The DxA 5000 is a high-speed, modular, automated sample handling system that performs preanalytical and post-analytical sample processing and storage. The automation system also sorts, routes, and presents sample tubes to analyzers for analysis. The DxA 5000 also consolidates a variety of analytical instruments, such as an Immunoassay analyzer, into a unified workstation on a track system.
Device Story
The DxA 5000 is a high-throughput laboratory automation system that integrates pre- and post-analytical sample processing with analytical instruments. It identifies, tracks, centrifuges, decaps, routes, and stores sample tubes via a track system. It presents tubes to the UniCel DxI 800 Access Immunoassay System, which performs quantitative chemiluminescent immunoassays. The DxI 800 uses paramagnetic particle solid-phase technology and chemiluminescent detection to measure analyte concentrations. The system is operated by laboratory personnel in a clinical setting. The automation system improves workflow efficiency by consolidating analytical instruments into a unified workstation. The output is quantitative analyte concentration data, which assists clinicians in diagnosing and treating conditions related to iron metabolism, folate deficiency, and thyroid function.
Clinical Evidence
No clinical data. Bench testing included a method comparison study evaluating 96-114 patient samples per analyte (Ferritin, Folate, TSH, Vitamin B12) processed by both the DxA 5000 and the predicate Power Processor. Results showed high correlation (R=0.981-0.999) and slopes near 1.0, confirming comparable performance.
Technological Characteristics
Modular, track-based laboratory automation system. Features include laser-based liquid level detection, barcode-based sample identification, and touch-screen console interfaces. Connectivity via LIS/Remisol software. Supports multiple tube sizes and refrigerated/non-refrigerated storage. Software runs on Microsoft Windows embedded Standard 7 (64-Bit).
Indications for Use
Indicated for use in clinical laboratories as a high-speed, modular, automated sample handling system for pre-analytical and post-analytical processing, sorting, routing, and presentation of human serum, plasma, and red blood cell samples to connected analytical instruments for the quantitative or qualitative determination of analytes including ferritin, folate, TSH, and vitamin B12.
Regulatory Classification
Identification
A vitamin B12 test system is a device intended to measure vitamin B12 in serum, plasma, and urine. Measurements obtained by this device are used in the diagnosis and treatment of anemias of gastrointestinal malabsorption.
Predicate Devices
Power Processor Sample Processing System With Generic Connections (K110413)
UniCel DxI 800 Access Immunoassay System (K023764)
Submission Summary (Full Text)
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Food and Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993-0002
www.fda.gov
# 510(k) SUBSTANTIAL EQUIVALENCE DETERMINATION DECISION SUMMARY
ASSAY AND INSTRUMENT
## I Background Information:
A 510(k) Number
K190298
B Applicant
Beckman Coulter Biomedical GmbH
C Proprietary and Established Names
DxA 5000
DxI 800 Access Immunoassay System
Access Ferritin
Access Folate
Access TSH (3rd IS)
Access Vitamin B12
## D Regulatory Information
| Product Code(s) | Classification | Regulation Section | Panel |
| --- | --- | --- | --- |
| CDD | Class II | 21 CFR 862.1810 - Vitamin B12 Test System | CH - Clinical Chemistry |
| JMG | Class II | 21 CFR 866.5340 - Ferritin immunological test system | IM - Immunology |
| CGN | Class II | 21 CFR 862.1295 - Folic acid test system | CH - Clinical Chemistry |
| JLW | Class II | 21 CFR 862.1690 - Thyroid stimulating hormone test system | CH - Clinical Chemistry |
K190298 - Page 1 of 11
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| Product Code(s) | Classification | Regulation Section | Panel |
| --- | --- | --- | --- |
| JJE | Class I | 21 CFR 862.2160 - Discrete photometric chemistry analyzer for clinical use | CH - Clinical Chemistry |
## II Submission/Device Overview:
### A Purpose for Submission:
Addition of previously cleared Vitamin B12, Ferritin, Folate and TSH Access systems to a new laboratory automation system.
### B Measurand:
Vitamin B12, Ferritin, Folate, and Thyroid stimulating hormone (TSH)
### C Type of Test:
Quantitative Chemiluminescent Immunoassays
## III Intended Use/Indications for Use:
### A Intended Use(s):
See Indications for Use below.
