CardioChek Plus Test System, CardioChek Home Test System, CardioChek PA Test System, CardioChek PA Home Test System
K151545 · Polymer Technology Systems, Inc. · CHH · Dec 22, 2016 · Clinical Chemistry
Device Facts
Record ID
K151545
Device Name
CardioChek Plus Test System, CardioChek Home Test System, CardioChek PA Test System, CardioChek PA Home Test System
Applicant
Polymer Technology Systems, Inc.
Product Code
CHH · Clinical Chemistry
Decision Date
Dec 22, 2016
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 862.1175
Device Class
Class 1
Attributes
Pediatric
Indications for Use
The CardioChek Plus Test System (consisting of the CardioChek Plus analyzer and PTS Panels Lipid Panel test strips) is for the quantitative determination of total cholesterol, HDL (high density lipoprotein) cholesterol and triglycerides in venous whole blood and capillary whole blood from the fingertip and is intended for multiple patient use in professional healthcare settings. This system should only be used with single-use, auto-disabling lancing devices. This system is for in vitro diagnostic use only. Cholesterol measurements are used in the diagnosis and treatment of disorders involving excess cholesterol in the blood and lipid and lipoprotein metabolism disorders. HDL (lipoprotein) measurements are used in the diagnosis and treatment of lipid disorders (such as diabetes mellitus), atherosclerosis, and various liver and renal diseases. Triglycerides measurements are used in the diagnosis and treatment of patients with diabetes mellitus, nephrosis, liver obstruction, other diseases involving lipid metabolism or various endocrine disorders. A Chol/HDL ratio and estimated values for LDL (low density lipoprotein) cholesterol are calculated by the CardioChek Plus Analyzer. The CardioChek Home Test System (consisting of the CardioChek Home analyzer and CardioChek Home Lipid Panel test strips) is for the quantitative determination of total cholesterol, HDL (high density lipoprotein) cholesterol and triglycerides in capillary whole blood from the fingertip and is intended to be used by a single person and should not be shared. This system is for in vitro diagnostic use only. Cholesterol measurements are used in the diagnosis and treatment of disorders involving excess cholesterol in the blood and lipid and lipoprotein metabolism disorders. HDL (lipoprotein) measurements are used in the diagnosis and treatment of lipid disorders (such as diabetes mellitus), atherosclerosis, and various liver and renal diseases. Triglycerides measurements are used in the diagnosis and treatment of patients with diabetes mellitus, nephrosis, liver obstruction, other diseases involving lipid metabolism or various endocrine disorders. A Chol/HDL ratio and estimated values for LDL (low density lipoprotein) cholesterol are calculated by the CardioChek Home Analyzer. The CardioChek PA Test System (consisting of the CardioChek PA analyzer and PTS Panels Lipid Panel test strips) is for the quantitative determination of total cholesterol, HDL (high density lipoprotein) cholesterol and triglycerides in venous whole blood and capillary whole blood from the fingertip and is intended for multiple patient use in professional healthcare settings. This system should only be used with single-use, auto-disabling lancing devices. This system is for in vitro diagnostic use only. Cholesterol measurements are used in the diagnosis and treatment of disorders involving excess cholesterol in the blood and lipid and lipoprotein metabolism disorders. HDL (lipoprotein) measurements are used in the diagnosis and treatment of lipid disorders (such as diabetes mellitus), atherosclerosis, and various liver and renal diseases. Triglycerides measurements are used in the diagnosis and treatment of patients with diabetes mellitus, nephrosis, liver obstruction, other diseases involving lipid metabolism or various endocrine disorders. A Chol/HDL ratio and estimated values for LDL (low density lipoprotein) cholesterol are calculated by the CardioChek PA Analyzer. The CardioChek PA Home Test System (consisting of the CardioChek PA Home analyzer and CardioChek Home Lipid Panel test strips) is for the quantitative determination of total cholesterol, HDL (high density lipoprotein) cholesterol and triglycerides in capillary whole blood from the fingertip and is intended to be used by a single person and should not be shared. This system is for in vitro diagnostic use only. Cholesterol measurements are used in the diagnosis and treatment of disorders involving excess cholesterol in the blood and lipid and lipoprotein metabolism disorders. HDL (lipoprotein) measurements are used in the diagnosis and treatment of lipid disorders (such as diabetes mellitus), atherosclerosis, and various liver and renal diseases. Triglycerides measurements are used in the diagnosis and treatment of patients with diabetes mellitus, nephrosis, liver obstruction, other diseases involving lipid metabolism or various endocrine disorders. A Chol/HDL ratio and estimated values for LDL (low density lipoprotein) cholesterol are calculated by the CardioChek PA Home Analyzer.
Device Story
System uses dry-strip enzymatic test strips read by reflectance photometry to measure total cholesterol, HDL, and triglycerides. Input: capillary or venous whole blood applied to test strip; red blood cells separated; enzymatic reaction produces color change. Analyzer reads reflectance, compares to lot-specific calibration curve stored on MEMo Chip, and calculates concentrations, Chol/HDL ratio, and estimated LDL. Used in home (single-patient) or professional healthcare settings (multiple-patient). Output: quantitative lipid values displayed on analyzer screen. Healthcare providers use results to diagnose/manage lipid disorders and assess cardiovascular risk. Modification involves software update expanding HDL measuring range to 20-120 mg/dL.
Clinical Evidence
Bench testing only. Precision/reproducibility studies (N=80 per level) showed CV% between 3.6-4.8%. Linearity confirmed across 20-120 mg/dL range. Method comparison (N=80) against predicate yielded Deming regression slopes of 0.93-0.99 and r=0.980. Matrix comparison (N=40 per type) demonstrated 95-100% correct classification per NCEP guidelines for fingerstick and venous samples.
