Retrospective clinical stool samples from hospital patients
Retrospective clinical samples were used to evaluate the clinical sensitivity and specificity of the Uni-Gold Giardia test against microscopy methods (DFA, Wheatley's Stain, and Iron Hematoxylin Stain).
Retrospective clinical performance evaluation; Retrospective observational study
Patients presenting with gastrointestinal symptoms (pediatric to adult); Sample Size: 567; Number of Sites: 3
DFA microscopy
Clinical sensitivity and specificity
Non-fluorescent microscopy comparison; Retrospective observational study
Patients presenting with gastrointestinal symptoms; Sample Size: 326 (67 at site 2, 259 at site 3); Number of Sites: 2
Wheatley's Stain and Iron Hematoxylin Stain
Positive Percent Agreement (PPA) and Negative Percent Agreement (NPA)
Indications for Use
Trinity Biotech Uni-Gold™ Giardia is a single use rapid immunoassay for the qualitative detection of Giardia lamblia (G. lamblia) antigens in human stool specimens. This test is intended for use with patients with gastrointestinal symptoms as an aid in the diagnosis of suspected Giardia gastrointestinal infections. As with other Giardia tests, results should be considered in conjunction with the clinical evaluation and medical history. For In-Vitro Diagnostic use.
Device Story
Uni-Gold™ Giardia is a single-use, lateral flow, double-antibody sandwich immunoassay for qualitative detection of Giardia lamblia antigen in human stool. Input: stool specimen (fresh, frozen, or preserved in formalin, SAF, Cary Blair, or C&S medium) diluted in buffer. Operation: specimen migrates through a conjugate pad containing red latex particles coated with goat anti-Giardia antibodies; if antigen is present, an immune complex forms. This complex binds to mouse anti-Giardia antibodies immobilized on a nitrocellulose membrane test line, creating a visible pink/red band. A control line (rabbit anti-goat IgG) confirms proper device function. Used in clinical settings; performed by laboratory technicians. Output: visual qualitative result (presence/absence of band) read at 15 minutes. Results assist clinicians in diagnosing Giardia infections when combined with patient history and clinical evaluation.
Clinical Evidence
Evaluated using 567 retrospective and 378 prospective stool samples. Retrospective study compared to DFA microscopy (n=241) showing 100% sensitivity (95% CI 95-100%) and 100% specificity (95% CI 97-100%). Additional retrospective comparisons against Wheatley's Stain (n=67) and Iron Hematoxylin Stain (n=259) showed 100% PPA and 100% NPA. Prospective study (n=378) showed 100% specificity (95% CI 99-100%) against DFA microscopy. No positive samples were encountered in the prospective cohort.
Technological Characteristics
Lateral flow immunoassay; nitrocellulose membrane; red latex microsphere conjugate. Dimensions: 5mm x 60mm. Manual visual readout. Compatible with fresh, frozen, 10% formalin, SAF, Cary-Blair, and C&S transport media. No electronic components or software.
Indications for Use
Indicated for qualitative detection of Giardia lamblia antigens in human stool specimens from patients of all ages (pediatric to adult) presenting with gastrointestinal symptoms to aid in the diagnosis of suspected Giardia infections.
Regulatory Classification
Identification
Entamoeba histolytica serological reagents are devices that consist of antigens and antisera used in serological tests to identify antibodies to Entamoeba histolytica in serum. Additionally, some of these reagents consist of antisera conjugated with a fluorescent dye (immunofluorescent reagents) used to identify Entamoeba histolytica directly from clinical specimens. The identification aids in the diagnosis of amebiasis caused by the microscopic protozoan parasite Entamoeba histolytica and provides epidemiological information on diseases caused by this parasite. The parasite may invade the skin, liver, intestines, lungs, and diaphragm, causing disease conditions such as indolent ulcers, an amebic hepatitis, amebic dysentery, and pulmonary lesions.
Special Controls
*Classification.* Class II (special controls). The device is exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to § 866.9.
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1
# 510(k) SUBSTANTIAL EQUIVALENCE DETERMINATION DECISION SUMMARY
A. 510(k) Number:
K120001
B. Purpose for Submission:
To obtain a substantial equivalence determination for a new device
C. Measurand:
Giardia lamblia antigens
D. Type of Test:
Lateral flow immunoassay
E. Applicant:
Trinity Biotech
F. Proprietary and Established Names:
UniGold™ Giardia
G. Regulatory Information:
1. Regulation section:
21 CFR 866.3220 Entamoeba histolytica serological reagents
2. Classification:
Class II
3. Product code:
MHI - Giardia spp.
