RAPIDFRET ORAL FLUID ASSAY FOR THC, THC CALIBRATOR SET, THC CONTROL SET, COLLECTOR
K132096 · Biophor Diagnostics, Inc. · LDJ · Oct 18, 2013 · Clinical Toxicology
Device Facts
Record ID
K132096
Device Name
RAPIDFRET ORAL FLUID ASSAY FOR THC, THC CALIBRATOR SET, THC CONTROL SET, COLLECTOR
Applicant
Biophor Diagnostics, Inc.
Product Code
LDJ · Clinical Toxicology
Decision Date
Oct 18, 2013
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 862.3870
Device Class
Class 2
Indications for Use
The RapidFRET Oral Fluid Assay for THC is a homogeneous time-resolved fluorescence assay that is intended for prescription use in central laboratories only on the RapidFRET Integrated Workstation. The assay is used to perform a qualitative screen for Tetrahydrocannabinol at 4 ng/mL in neat oral fluid samples collected with the RapidEASE Oral Fluid Collector. This assay provides only a preliminary result. To obtain a confirmed analytical result, a more specific alternate chemical method such as GC/MS or LC/MS/MS is required. Professional judgment should be applied to any drug test result, particularly when using preliminary positive results. For In Vitro Diagnostic Use Only. The RapidFRET Oral Fluid THC Calibrator Set and RapidFRET Oral Fluid THC Control Set are intended for use only with the RapidFRET Oral Fluid Assay for THC and samples collected with the RapidEASE Oral Fluid Collector. The cutoff calibrator is used to determine the cutoff level and translate the assay measurement into a positive or negative result. The positive and negative controls are used to monitor laboratory systems, operators, precision, accuracy and assay conditions. For In Vitro Diagnostic Use Only.
Device Story
RapidFRET Oral Fluid Assay is a competitive immunoassay for THC detection in human oral fluid. Input: neat oral fluid collected via RapidEASE Oral Fluid Collector. Principle: FRET-based homogenous system; drug in sample competes with donor-fluorophore-labeled drug for antibody-acceptor-fluorophore binding sites. Binding brings fluorophores into proximity, enabling energy transfer; measured signal is inversely proportional to drug concentration. Used in central laboratories on RapidFRET Integrated Workstation by trained personnel. Output: qualitative screen result (positive/negative) based on 4 ng/mL cutoff. Healthcare providers use preliminary results to guide clinical decision-making, necessitating confirmatory testing via GC/MS or LC/MS/MS. Benefits include rapid preliminary screening for THC in clinical toxicology settings.
Clinical Evidence
Bench testing only. Precision study (n=275 per concentration) showed >97% agreement at 75% and 125% of cutoff. Correlation study (n=236) against MS methods demonstrated 98% positive agreement and 99% negative agreement. Cross-reactivity and specificity evaluated against 167 compounds; six structurally related compounds showed cross-reactivity below 10,000 ng/mL. No interference observed from common substances (foods, dental products, pH variations).
Indicated for qualitative screening of Tetrahydrocannabinol (THC) in neat human oral fluid at a 4 ng/mL cutoff. For prescription use in central laboratories. Requires confirmatory testing by GC/MS or LC/MS/MS for positive results.
Regulatory Classification
Identification
A cannabinoid test system is a device intended to measure any of the cannabinoids, hallucinogenic compounds endogenous to marihuana, in serum, plasma, saliva, and urine. Cannabinoid compounds include delta-9-tetrahydrocannabinol, cannabidiol, cannabinol, and cannabichromene. Measurements obtained by this device are used in the diagnosis and treatment of cannabinoid use or abuse and in monitoring levels of cannabinoids during clinical investigational use.
Special Controls
*Classification.* Class II (special controls). A cannabinoid test system is not exempt if it is intended for any use other than employment or insurance testing or is intended for Federal drug testing programs. The device is exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to the limitations in § 862.9, provided the test system is intended for employment and insurance testing and includes a statement in the labeling that the device is intended solely for use in employment and insurance testing, and does not include devices intended for Federal drug testing programs (*e.g.,* programs run by the Substance Abuse and Mental Health Services Administration (SAMHSA), the Department of Transportation (DOT), and the U.S. military).