### B Indication(s) for Use:
The DxA 5000 is a high-speed, modular, automated sample handling system that performs pre-analytical and post-analytical sample processing and storage. The automation system also sorts, routes, and presents sample tubes to analyzers for analysis. The DxA 5000 also consolidates a variety of analytical instruments, such as an Immunoassay analyzer, into a unified workstation on a track system.
The UniCel DxI 800 Access Immunoassay System is a microcomputer controlled, random and continuous access analyzer that includes an external computer. This computer stores the system user interface (UI) software and allows the operator to interface with and direct the instrument software. The UniCel DxI 800 System uses enzyme immunoassays (utilizing paramagnetic particle solid phase and chemiluminescent detection) for the quantitative, semi-quantitative or qualitative determination of various analyte concentrations found in human body fluids. The UniCel DxI 800 System is an in vitro diagnostic device for use in the clinical laboratory.
K190298 - Page 2 of 11
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The Access Ferritin assay is a paramagnetic particle, chemiluminescent assay for the quantitative determination of ferritin levels in human serum and plasma (heparin) using the Access Immunoassay Systems. Measurements of ferritin aid in the diagnosis of diseases affecting iron metabolism.
The Access Folate assay is a paramagnetic particle, chemiluminescent immunoassay for the quantitative determination of folic acid levels in human serum, plasma (heparin) and red blood cells using the Access Immunoassay Systems. Folic acid measurements are used in the diagnosis and treatment of megaloblastic anemia.
The Access Access TSH (3rd IS) assay is a paramagnetic particle, chemiluminescent assay for the quantitative determination of human thyroidstimulating hormone (thyrotropin, TSH, hTSH) levels in human serum using the Access Immunoassay Systems. Measurements of thyroid stimulating hormone produced by the anterior pituitary are used in the diagnosis of thyroid or pituitary disorders.
The Access Vitamin B12 assay is a paramagnetic particle, chemiluminescent assay for the quantitative determination of vitamin B12 in human serum and plasma (heparin) using Access Immunoassay Systems. Measurements obtained by this device are used in the diagnosis and treatment of anemias of gastrointestinal malabsorption.
## C Special Conditions for Use Statement(s):
Rx - For Prescription Use Only
## D Special Instrument Requirements:
DxA 5000 and Immunoassay analyzer, such as the UniCel DxI 800.
## IV Device/System Characteristics:
### A Device Description:
The DxA 5000 system is a high throughput automated sample handling system which can perform the pre and post analytical processing of sample tubes. DxA can identify and track samples, perform centrifugation, decapping, delivery of samples to connected analyzers, recapping, storing in either non-refrigerated or refrigerated storage, and sorting to output racks.
The DxA 5000 integrates preanalytic (pre and post analysis) functions with analytical instruments via a track system.
The UniCel DxI 800 Access Immunoassay System is a microcomputer controlled, random-access and continuous access instrument.
The Access Vitamin B12 Assay is a chemiluminescent immunoassay previously cleared for use on the Access Immunoassay Analyzer.
K190298 - Page 3 of 11
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The Access TSH Assay is a chemiluminescent immunoassay previously cleared for use on the UniCel DxL 800 analyzer.
The Ferritin Access Assay is an immunoenzymatic assay previously cleared for use on Access Immunoassay Systems, including the UniCel DxI 800.
The Folate Access Assay is a chemiluminescent immunoassay previous cleared for use on Access Immunoassay Systems, including the UniCel DxI 800.
For a table of device characteristics, see “Comparison of Technology to Predicate Devices” below.
## B Principle of Operation:
The Access TSH (3rd IS) assay is a two-site immunoenzymatic (“sandwich”) assay. A sample is added to a reaction vessel with mouse anti-hTSH-alkaline phosphatase conjugate, buffered protein solution and paramagnetic particles coated with immobilized mouse monoclonal anti-hTSH antibody. The hTSH binds to the immobilized monoclonal anti-hTSH antibody on the solid phase while the mouse anti-hTSH-alkaline phosphatase conjugate reacts with a different antigenic site on the hTSH. After incubation in a reaction vessel, materials bound to the solid phase are held in a magnetic field while unbound materials are washed away. Then, the chemiluminescent substrate Lumi-Phos 530 is added to the vessel and light generated by the reaction is measured with a luminometer. The light production is directly proportional to the concentration of TSH in the sample. The amount of analyte in the sample is determined from a stored, multi-point calibration curve.
