each test strip lot is summarized below:
Lot 1 $y = 1.0023x - 0.2922, r^2 = 0.9995$
Lot 2 $y = 1.0012x - 0.2569, r^2 = 0.9997$
Lot 3 $y = 1.0007x - 0.3039, r^2 = 0.9997$
The sponsor claims that the device is linear from $20 - 600\mathrm{mg / dL}$ . The measuring range of the device is $20 - 600\mathrm{mg / dL}$ .
c. Traceability, Stability, Expected values (controls, calibrators, or methods): The glucose measurements are traceable to D-glucose (NIST SRM 917B).
The control solutions are identical in composition to those cleared under k070255. The only difference is that they have been renamed to Nova Max Control Solutions (Levels 1, 2, 3).
Stability Studies: The sponsor performed stability studies for the test strips. The protocols and acceptance criteria were reviewed and found to be acceptable. The sponsor claims a closed-vial (shelf life) of 24 months when strips are stored at 15 to $30^{\circ}\mathrm{C}$ and open-vial stability of 90 days when strips are stored at 15 to $30^{\circ}\mathrm{C}$ .
d. Detection limit: See linearity study.
e. Analytical specificity:
The sponsor performed interference studies using spiked venous whole blood samples at three glucose concentrations (50 - 100, 250 - 350 and 450 - 550 mg/dL). Each potential interfering substance was evaluated at 2 concentrations at each glucose level along with the corresponding control (undosed) sample. Each sample was tested once on 5 meters. The sponsor defined no interference if the bias (difference between the dosed sample and
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the control sample) was ≤ 10%. The results of the study are summarized below:
| Substance | Maximum Test Concentration (mg/dL) | Concentration at which interference was observed (mg/dL) |
| --- | --- | --- |
| Acetaminophen | 10 | none |
| Ascorbic Acid | 5 | none |
| Bilirubin | 15 | none |
| Cholesterol | 500 | none |
| Captopril | 20 | none |
| Creatinine | 6 | none |
| Dopamine | 2 | none |
| Ephedrine | 5.4 | none |
| D(+) Galactose | 300 | none |
| Ibuprofen | 48 | none |
| L-Dopa | 5 | none |
| Maltose | 300 | none |
| Methyl Dopa | 1 | none |
| N-acetylcysteine | 10 | 10 |
| Salicylate | 30 | none |
| Tetracycline | 30 | none |
| Tolazamide | 5 | none |
| Tolbutamide | 45 | none |
| Triglyceride | 750 | none |
| Uric Acid | 20 | 10.5 |
The sponsor included the following limitation in the labeling: Therapeutic levels of n-acetylcysteine and elevated uric acid may affect results.
f. Assay cut-off: Not applicable
2. Comparison studies:
a. Method comparison: The sponsor conducted a combined accuracy and consumer study. Testing was performed with trained operators and a total of 201 lay-users. Each lay user participant performed one finger lancing and one forearm lancing and tested their blood on the proposed device following the instructions of the proposed device's labeling. A trained operator then performed a second fingerstick and a forearm lancing and tested the blood on the proposed device. Venous blood was also collected and measured on a YSI analyzer. The total range of samples tested was 39 to 569 mg/dL. Linear regression results are presented below:
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Fingerstick:
| | Slope | Intercept | R |
| --- | --- | --- | --- |
| Professional vs YSI | 0.963 | 1.917 | 0.99565 |
| Lay user vs. YSI | 0.966 | 1.562 | 0.99472 |
Forearm :
| | Slope | Intercept | R |
| --- | --- | --- | --- |
| Professional vs YSI | 0.957 | 0.318 | 0.98848 |
| Lay user vs. YSI | 0.977 | 0.011 | 0.98810 |
The study results met the ISO 15197 accuracy criteria where ninety-five percent (95%) of the individual glucose results fell within $\pm 15\mathrm{mg/dL}$ of the YSI results at glucose concentrations $< 75\mathrm{mg/dL}$ and within $\pm 20\%$ at glucose concentrations $\geq 75\mathrm{mg/dL}$.