Predicate Devices
Thermo Scientific CEDIA® Cannabinoids (THC) OFT Assay (k101744)
Submission Summary (Full Text)
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1
510(k) SUBSTANTIAL EQUIVALENCE DETERMINATION
DECISION SUMMARY
ASSAY ONLY TEMPLATE
A. 510(k) Number:
k132096
B. Purpose for Submission:
New Device
C. Measurand:
Cannabinoids in oral fluid
D. Type of Test:
Qualitative enzyme immunoassay
E. Applicant:
Biophor Diagnostics, Inc.
F. Proprietary and Established Names:
RapidFRET Oral Fluid Assay for THC
RapidFRET Oral Fluid THC Calibrator Set
RapidFRET Oral Fluid THC Control Set
G. Regulatory Information:
1. Regulation section:
862.3870, Cannabinoid test system
862.3200, Clinical toxicology calibrator
862.3280, Clinical toxicology control material
2. Classification:
Class II
Class II
Class I, reserved
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3. Product code:
LDJ, enzyme immunoassay, cannabinoids
DKB, calibrator, drug mixture
DIF, drug mixture control materials
4. Panel:
Toxicology (91)
H. Intended Use:
1. Intended use(s):
See Indications for Use below.
2. Indication(s) for use:
The RapidFRET Oral Fluid Assay for THC is a homogeneous time-resolved fluorescence assay that is intended for prescription use in central laboratories only on the RapidFRET Integrated Workstation. The assay is used to perform a qualitative screen for Tetrahydrocannabinol at 4 ng/mL in neat oral fluid samples collected with the RapidEASE Oral Fluid Collector. This assay provides only a preliminary result. To obtain a confirmed analytical result, a more specific alternate chemical method such as GC/MS or LC/MS/MS is required. Professional judgment should be applied to any drug test result, particularly when using preliminary positive results. For In Vitro Diagnostic Use Only.
The RapidFRET Oral Fluid THC Calibrator Set and RapidFRET Oral Fluid THC Control Set are intended for use only with the RapidFRET Oral Fluid Assay for THC and samples collected with the RapidEASE Oral Fluid Collector. The cutoff calibrator is used to determine the cutoff level and translate the assay measurement into a positive or negative result. The positive and negative controls are used to monitor laboratory systems, operators, precision, accuracy and assay conditions. For In Vitro Diagnostic Use Only.
3. Special conditions for use statement(s):
For prescription use in central laboratories only.
The assay is not designated for use in point-of-care settings.
4. Special instrument requirements:
For use with the RapidFRET Integrated Workstation instrument
I. Device Description:
The RapidFRET Oral Fluid THC Assay consists of THC Acceptor Reagent (Reagent A)
2
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which is a THC antibody conjugated to an acceptor fluorophore in buffer with preservative; THC Donor Reagent (Reagent B) which is a donor fluorophore conjugated to THC drug derivative in buffer with preservative; and Matrix Blank Reagent which is an acceptor reagent without added antibody or acceptor fluorophore. The assay kit also includes 96-well microtiter plates. RapidEASE Oral Fluid Collectors are used exclusively with the RapidFRET Oral Fluid THC Assay to collect saliva samples by direct expectoration. They are sold separately and consist of individually wrapped and labeled collectors including a sample adapter, sample tube, sealing cap and shipping pouch.
Controls: The Rapid FRET Negative and Positive controls are synthetic oral fluid based buffers and are ready to use. The controls are prepared at 50% and 150% of the negative/positive cutoff, 2 ng/mL and 6 ng/mL, respectively.
Calibrators: The RapidFRET Oral Fluid Calibrators are synthetic oral fluid based buffered solutions that are ready to use and consist of a Negative Calibrator (0 ng/mL) and a Cutoff Calibrator (4 ng/mL).