The Access Folate assay is a competitive binding receptor assay. For the assay of folate in serum or plasma (heparin), no pre-treatment is required. For the assay of folate in red blood cells, a whole blood sample is first treated off-line with a lysing agent composed of ascorbic acid. This pre-treatment hemolyzes the red blood cells and converts the folate polyglutamic acid forms present in red cells to the monoglutamic acid form predominant in serum. The sample from the pre-treatment of whole blood is defined as a hemolysate.
A serum, plasma (heparin), or hemolysate sample is treated to release folate from endogenous binding proteins. Folate binding protein, mouse anti-folate binding protein, folic acid-alkaline phosphatase conjugate, and goat anti-mouse capture antibody coupled to paramagnetic particles are added to the reaction vessel. Folate in the sample competes with the folic acid-alkaline phosphatase conjugate for binding sites on a limited amount of folate binding protein. Resulting complexes bind to the solid phase via mouse anti-folate binding protein. After incubation in a reaction vessel, materials bound to the solid phase are held in a magnetic field while unbound materials are washed away'. Then, a chemiluminescent substrate Lumi-Phos 530 is added to the vessel and light generated by the reaction is measured with a luminometer. The light production is inversely proportional to the concentration of folate in the sample. The amount of analyte in the sample is determined from a stored, multi-point calibration curve.
K190298 - Page 4 of 11
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The Access Ferritin assay is a two-site immunoenzymatic ("sandwich") assay. A sample is added to a reaction vessel with goat anti-ferritin-alkaline phosphatase conjugate, and paramagnetic particles coated with goat anti-mouse: mouse anti-ferritin complexes. Serum or plasma (heparin) ferritin binds to the immobilized monoclonal anti-ferritin on the solid phase, while the goat anti-ferritin enzyme conjugate reacts with different antigenic sites on the ferritin molecules. After incubation in a reaction vessel, materials bound to the solid phase are held in a magnetic field while unbound materials are washed away. Then, the chemiluminescent substrate Lumi-Phos 530 is added to the vessel and light generated by the reaction is measured with a luminometer. The light production is directly proportional to the concentration of ferritin in the sample. The amount of analyte in the sample is determined from a stored, multi-point calibration curve.
The Access Vitamin B12 assay is a competitive-binding immunoenzymatic assay. A sample is added to a reaction vessel along with alkaline potassium cyanide and dithiothreitol. This treatment denatures B12 binding proteins and converts all forms of vitamin B12 to the cyanocobalamin form. After neutralization, intrinsic factor-alkaline phosphatase conjugate and paramagnetic particles coated with goat anti-mouse IgG: mouse monoclonal anti-intrinsic factor are added to the sample. Vitamin B12 in the sample binds to the intrinsic factor conjugate, preventing the conjugate from binding to the solid phase anti-intrinsic factor. Separation in a magnetic field and washing removes materials not bound to the solid phase. A chemiluminescent substrate, Lumi-Phos 530, is added to the reaction vessel and light generated by the reaction is measured with a luminometer. The light production is inversely proportional to the concentration of vitamin B12 in the sample. The amount of analyte in the sample is determined by means of a stored, multi-point calibration curve.
C Instrument Description Information:
| Modes of Operation | Yes | No |
| --- | --- | --- |
| Does the applicant’s device contain the ability to transmit data to a computer, webserver, or mobile device? | ☑ | ☐ |
| Does the applicant’s device transmit data to a computer, webserver, or mobile device using wireless transmission? | ☐ | ☑ |
| Software | | |
| FDA has reviewed applicant’s Hazard Analysis and software development processes for this line of product types. | ☑ | ☐ |
1. Instrument Name:
DxA 5000
2. Specimen Identification:
For evaluation of the barcode identification process performed by the DxA 5000 for the DTS analyzer, log files of the DxA 5000 lab automation system were investigated for 100, representative samples in terms of barcode transmission and consistency.
K190298 - Page 5 of 11
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DxA 5000 log file analysis of 100 different, representative samples was used to confirm the correct functioning of the DTS barcode identification process by the DxA 5000.
3. Specimen Sampling and Handling:
Sample handling instructions are provided in labeling.