The following tables summarize the fingerstick data:
For glucose concentrations $< 75\mathrm{mg / dL}$
| | within ± 5 mg/dL | within ± 10 mg/dL | within ± 15 mg/dL |
| --- | --- | --- | --- |
| Professionals | 16/26 (62%) | 25/26 (96%) | 26/26 (100%) |
| Lay user | 16/26 (62%) | 24/26 (92%) | 26/26 (100%) |
For glucose concentrations $\geq 75\mathrm{mg / dL}$
| | within ± 5 % | within ± 10 % | Within ± 15 % | within ± 20 % |
| --- | --- | --- | --- | --- |
| Professionals | 95/175 (55%) | 160/175 (91%) | 174/175 (99%) | 175/175 (100%) |
| Lay user | 100/175 (57%) | 164/175 (94%) | 175/175 (100%) | 175/175 (100%) |
The following tables summarize the forearm data:
For glucose concentrations $< 75\mathrm{mg / dL}$
| | within ± 5 mg/dL | within ± 10 mg/dL | within ± 15 mg/dL |
| --- | --- | --- | --- |
| Professionals | 8/26 (31%) | 22/26 (85%) | 26/26 (100%) |
| Lay user | 10/26 (38%) | 22/26 (85%) | 26/26 (100%) |
For glucose concentrations $\geq 75\mathrm{mg / dL}$
| | within ± 5 % | within ± 10 % | Within ± 15 % | within ± 20 % |
| --- | --- | --- | --- | --- |
| Professionals | 74/175 (42%) | 130/175 (74%) | 155/175 (89%) | 168/175 (96%) |
| Lay user | 74/175 (42%) | 128/175 (73%) | 165/175 (94%) | 172/175 (98%) |
b. Matrix comparison: Not applicable
3. Clinical studies:
a. Clinical Sensitivity: Not applicable
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b. Clinical specificity:
Not applicable
c. Other clinical supportive data (when a. and b. are not applicable):
Not applicable
4. Clinical cut-off:
Not applicable
5. Expected values/Reference range:
In the labeling the sponsor provides the following expected values and reference citation:
The normal fasting adult blood glucose value for a person without diabetes is <100 mg/dL. One to two hours after meals normal blood glucose levels should be less than 140 mg/dL.
Reference: American Diabetes Association, Clinical Practice Recommendations. (2010). Diabetes Care, Vol 33, Supplement 1, p S1-S100.
N. Instrument Name:
Nova Max One Blood Glucose Monitor
O. Systems Descriptions:
1. Modes of Operation:
Each test strip is single use and must be replaced with a new strip for additional readings.
Does the applicant’s device contain the ability to transmit data to a computer, webserver, or mobile device?
Yes ☐ or No ☑
Does the applicant’s device transmit data to a computer, webserver, or mobile device using wireless transmission?
Yes ☐ or No ☑
2. Software:
FDA reviewed applicant’s Hazard Analysis and software development processes for this line of product types:
Yes ☑ or No ☐
3. Specimen Identification:
There is no sample identification function with this device. Samples are applied directly to the test strip as they are collected.
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4. Specimen Sampling and Handling:
Fresh capillary whole blood testing only.
5. Calibration:
Calibration is performed by the manufacturer and does not need to be performed by the end user. The meter does not require coding.
6. Quality Control:
The sponsor has three levels of control solutions (level 2 control solution is included with the kit). When a test strip is inserted into the meter, each control can be measured by following the instructions for “Running Control Solution” provided in the user’s manual. An acceptable range for each control level is printed on the test strip vial label. If the test results fall outside the range printed on the test strip vial, the user is instructed to contact Customer Service (available 24 hours a day, 7 days a week).
P. Other Supportive Instrument Performance Characteristics Data Not Covered In The “Performance Characteristics” Section above:
Infection control: This device is intended for single-patient use. Disinfection efficacy studies (viral efficacy studies) were performed by an outside service to evaluate the virus elimination effectiveness of disinfecting wipes in preventing the spread of bloodborne pathogens, particularly hepatitis B virus (HBV). Specifically, Clorox Germicidal Wipes (EPA registration #67619-12) were validated demonstrating complete inactivation of live virus. The sponsor also performed robustness studies and demonstrated that there was no change in the performance or the external materials of the meters after 1095 cleaning and disinfection cycles designed to simulate 3 years of weekly cleaning and disinfecting. The sponsor also performed robustness studies and demonstrated that there was no deterioration in the performance or the external materials of the lancing device following 300 cleaning and disinfection cycles designed to simulate 3 years of weekly cleaning and disinfecting. Labeling has been reviewed for adequate instructions in validated cleaning and disinfection procedures.