J. Substantial Equivalence Information:
1. Predicate device name(s): Thermo Scientific CEDIA Cannabinoids (THC) OFT Assay
2. Predicate 510(k) number(s): k101744
3. Comparison with predicate:
| Similarities | | |
| --- | --- | --- |
| Item | Device RapidFRET Oral Fluid THC | Predicate Thermo THC OFT Assay (k101744) |
| Indications for Use | Qualitative determination of THC in human oral fluid | Same |
| Methodology | Homogenous competitive immunoassay | Same |
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| Differences | | |
| --- | --- | --- |
| Item | Device
RapidFRET Oral Fluid THC | Predicate
Thermo THC OFT Assay
(k101744) |
| Neat Oral Fluid Cutoff Level | 4 ng/mL neat oral fluid | 3 ng/mL neat oral fluid |
| Platform | RapidFRET Integrated Workstation | MGC240 analyzer |
| Sample Collection | Oral fluid is collected with the RapidEASE Oral Fluid Collector via direct expectoration. No diluent is used and sample is stored in glass sample tube with inert screw cap. | Oral fluid is collected with the Oral-Eze Saliva Collection System. This device uses an absorbent swab and diluent. Sample is stored in plastic tube with snap cap. |
| Controls and Calibrator Levels | Calibrators are available at 0 ng/mL and 4 mg/mL. Controls are available at 2 ng/mL and 6 ng/mL. | Calibrators are available at 0 ng/mL, 1 ng/mL, and 10 ng/mL. |
## K. Standard/Guidance Document Referenced (if applicable):
None referenced
## L. Test Principle:
The RapidFRET Oral Fluid Assay for THC is an in vitro diagnostic competitive immunoassay used to detect THC in human oral fluid. This is a ready-to-use homogenous system that involves energy transfer between an acceptor fluorophore labeled to an antibody and a donor fluorophore labeled to drug. The assay is based on competition between drug in the sample and drug labeled with the donor fluorophore for a fixed number of binding sites on the antibody reagent. When acceptor and donor fluorophores are brought into close proximity through a binding event, energy transfer occurs. The fluorescence resonance energy transfer (FRET) signal is measured at the wavelength of the acceptor fluorophore and is inversely proportional to the amount of drug in the sample. A Cutoff Calibrator is used to translate the sample measurement into a positive or negative result. Controls are used to establish and monitor precision and accuracy.
## M. Performance Characteristics (if/when applicable):
1. Analytical performance:
All performance testing of the RapidFRET Oral Fluid Assay for THC was performed on the RapidFRET Integrated Workstation.
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# a. Precision/Reproducibility:
Three lots of the RapidFRET THC were analyzed, four times daily, over 43 days total with 22 data collection days. Negative oral fluid pools were spiked with NIST weight traceable THC standards at $0\%$ , $+/-25\%$ , $+/-50\%$ , $+/-75\%$ , at the cutoff and at $+100\%$ of the cutoff.
Representative data from lot 1 is summarized below. The percentage of negative and positive results was consistent across the three lots tested. Two professional laboratory operators were used to collect this data. Results are summarized below.
Precision Results Summary by Data Points
| Analyte | Concentration | Number of Determinations | Number of Negative results | Number of Positive results |
| --- | --- | --- | --- | --- |
| THC | 0% | 84 | 84 | 0 |
| THC | -75% | 84 | 84 | 0 |
| THC | -50% | 84 | 84 | 0 |
| THC | -25% | 84 | 84 | 0 |
| THC | Cutoff | 84 | 17 | 67 |
| THC | +25% | 84 | 1 | 83 |
| THC | +50% | 84 | 0 | 84 |
| THC | +75% | 84 | 0 | 84 |
| THC | +100% | 84 | 0 | 84 |
# b. Linearity/assay reportable range:
Not Applicable. This is a qualitative assay
# c. Traceability, Stability, Expected values (controls, calibrators, or methods):
# Traceability:
The cutoff calibrators and controls are prepared by spiking known concentrations of THC into synthetic oral fluid to obtain the cutoff level of the calibrator and the positive and negative controls. The negative calibrator is drug free synthetic oral fluid. Calibrators and controls are prepared from $\Delta 9$ -Tetrahydrocannabinol from a commercial vendor that uses NIST traceable weights and specific assays such as HPLC and GC/MS to confirm drug levels.