4. Calibration:
Calibration of the Vitamin B12, TSH, Ferritin, and Folate assays was established in k955436, k042281, k926221, and k060774, respectively.
5. Quality Control:
Labeling recommends that at least two levels of an appropriate quality control material be tested a minimum of once a day. Labeling also recommends that quality control testing should be performed in accordance with laboratory accreditation requirements, applicable laws and good laboratory practices.
V Substantial Equivalence Information:
A Predicate Device Name(s):
Power Processor Sample Processing System With Generic Connections
Access Ferritin assay
Access Folate assay
Access HYPER sensitive hTSH assay
Access Vitamin B12 assay
UniCel DxI 800 Access Immunoassay System
B Predicate 510(k) Number(s):
K110413, K926221, K060774, K042281, K955436, K023764
C Comparison with Predicate(s):
| Device & Predicate Device(s): | K190298 | K110413 |
| --- | --- | --- |
| Device Trade Name | DxA 5000 System | Power Processor Sample Processing System with Generic Connections |
| General Device Characteristic Similarities | | |
| Intended Use/Indications For Use | Same | Automated sample handling, routing, and management system |
| Technology | Same | Centralized operation and monitoring of decentralized equipment. |
| Sample Transfer Method | Same | Onboard sampling is the physical transfer of the sample |
K190298 - Page 6 of 11
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K190298 - Page 7 of 11
| Device & Predicate Device(s): | K190298 | K110413 |
| --- | --- | --- |
| | | tube/rack from the automation track to the analyzer’s sample load and identification area. Outboard sampling capability reads the barcode for the analyzer and signals the analyzer’s existing LAS communications interface to perform direct track sampling. |
| Sample Identification | | Identification of patient tubes and sample programming using bar codes. |
| General Device Characteristic Differences | | |
| Throughput | Up 1200 tubes per hour | 450 tubes per hour |
| Volume Detection Method | Laser- Liquid Level Detection | Combination of infrared sensor and pressure sensor |
| Device & Predicate Device(s): | K190298 | K955436 |
| --- | --- | --- |
| Device Trade Name | Access Vitamin B12 | Access Vitamin B12 |
| General Device Characteristic Similarities | | |
| Intended Use/Indications For Use | Same | For the quantitative determination of vitamin B12 levels in human serum and plasma. |
| General Device Characteristic Differences | | |
| Lab Automation System | DxA 5000 System | None |
| Device & Predicate Device(s): | K190298 | K042281 |
| --- | --- | --- |
| Device Trade Name | Access TSH (3rd IS) | HYPER sensitive hTSH assay |
| General Device Characteristic Similarities | | |
| Intended Use/Indications For Use | Same | For the quantitative determination of human thyroid-stimulating hormone (thyrotropin, TSH, hTSH) levels in human serum and plasma |
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| General Device Characteristic Differences | | |
| --- | --- | --- |
| Lab Automation System | DxA 5000 System | None |
| Device & Predicate Device(s): | K190298 | K926221 |
| --- | --- | --- |
| Device Trade Name | Access Ferritin | Access Ferritin |
| General Device Characteristic Similarities | | |
| Intended Use/Indications For Use | Same | For the quantitative determination of ferritin levels in human serum and plasma |
| General Device Characteristic Differences | | |
| Lab Automation System | DxA 5000 System | None |
| Device & Predicate Device(s): | K190298 | K060774 |
| --- | --- | --- |
| Device Trade Name | Access Folate | Access Folate |
| General Device Characteristic Similarities | | |
| Intended Use/Indications For Use | Same | For the quantitative determination of folic acid levels in human serum and plasma |
| General Device Characteristic Differences | | |
| Lab Automation System | DxA 5000 System | None |
VI Standards/Guidance Documents Referenced:
None.
VII Performance Characteristics (if/when applicable):
A Analytical Performance:
1. Precision/Reproducibility:
The sponsor stated that the reagents for the Vitamin B12, TSH, Ferritin, and Folate assays are unchanged in this submission. Therefore, precision for these assays, as reviewed in k955436, k042281, k926221, and k060774, respectively, is adequate to describe the precision of these assays.
K190298 - Page 8 of 11
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2. Linearity:
The sponsor stated that the reagents for the Vitamin B12, TSH, Ferritin, and Folate assays are unchanged in this submission. Therefore, linearity for these assays, as reviewed in k955436, k042281, k926221, and k060774, respectively, is adequate to describe the linearity of these assays.