4. Panel:
83 Microbiology
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H. Intended Use:
1. Intended use(s):
Trinity Biotech Uni-Gold™ Giardia is a single use rapid immunoassay for the qualitative detection of *Giardia lamblia* (*G. lamblia*) antigens in human stool specimens. This test is intended for use with patients with gastrointestinal symptoms as an aid in the diagnosis of suspected *Giardia* gastrointestinal infections. As with other *Giardia* tests, results should be considered in conjunction with the clinical evaluation and medical history. For In-Vitro Diagnostic use.
2. Indication(s) for use:
Trinity Biotech Uni-Gold™ Giardia is a single use rapid immunoassay for the qualitative detection of *Giardia lamblia* (*G. lamblia*) antigens in human stool specimens. This test is intended for use with patients with gastrointestinal symptoms as an aid in the diagnosis of suspected *Giardia* gastrointestinal infections. As with other *Giardia* tests, results should be considered in conjunction with the clinical evaluation and medical history. For In-Vitro Diagnostic use.
3. Special conditions for use statement(s):
For prescription use only
4. Special instrument requirements:
Not applicable
I. Device Description:
The Trinity Biotech Uni-Gold™ Giardia test strip (5mm x 60mm) combines a nitrocellulose membrane with designated fiber pads (conjugate, sample and absorbent). The test strip is placed into a plastic housing and is sealed constituting the Test Device. The test strip consists of A) Mouse anti-*Giardia lamblia* antibody coated onto the Test Line region, B) Rabbit anti-goat IgG antibody coated onto the Control Line region, C) Goat anti-*Giardia lamblia* antibodies and Goat IgG antibodies conjugated to red latex particles and dried onto the inert glass fiber conjugate pad which is positioned on the test strip below the nitrocellulose zone. The housing contains a window where the diluted stool sample is added (Sample Well) and a window above where the results are read in 15 minutes.
J. Substantial Equivalence Information:
1. Predicate device name(s):
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Remel Xpect® Giardia Lateral Flow Assay
2. Predicate 510(k) number(s):
K031942
3. Comparison with predicate:
| Similarities | | |
| --- | --- | --- |
| Item | Device | Predicate |
| | Trinity Biotech UniGold™ Giardia | Remel Xpect™ Giardia Lateral Flow Assay |
| Intended Use | Detection of Giardia lamblia antigens in human stool specimens | Detection of Giardia antigens in preserved and unpreserved fecal specimens |
| Technology | Qualitative immunochromatographic assay | Qualitative immunochromatographic assay |
| Specimen Type | Human stool samples, unpreserved: fresh/frozen, preserved: 10% formalin, SAF, or Cary-Blair Transport Medium | Human stool samples, unpreserved: fresh/frozen, preserved: 10% formalin, SAF, or Cary-Blair Transport Medium |
| Reading Method | Visual | Visual |
| Test time | 15 minutes | 15 minutes |
| Differences | | |
| --- | --- | --- |
| Item | Device | Predicate |
| | Trinity Biotech UniGold™ Giardia | Remel Xpect™ Giardia Lateral Flow Assay |
| Conjugate antibodies | Goat anti-Giardia, Goat IgG antibodies | Mouse anti-Giardia monoclonal, Normal Mouse IgG antibodies |
| Conjugate material | Red latex conjugated antibodies dried on a conjugate pad. | Dark blue polystyrene microparticles coated with antibodies and diluted in buffer. |
| Capture antibodies on membrane | Mouse anti-Giardia lamblia “Test Line”; Rabbit anti-Goat IgG “Control Line” | Rabbit anti-Giardia antibody “Test Line”; Goat anti-mouse IgG “Control Line” |
| Membrane material | Nitrocellulose | Mylar-backed nitrocellulose |
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| Differences | | |
| --- | --- | --- |
| Item | Device | Predicate |
| Sample volume | 100 μL | 2 drops ~ 40-60 μL |
## K. Standard/Guidance Document Referenced (if applicable):
CLSI M28-A2 Procedures for the Recovery and Identification of Parasites from the Intestinal Tract
## L. Test Principle:
A buffered solution is added to a dilution tube followed by the addition of two drops of the stool specimen via a disposable pipette. This mixture is then dispensed in total into the sample well of the lateral flow cartridge device with a dropper pipette. The mixture migrates through a pad containing red latex microspheres that have been coated with an antibody specific for the Giardia antigen.
When Giardia antigens are present in the sample they combine with the antibody/red latex conjugate. As this complex migrates it binds to the antibodies in the test region of the device forming a visible pink/red band.
Excess red latex conjugate forms a second pink/red band in the control region of the device. The control line should always appear as a visible pink/red band in the control region of the device to indicate that the test device is functioning correctly.