# Value Assignment-Calibrators and Controls
Calibrator and control lots are value assigned during the manufacturing process in two stages. During the first stage following bottling and labeling, new lots are assayed against at least one previously accepted, released and unexpired Calibrator and Control lot using RapidFRET reagents. Results are qualitatively evaluated for
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performance relative to the previously accepted lots. During the second stage, each new manufactured lot of Calibrator (Cutoff only) or Control (POS and NEG) is quantitatively confirmed by MS based method for target analyte concentration. Protocols and acceptance criteria were reviewed and found to be acceptable.
## Stability-Calibrators and Controls
Real-time stability studies were conducted on multiple lots of calibrators and controls. The stability protocol was reviewed and found acceptable. The testing supports the stability at 2-8° C for 12 months for closed vial and 30 days for open vial for both the RapidFret Oral Fluid THC Calibrator Set and RapidFret Oral Fluid THC Control Set.
## Shipment Stability:
Neat oral fluid pool was spiked with THC to 0%, +/-25%, +/- 50%, +/- 75%, 100%, of cutoff. Each spike was processed through a RapidEASE Oral Fluid Collection device to mimic actual collection process as close as possible. Aliquots were stored and handled according to the collector insert. Samples were shipped at ambient temperature from California to Maine and back again multiple times. Samples were assayed using the RapidFRET Oral Fluid Assay for THC before and after each shipment. At various time points, aliquots were reserved and analyzed quantitatively by a MS based method. During the 17 day study, temperatures ranged from approximately 4-30 °C and the relative humidity (RH) ranged from 7% to 100%. Recoveries comparing pre-shipping concentrations vs. post-shipping concentrations ranged from 90.1% to 107.7%.
## Sample Storage and Stability:
Conditions for oral fluid sample handling and storage was evaluated by spiking oral fluid samples with THC from 0 ng/mL to 8 ng/mL in approximately 1 ng/mL increments. Samples were processed through RapidEASE oral fluid collection devices and stored under various conditions including room temperature, refrigerated (2-8° C) and frozen (-10 to -25° C). Samples were periodically sampled and analyzed by RapidFRET and mass spectrometry. For each storage condition two sets of spikes of 9 levels each were prepared and analyzed in tandem. Recovery for refrigerated samples ranged from 91.5% to 100%, and for frozen samples ranged from 108% to 114%. Samples are stable for up to 7 days at room temperature, up to 21 days at 2-8° C, and up to six months at -10 to -25° C.
Sample Recovery Study
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A sample recovery study was performed in which approximately 6.0 mL of neat, human oral fluid pool was aliquoted into glass tubes and spiked with THC to concentrations ranging from approximately 0% of cutoff (0 ng/mL) to 200% cutoff (8 ng/mL) in five replicates for each spike level. Approximately half of the volume of each of these samples were then processed through a RapidEASE Collector to mimic real life use. Both the Pre-RapidEASE and Post-RapidEASE sample for each spike level were confirmed for THC concentration by mass spectrometry. Recovery ranged from 98.7% to 103.4% for all of the THC concentrations. Results are summarized in the table below:
| Target (ng/mL) | Pre - RapidEASE Measured Value Mean (ng/mL) | Post - RapidEASE Measured Value Mean (ng/mL) | Percent Recovery |
| --- | --- | --- | --- |
| 0.0 | none detected | none detected | N/A |
| 1.0 | 0.91 | 0.91 | 99.6% |
| 2.0 | 2.09 | 2.11 | 101.3% |
| 3.0 | 3.07 | 3.10 | 100.9% |
| 4.0 | 4.13 | 4.20 | 101.6% |
| 5.0 | 5.15 | 5.26 | 102.1% |
| 6.0 | 6.49 | 6.56 | 101.0% |
| 7.0 | 7.19 | 7.43 | 103.4% |
| 8.0 | 8.46 | 8.36 | 98.7% |
d. Detection limit:
Not applicable. This is a qualitative assay.
e. Analytical specificity:
The sponsor performed studies to evaluate the effects of structurally related and structurally unrelated compounds. Results are summarized below.