3. Analytical Specificity/Interference:
The sponsor stated that the reagents for the Vitamin B12, TSH, Ferritin, and Folate assays are unchanged in this submission. Therefore, specificity for these assays, as reviewed in k955436, k042281, k926221, and k060774, respectively, is adequate to describe the specificity of these assays.
4. Assay Reportable Range:
The sponsor stated that the reagents for the Vitamin B12, TSH, Ferritin, and Folate assays are unchanged in this submission. Therefore, the reportable range for these assays, as reviewed in k955436, k042281, k926221, and k060774, respectively, is adequate to describe the reportable range of these assays.
5. Traceability, Stability, Expected Values (Controls, Calibrators, or Methods):
The sponsor stated that the reagents for the Vitamin B12, TSH, Ferritin, and Folate assays are unchanged in this submission. Therefore, the traceability, stability, and expected values for these assays, as reviewed in k955436, k042281, k926221, and k060774, respectively, is adequate to describe the traceability, stability, and expected values of these assays.
6. Detection Limit:
The sponsor stated that the reagents for the Vitamin B12, TSH, Ferritin, and Folate assays are unchanged in this submission. Therefore, detection limits for these assays, as reviewed in k955436, k042281, k926221, and k060774, respectively, is adequate to describe the detection limits of these assays.
7. Assay Cut-Off:
Not applicable.
8. Accuracy (Instrument):
For information describing the accuracy of the Unicel DxI 800 Access Immunoassay System, see k023764.
9. Carry-Over:
Not Applicable.
K190298 - Page 9 of 11
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K190298 - Page 10 of 11
# B Comparison Studies:
1. Method Comparison with Predicate Device:
For comparing the pre-analytical processing of the DxA 5000 to the Power Processor, native samples were evaluated using both the DxA 5000 and the Power processor in conjunction with four representative assays (Ferritin, Folate, TSH, and Vitamin B12).
The paired data sets were obtained by collecting blood into two sample tubes per patient. One sample tube was processed pre-analytically by the Power Processor being analyzed by the DxI800 Access Immunoanalyzer connected to the Power Processor. The other sample tube was processed pre-analytically by the DxA 5000 being analyzed by the DxI 800 Access Immunoanalyzer connected to the DxA 5000. This study and results are shown in the table below:
| Analyte | Ferritin | Folate | TSH | Vitamin B12 |
| --- | --- | --- | --- | --- |
| Sample Type | Plasma | Plasma | Plasma | Plasma |
| N | 111 | 104 | 96 | 114 |
| Sample Range (predicate) | 4.06-1046.73 | 2.71-19.8 | 0.019-22.875 | 125.89-1337.67 |
| Units | ng/mL | ng/mL | mIU/L | pg/mL |
| Slope (95% CI) | 1.003 (0.9649; 1.031) | 0.988 (0.934; 1.040) | 0.9682 (0.9435; 0.9922) | 0.974 (0.918; 1.025) |
| Intercept (95% CI) | 0.776 (-0.051; 2.314) | 0.215 (-0.130; 0.510) | -0.020 (-0.055; 0.000) | -21.850 (-36.495; -1.917) |
| R | 0.995 | 0.981 | 0.999 | 0.983 |
These results adequately demonstrate that the performance of the DxA 5000 is comparable to that of the predicate device.
2. Matrix Comparison:
Not Applicable.
# C Clinical Studies:
1. Clinical Sensitivity:
Not Applicable.
2. Clinical Specificity:
Not Applicable.
3. Other Clinical Supportive Data (When 1. and 2. Are Not Applicable):
Not Applicable.
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D Clinical Cut-Off:
Not Applicable.
E Expected Values/Reference Range:
For information describing the expected values for Vitamin B12, TSH, Ferritin, and Folate assays, see k955436, k042281, k926221, and k060774, respectively.
F Other Supportive Instrument Performance Characteristics Data:
Not Applicable.
VIII Proposed Labeling:
The labeling supports the finding of substantial equivalence for this device.
IX Conclusion:
The submitted information in this premarket notification is complete and supports a substantial equivalence decision.
K190298 - Page 11 of 11
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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 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).
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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.
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.
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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.
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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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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.
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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.