## M. Performance Characteristics (if/when applicable):
### 1. Analytical performance:
#### a. Precision/Reproducibility:
Reproducibility was assessed at three sites using a blind coded sample panel with varying amounts of Giardia cysts spiked into negative human stool matrix. The panel consisted of two low positive, two high positive, and two negative samples. The panels were tested in two runs at each site by two operators each day for five days. Each site ran positive and negative controls for each day of testing. Reproducibility was 100%.
Additional in-house studies were conducted to demonstrate performance near the assay cutoff and to demonstrate repeatability across lots. A panel of low positive, moderate positive, and high negative samples were tested in quadruplicate in two runs by two operators each day for five days.
Repeatability in this study was 100%. Lot-to-lot repeatability across three lots was evaluated with a panel of ten positive and ten negative samples, and also with a panel of five positive and two negative samples run in triplicate. Lot-to-lot repeatability was 100%. The reproducibility and repeatability study
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results are acceptable.
b. Linearity/assay reportable range:
Not applicable
c. Traceability, Stability, Expected values (controls, calibrators, or methods):
Controls:
Good Laboratory Practice recommends the use of control specimens to ensure proper device performance at least once daily. Uni-Gold™ Giardia Controls are available separately for use only with Uni-Gold™ Giardia. These controls are used to verify correct device performance, operator procedure and result interpretation. The positive control will produce a reactive test result and the negative control will produce a non-reactive test result as described in the package insert.
It is recommended that positive and negative controls are run
- By all new operators performing testing on patient specimens
- With each new kit lot and whenever a new shipment of test kits is received
- At periodic intervals as specified in the laboratory Quality Assurance program
Uni-Gold™ Giardia Controls must give the expected reactive or non-reactive results; otherwise the test results are not valid and the test must be repeated.
Sample stability:
Giardia cysts were spiked into human stool samples in the following fixative and transport medium types: 10% formalin, SAF, Cary Blair, C&S, or fresh (unpreserved). Negative samples were also prepared in each medium type. The samples were stored under different temperature conditions as described below and tested at various time points during storage. All samples produced the expected positive or negative results. The data supports the following sample storage parameters:
| Fresh stool | 48 hours at 2-8°C |
| --- | --- |
| Frozen Stool | 2 months at -20°C |
| Cary Blair or C&S transport media | 7 days at 2-8°C |
| Cary Blair or C&S transport media | 2 months at -20°C |
| 10% formalin or SAF fixed stool | 2 months at 2-30°C |
A multiple freeze/thaw study was also conducted with negative and positive spiked fresh stool samples. All samples produced the expected results in the study. Multiple freeze/thaw cycles should be avoided.
High-dose hook effect:
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High levels of Giardia cysts were spiked into negative human stool matrix, serially diluted, and then tested. High cyst concentrations produced the expected positive results in the Uni-Gold Giardia and did not produce a high-dose hook effect.
d. Detection limit:
The limit of detection was determined by spiking purified Giardia cysts quantified by DFA microscopy into negative human stool samples. The samples were serially diluted and three replicates from each dilution were tested with the Uni-Gold Giardia to determine the concentration that produced a positive result 95% of the time. A limit of detection concentration of 254 cysts/mL was confirmed by testing an additional 20 replicates.
e. Analytical specificity:
Cross reactivity:
No cross reactivity was observed with samples containing the following microorganisms:
| Adenovirus serotype 3 | Coronavirus OC43 | Iodamoeba butschlii |
| --- | --- | --- |
| Adenovirus serotype 5 | Coxsackievirus | Isospora sp. |
| Adenovirus serotype 7 | Cryptosporidium parvum | Klebsiella pneumoniae |
| Adenovirus serotype 41 | Cyclspora cayetanensis | Microsporidia |
| Adenovirus serotype 40 | Cytomegalovirus (CMV) | Salmonella typhimurium |
| Aeromonas hydrophila | Dientamoeba fragilis | Shigella dysenteriae |
| Ascaris lumbricoides | Diphyllobothrium latum | Shigella flexneri |
| Bacteroides fragilis | Echovirus 20 | Shigella sonnei |
| Bacillus cereus | Endolimax nana | Staphylococcus aureus |
| Bacillus subtilis | Entamoeba coli | S. aureus (Cowan's) |
| Blastocystis hominis | Entamoeba hartmanni | Staphylococcus epidermidis |
| Campylobacter coli | Entamoeba histolytica | Strongyloides stercoralis |
| Campylobacter fetus | Enterobius vermicularis | Taenia sp. |
| Campylobacter jejuni | Enterococcus faecalis | Trichurius trichiura |
| Candida albicans | Escherichia coli | Vibrio parahaemolyticus |
| Chilomastix mesnili | Escherichia coli 0157H7 | Yersinia enterocolitica |
| Clostridium difficile | Hookworm | |
| C. biffermentans | Hymenolepis nana | |
Cross reactivity to E. dispar was not evaluated.