Structurally Related Compounds
Those compounds that caused a false reading were titrated until a true result was obtained. The concentration (ng/mL) of cross-reactant that gives a response equivalent to the cutoff is presented in the table below.
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| Compound | Concentration Equivalent to the cutoff (ng/mL) | Percent cross-reactivity |
| --- | --- | --- |
| 11-Hydroxy-d9-THC | 10 | 40% |
| Cannabidiol | 6400 | 0.6% |
| Cannabinol | 8 | 50% |
| d8-THC | 46 | 8.7% |
| d8-THC Acid | 4 | 100% |
| d9-THC Acid | 6 | 67% |
## Structurally Unrelated Compounds
Potential interference from structurally unrelated compounds was tested by spiking the potentially interfering compound into human oral fluid drug controls having drug concentration at +/- 50% of the cutoff. No cross-reactivity was observed with the following structurally related compounds when tested up to a concentration of 30,000 ng/mL. No negative or positive interference was seen in this study
| Compound | Compound | Compound |
| --- | --- | --- |
| (-) Ephedrine | Dexbrompheniramine | Methylphenidate |
| (-) Epinephrine | Dextromethorphan | Morphine |
| (+) Brompheniramine | D-Glucose | Morphine-3bDG |
| (+) Chlorpheniramine | Diacetylmorphine (Heroin) | Nalorphine |
| (+) Naproxen | Diazepam | Naloxone |
| (+/-) Chlorpheniramine | Dihydrocodeine | Naltrexone |
| (+/-) Epinephrine | Dihydrobupropion | Niacinamide |
| Isoprenaline | Diphenhydramine | Nicotine |
| (+/-) Methadone | Diphenylhydantoin | Nitrazepam |
| (+/-)Pseudoephedrine | d-Methamphetamine | N-Methylephedrine |
| (R,2R) Psedudoephedine | Dopamine | Norcocaine |
| 4-Aminophenylsulfone | Doxepin | Nordiazepam |
| 4-Dimethylaminoantipyrine | Doxylamine | Norketamine |
| 4-Hydroxy-PCP | d-Propoxyphene | Normorphine |
| 6-Monoacetylmorphine | Ecgonine | Norpropoxyphene |
| Acetaminophen | Ecgonine methyl ester | Nortriptyline |
| Acetylsalicylic acid | EDDP | O-desmethylvenlafaxine |
| Alprazolam | Erythromycin | Oxalic acid |
| Amitriptyline | Ethylmorphine | Oxazepam |
| Amobarbital | Fenfluramine | Oxycodone |
| Ampicillin | Fentanyl | Oxymorphone |
| Aprobarbital | Fenoprofen | Pantoprazole |
| Ascorbic acid | Flunitrazepam | PCM (PCP Analog) |
| Aspartame | Fluoxetine | Phenothiazine |
| Atropine | Flurazepam | Phentermine |
| Benzodioxolylbutanamine | Furosemide | Pentobarbital |
| Benzocaine | Gentisic Acid | Penicillin G |
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| Benzoylecgonine | Glipizide | Pentazocine |
| --- | --- | --- |
| | Guaiacol glycerol | Phenylpropanolamine |
| Bromazepam | Hydrocodone | Phenethylamine |
| Buprenorphine | Hydromorphone | PMA |
| Buproprion | Hydroxy-buproprion | PMMA |
| Butabarbital | Ibuprofen | Prazepam |
| Butalbital | Imipramine | Primidone |
| Caffeine | Isoxsuprine | Procaine |
| Carbamazepine | Ketamine | Procainamide |
| Chlordiazepoxide | l-Amphetamine | Promethazine |
| Chloroquine | Levorphanol | Protriptyline |
| Chlorothiazide | Lidocaine | Quetiapine |
| Chlorpromazine | l-Methamphetamine | Quinidine |
| Clobazam | Loperamide | Ranitidine |
| Clonazepam | Lorazepam | Rifampin |
| Clomipramine | l-Phenylalanine | Secobarbital |
| Clonazepam | l-Phenylephrine | Sulindac |
| Clorazepate | LSD | Theophylline |
| Cocaethylene | Maprotiline | Thioridazine |
| Cocaine | MBDB | Tramadol |
| Codeine | MDA | Triazolam |
| Cotinine | MDE | Trifluoperazine |
| Creatine | MDMA | Trimethobenzamide |
| Cyclizine | Medazepam | Trimipramine |
| Cyclobenzaprine | Meperidine | Tyramine |
| d-Amphetamine | Mephentermine | Venlafaxine |
| d-Ephedrine | Methadol | |
| Desipramine | Methaqualone | |
## Potential Interferents and Common Substances
The sponsor also evaluated the effects of endogenous substances, pH, and food, drinks, medications, and tobacco products that may be present in oral fluid samples. Human oral fluid drug controls having drug concentration at +/- 50% of the cutoff were spiked with the substances at the concentrations listed below. No negative or positive interference was seen in this study.