Hematocrit Study:
A study to evaluate the effect of hematocrit was conducted on samples with 4 glucose concentrations (50-80 mg/dL, 100-150 mg/dL, 250 to 350 mg/dL and 450-550 mg/dL) at 11 hematocrit levels from 20% to 70% (with hematocrit increasing in 5% increments). Each glucose level/hematocrit combination was tested in duplicate on 5 meters using 3 lots of test strips. Results of samples at each hematocrit level were compared to the corresponding YSI value. The sponsor claims a hematocrit range of 25 to 65%. The study protocol and data were found adequate to support the sponsor’s claim.
Altitude study: An altitude study was performed in an altitude simulation chamber with venous blood samples with 3 glucose concentrations (50-100 mg/dL, 200-300
9
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mg/dL and 450-550 mg/dL) using 3 meters and 3 lots of test strips. The study protocol and data were reviewed and found to be adequate. The sponsor claims that an altitude up to 10,000 feet does not affect the test results of the proposed device.
**Sample volume study**: Sample volume studies were conducted with venous blood samples (45-65 mg/dL, 80-120 mg/dL, 200-250 mg/dL and 450-550 mg/dL) spanning the measuring range of the proposed device using 4 meters and 3 lots of test strips. The sponsor evaluated the following sample volumes: 0.30μl, 0.35μl, 0.40μl, 0.45μl and 0.50μl. The study protocol and data across the entire measuring range were provided and found adequate to support the sponsor's claim that a minimum of 0.40μl of sample volume are required for this system.
**Test system operating conditions**: Temperature and humidity studies were conducted with venous blood samples (50-100 mg/dL, 200-300 mg/dL and 450-550 mg/dL) and aqueous control solutions (levels 1, 2 and 3) spanning the measuring range of the proposed device using 5 meters and 3 lots of test strips. The sponsor evaluated the following environmental conditions, 5°C and 10% relative humidity (RH), 25°C and 50% RH and 50°C and 90% RH. A subsequent study was performed with venous blood samples (45-65 mg/dL, 75-100 mg/dL, 200-300 mg/dL and 450-550 mg/dL) and aqueous control solutions (level 1, 2 and 3) spanning the measuring range of the proposed device using 5 meters and 3 lots of test strips. The sponsor evaluated the following environmental conditions, 5°C and 90% RH, 25°C and 50% RH and 50°C and 10% RH. The study protocol and data across the entire measuring range were provided and found to be adequate.
**Electromagnetic compatibility (EMC) and electrical safety testing**: EMC testing was evaluated and certified by The Compliance Management Group.
**Readability assessment**: The sponsor performed a readability assessment of the labeling and states that the owner's guide, strip insert and control insert are written at the 8th grade level or below based on Flesch-Kincaid Readability Assessment.
**Q. Proposed Labeling**:
The labeling is sufficient and it satisfies the requirements of 21 CFR Part 809.10.
**R. Conclusion**:
The submitted information in this premarket notification is complete and supports a substantial equivalence decision.
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Click Show Chart and segment by regulation number (or product code) to see which regulations dominate your result set. Clicking a regulation takes you into the regulations tree. Great for spotting that most matches are, say, hardware laparoscopic devices — a cue to go back and filter.
How do you see which regulations dominate a search result set?
Click "Show Chart" and segment by Regulation Number. Clicking a regulation takes you to the regulations tree.
9. The predicate graph
Open the Predicates tab for a family-tree view of predicate relationships. Click a node to trace its parents and children; selections from search carry over pre-selected. Commonly predicated devices are worth reading — a lot of people predicated them for a reason. The visual lineage is also handy on client calls, e.g. to show how a predicate family evolved and justify why your predicate still holds.
In the predicate graph, why are commonly predicated devices worth reading?
A lot of people predicated them for a reason. Clicking a node traces parents and children, and selections from search carry over pre-selected.
10. Embeddings: the galaxy map
The Embeddings tab plots every matching document in a 2-D "galaxy map" where semantically similar devices cluster together. Hover or click clusters to explore, and let AI label the clusters for you. Embeddings beat product codes for grouping: two devices can carry different product codes (LLZ vs. QIH) yet do the same thing — the embedding captures the meaning of the intended use and device story. This is also exactly how retrieval-augmented generation (RAG) works under the hood, and it makes a great visual on client calls.
Try it yourself
Head to the search page and work through a few of these AI/ML fuzzy searches to build intuition: perivascular fat on CT · aortic valve calcification opportunistic screening on noncontrast CT · breast cancer prediction on digital pathology slides · autism detection · gestational age prediction · a hearing aid that can also detect a pulse · foundation model based analysis of ECG · large language models · penetration test. Watch how the relevance scores, intended use, and AI Performance tables tell you when results stop being meaningful.