Cross reactivity study results are acceptable.
Interference study:
The following substances did not interfere with positive or negative results when tested in spiked human stool samples at the following concentrations:
Human blood (20% v/v), Mucin (10% w/v), Stool fat (Triglycerides 0.14mg/ml or Stearic Acid 20% v/v), Pepto-Bismol (Bismuth) (20% v/v), Imodium A-D (Loperamide HCl) (20% v/v), Kaopectate (Attapugite) (20%
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v/v), Vancomycin (0.6mg/ml), K-Y jelly (0.289mg/ml), Vasoline (0.22mg/ml), Condom lubricant (1.716mg/ml), Maalox (magnesium hydroxide, calcium carbonate) (20% v/v), Tagamet (Cimetidine) (2.0x10⁻² mg/ml), Pepsid (Famotidine) (6.0x10⁻⁴ mg/ml), Zantac (Ranitidine) (6.0x10⁻³ mg/ml), Prilosec (Omeprazole) (6.0x10⁻³ mg/ml), Nitrazoxanide (6.96x10⁻³ mg/ml), Atovaquone (0.031mg/ml), Azithromycin (1.2x10⁻² mg/ml), Metronidazole (0.12mg/ml), Paromomycin (0.42mg/ml), Trimethoprim-sulfamethoxazole (TRM 0.04mg/ml & Sulf 0.4mg/ml).
Interference study results are acceptable.
f. Assay cut-off:
Not applicable
2. Comparison studies:
a. Method comparison with predicate device:
The Uni-Gold Giardia was compared to a commercially available lateral flow test on 267 retrospective stool samples in the following stool matrix types: unpreserved frozen (42), C&S (15), SAF (139), and formalin (71). The percent agreement of the Uni-Gold Giardia versus the comparator device was as follows:
| Site 1 | | Comparator Device | |
| --- | --- | --- | --- |
| | | + | - |
| Uni-Gold Giardia | + | 26 | 3* |
| | - | 0 | 48 |
PPA: 100% (26/26)
NPA: 94.1% (48/51)
| Site 2 | | Comparator Device | |
| --- | --- | --- | --- |
| | | + | - |
| Uni-Gold Giardia | + | 51 | 0 |
| | - | 0 | 49 |
PPA: 100% (51/51)
NPA: 100% (49/49)
| Site 3 | | Comparator Device | |
| --- | --- | --- | --- |
| | | + | - |
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8
| Uni-Gold | + | 54 | 6** |
| --- | --- | --- | --- |
| Giardia | - | 0 | 30 |
PPA: 100% (54/54)
NPA: 83.3% (30/36)
*At Site 1, the three samples that tested positive on Uni-Gold Giardia and negative on the comparator device were positive by DFA microscopy in agreement with the Uni-Gold Giardia result.
**At Site 3, the six samples that tested positive on Uni-Gold Giardia and negative on the comparator device were positive by Iron Hematoxylin stain microscopy in agreement with the Uni-Gold Giardia result.
b. Matrix comparison:
See sample stability results in section M1c above.
3. Clinical studies:
The clinical performance of the Uni-Gold Giardia was evaluated on 567 retrospective stool samples at three external laboratories and on 378 prospective stool samples at a fourth external laboratory.
a. Clinical Sensitivity:
Retrospective study:
The sensitivity and specificity of the test was compared to DFA microscopy with retrospective samples at sites 1 and 2 as shown in the following tables:
| Site 1 | | DFA Microscopy | |
| --- | --- | --- | --- |
| | | + | - |
| Uni-Gold | + | 37 | 0 |
| Giardia | - | 0 | 117 |
| Site 2 | | DFA Microscopy | |
| --- | --- | --- | --- |
| | | + | - |
| Uni-Gold | + | 54 | 0 |
| Giardia | - | 0 | 33 |
| Total | | DFA Microscopy | |
| --- | --- | --- | --- |
| | | + | - |
| Uni-Gold | + | 91 | 0 |
| Giardia | - | 0 | 150 |
{8}
Sensitivity: 100% (91/91), 95% CI 95 - 100%
Specificity: 100% (150/150), 95% CI 97 - 100%
The positive samples were tested in the following matrix types: formalin (48), SAF (13), unpreserved frozen (17), Cary Blair (3), and C&S (10). The negative samples were tested in the following matrix types: formalin (42), SAF (70), unpreserved frozen (25), Cary Blair (3), and C&S (10)
## Additional retrospective studies
Performance of the test was compared to non-fluorescent microscopy (staining) at two external laboratories. At site 2, 67 retrospective samples were evaluated and demonstrated a Positive Percent Agreement (PPA) of 100% (22/22) and a Negative Percent Agreement (NPA) of 100% (45/45) versus Wheatley's Stain. At site 3, 259 retrospective samples were evaluated and demonstrated a PPA of 100% (60/60) and a NPA of 100% (199/199) versus Iron Hematoxylin Stain.