| Compound | Neat Oral Fluid Concentration |
| --- | --- |
| Human Serum Albumin (HSA) | 1.0 mg/mL |
| Alcohol (Ethanol) | 1% v/v |
| Baking Soda | 6% w/v |
| Whole Blood | 0.4% v/v |
| Hemoglobin | 0.5mg/mL |
| Hydrogen Peroxide, OTC (3%) | 6% v/v |
| Sodium Chloride | 18 ng/mL |
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| pH 5,6,7,8,9 | N/A |
| --- | --- |
| Cholesterol | 45 ng/mL |
| Denture Adhesive | 0.6% w/v |
| Ascorbic Acid | 1 mg/mL |
| Bilirubin | 150 ug/mL |
| IgA | 0.1 mg/mL |
| IgG | 0.5 mg/mL |
| IgM | 0.1 mg/mL |
| Antiseptic Mouthwash | 1 oz. |
| Cough Syrup | 1 teaspoon |
| Cranberry Juice | 6 oz. |
| Orange Juice | 8 oz. |
| Tooth Paste | 1 gram |
| Cigarettes | 1 cigarette |
| Chewing Tobacco | 1 gram |
| Chewing Gum | 1 piece |
| Hard Candy | 1 piece |
| Teeth Whitening Strips | 2 strips |
| Cola | 12 oz. |
| Water | 6 oz. |
| Antacid | 2x500 mg tablets |
| Coffee | 8 oz. |
| Tea | 8 oz. |
f. Assay cut-off:
Characterization of how the device performs analytically around the claimed cutoff concentration appears in the precision section, M.1.a. above.
2. Comparison studies:
a. Method comparison with predicate device:
Neat oral fluid was collected with the RapidEASE Oral Fluid Collector from volunteers potentially positive and negative for THC. Samples were handled according to RapidEASE protocols including 7 days at ambient temperature (including shipping), refrigerated up to 30 days and the frozen at $-10^{\circ}\mathrm{C}$ to $-25^{\circ}\mathrm{C}$ until testing. A total of 236 samples were randomized and blind to the instrument operator and assayed using the RapidFRET THC reagents and the comparative method GC/MS. Of the sample population, 122 (52%) contained no THC, 114 (48%) contained detectable amounts of THC with 26 samples (23%) containing THC levels near the cutoff. The results are summarized in the table below.
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| | Negative
As determined by the predicate device or less than half the cutoff concentration by GC/MS analysis | Near Cutoff Negative
Between 50% below the cutoff and the cutoff concentration | Near Cutoff Positive
Between the cutoff and 50% above the cutoff concentration | High Positive
greater than 50% above the cutoff concentration |
| --- | --- | --- | --- | --- |
| Positive | 0 | 2* | 7 | 84 |
| Negative | 126 | 15 | 2§ | 0 |
*Samples contained 3.4 and 3.7 ng/mL THC. §Samples contained 4.5 and 4.6 ng/mL THC.
Agreement among positives is 97% (91/93)
Agreement among negatives is 98% (139/141)
b. Matrix comparison:
Not applicable. Oral fluid is the only acceptable matrix.
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.
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.
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O. Conclusion:
The submitted information in this premarket notification is complete and supports a substantial equivalence decision.
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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.