## Prospective study
Test performance was compared against DFA microscopy at site 4 with 378 prospective samples in the following stool sample types: fresh (153), frozen (45), 10% formalin (45), SAF (45), C&S (45), and Cary Blair (45). Due to infection prevalence, no positive samples were encountered during this study.
| Site 4 | | DFA Microscopy | |
| --- | --- | --- | --- |
| | | + | - |
| Uni-Gold | + | 0 | 0 |
| Giardia | - | 0 | 378 |
Specificity: 100% (378/378) 95% CI 99 - 100%
b. Clinical specificity:
See section M3a.
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:
The performance of the Uni-Gold Giardia Test Kit was evaluated at four external
{9}
laboratories. Samples were collected from Hospitals throughout the US and Canada and consisted of both male and female patients, of all ages from pediatric to adult, who presented with gastrointestinal symptoms. The retrospective study included 173 positive samples and 394 negative samples confirmed by microscopy. The prospective study included 378 samples which were subsequently confirmed negative by microscopy. There were no differences observed in clinical performance between males or females, or between pediatric or adult populations.
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.
10
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Part 1 — Search, results, and everyday workflows 16 min
Part 2 — Embeddings: the galaxy map 3 min
1. Search: exact and fuzzy
Type a phrase like "coronary artery calcification" into the search box. You get two kinds of results. Exact results match the literal phrase — prefix searches work ("coronary artery calcificati") but suffix searches do not. Fuzzy results match on the meaning and intent of your phrase rather than the exact words, and are sorted by relevance score. Hover over the Exact or Fuzzy badge on any row to see exactly why it matched.
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Exact vs. fuzzy search: what's the difference?
Exact matches on the literal phrase (prefix search works, suffix does not). Fuzzy matches on the meaning and intent of the phrase rather than the exact words. Hover over the badge on any row to see why it matched.
You search "coronary artery calcification" and want only software devices with AI. What two filters do you apply?
Narrow by SaMD (software-only devices), then narrow by AI/ML (devices with AI).
2. The results table
Scroll right in the results table. The intended use is extracted for you — no need to open the PDF. The device story gives a high-level snapshot of what the device does and how it's used. The AI Performance sub-table shows each output name, acceptance criteria, observed values, and development/test dataset descriptions — the same format Innolitics uses for regulatory strategy outputs, and the fastest high-level fingerprint of an AI device. It is AI-generated but has been very reliable in practice.
Where do you find a device's intended use without opening the PDF?
Scroll right in the search results table. The intended use column is extracted for you; no need to dig into the 510(k) summary PDF.
What does the AI Performance sub-table show, and why is it useful?
Output name, acceptance criteria, observed values, development dataset description, and test dataset description. It's the same format we use for regulatory strategy output and Fast 510(k) input, and the fastest high-level fingerprint of an AI device. AI-generated but reliable in practice.
3. Judging fuzzy relevance
Fuzzy results trail off in relevance as you scroll. Use three signals to decide how far down to go: the fuzzy badge explanations, the intended use column, and whether your target output (e.g., Cobb angle) still appears in the AI Performance sub-table. Once it stops appearing, you're past the relevant zone. A top hit with a low score (~0.4) and a stretched explanation is a hint the closest predicates are far away — the project may be headed for De Novo. Note the fuzzy search is a pattern match: it doesn't handle negation ("not") well, and hardware devices can appear — filter by SaMD/AI ML to cut them.
How do you judge how far down fuzzy search results to go?
Use the relevancy signals: the fuzzy badge explanations, the intended use column, and whether the target output (e.g., Cobb angle) still appears in the AI Performance sub-table. Once it stops appearing, results are trailing off in relevancy.
4. Device detail page: chat and citations
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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.
6. Collections
With rows selected, go to the Collections tab and create a labeled collection (e.g., "Cobb Angle Project"). Reload that selection any time — before a client call, pull up the collection and ask questions across all of its devices at once.
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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.