Technological Characteristics
Reflectance photometry; enzymatic dry-strip chemistry. MEMo Chip for lot-specific calibration. Analyzers: CardioChek Home, PA Home, Plus, PA. Connectivity: MEMo Chip interface. Sterilization: N/A (in vitro diagnostic). Software: Embedded firmware for reflectance reading and concentration calculation.
Indications for Use
Indicated for quantitative determination of total cholesterol, HDL cholesterol, and triglycerides in capillary whole blood (home/professional) and venous whole blood (professional). Used for diagnosis/treatment of lipid/lipoprotein metabolism disorders, atherosclerosis, diabetes, nephrosis, and liver/renal diseases. Not for use on neonates.
Regulatory Classification
Identification
A cholesterol (total) test system is a device intended to measure cholesterol in plasma and serum. Cholesterol measurements are used in the diagnosis and treatment of disorders involving excess cholesterol in the blood and lipid and lipoprotein metabolism disorders.
Predicate Devices
CardioChek Plus Test System and CardioChek Home Test System (K140068)
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# 510(k) SUBSTANTIAL EQUIVALENCE DETERMINATION DECISION SUMMARY ASSAY ONLY TEMPLATE
A. 510(k) Number:
k151545
B. Purpose for Submission:
Modification of the measuring range for HDL cholesterol analyte in Lipid Panel test strips due to a software modification.
C. Measurand:
HDL Cholesterol
D. Type of Test:
Quantitative, reflectance photometry measurement
E. Applicant:
Polymer Technology Systems, Inc.
F. Proprietary and Established Names:
CardioChek Home Test System
CardioChek PA Home Test System
CardioChek Plus Test System
CardioChek PA Test System
G. Regulatory Information:
| Product Code | Classification | Regulation Section | Panel |
| --- | --- | --- | --- |
| CHH | Class I, meets the limitation of exemption 21 CFR 862.9(c)(4) | 21 CFR 862.1175
Cholesterol (total) test system | Chemistry (75) |
| LBR | Class I, meets the limitation of exemption 21 CFR 862.9(c)(4) | 21 CFR 862.1475
Lipoprotein test system | Chemistry (75) |
| JGY | Class I, meets the limitation of exemption 21 CFR 862.9(c)(4) | 21 CFR 862.1705
Triglyceride test system | Chemistry (75) |
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H. Intended Use:
1. Intended use(s):
See Indications for use below.
2. Indication(s) for use:
CardioChek Home Test System
The CardioChek Home Test System (consisting of the CardioChek Home analyzer and CardioChek Home Lipid Panel test strips) is for the quantitative determination of total cholesterol, HDL (high density lipoprotein) cholesterol and triglycerides in capillary whole blood from the fingertip and is intended to be used by a single person and should not be shared. This system is for in vitro diagnostic use only.
- Cholesterol measurements are used in the diagnosis and treatment of disorders involving excess cholesterol in the blood and lipid and lipoprotein metabolism disorders.
- HDL (lipoprotein) measurements are used in the diagnosis and treatment of lipid disorders (such as diabetes mellitus), atherosclerosis, and various liver and renal diseases.
- Triglycerides measurements are used in the diagnosis and treatment of patients with diabetes mellitus, nephrosis, liver obstruction, other diseases involving lipid metabolism or various endocrine disorders.
A Chol/HDL ration and estimated values for LDL (low density lipoprotein) cholesterol are calculated by the CardioChek Home Analyzer.
CardioChek PA Home Test System
The CardioChek PA Home Test System (consisting of the CardioChek PA Home analyzer and CardioChek Home Lipid Panel test strips) is for the quantitative determination of total cholesterol, HDL (high density lipoprotein) cholesterol and triglycerides in capillary whole blood from the fingertip and is intended to be used by a single person and should not be shared. This system is for in vitro diagnostic use only.
- Cholesterol measurements are used in the diagnosis and treatment of disorders involving excess cholesterol in the blood and lipid and lipoprotein metabolism disorders.
- HDL (lipoprotein) measurements are used in the diagnosis and treatment of lipid disorders (such as diabetes mellitus), atherosclerosis, and various liver and renal diseases.
- Triglycerides measurements are used in the diagnosis and treatment of patients with diabetes mellitus, nephrosis, liver obstruction, other diseases involving lipid metabolism or various endocrine disorders.
A Chol/HDL ration and estimated values for LDL (low density lipoprotein) cholesterol are calculated by the CardioChek PA Home Analyzer.
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# CardioChek Plus Test System
The CardioChek Plus Test System (consisting of the CardioChek Plus analyzer and PTS Panels Lipid Panel test strips) is for the quantitative determination of total cholesterol, HDL (high density lipoprotein) cholesterol and triglycerides in venous whole blood and capillary whole blood from the fingertip and is intended for multiple patient use in professional healthcare settings. This system should only be used with single-use, auto-disabling lancing devices. This system is for in vitro diagnostic use only.
- Cholesterol measurements are used in the diagnosis and treatment of disorders involving excess cholesterol in the blood and lipid and lipoprotein metabolism disorders.
- HDL (lipoprotein) measurements are used in the diagnosis and treatment of lipid disorders (such as diabetes mellitus), atherosclerosis, and various liver and renal diseases.
- Triglycerides measurements are used in the diagnosis and treatment of patients with diabetes mellitus, nephrosis, liver obstruction, other diseases involving lipid metabolism or various endocrine disorders.
A Chol/HDL ration and estimated values for LDL (low density lipoprotein) cholesterol are calculated by the CardioChek Plus Analyzer.
# CardioChek PA Test System
The CardioChek PA Test System (consisting of the CardioChek PA analyzer and PTS Panels Lipid Panel test strips) is for the quantitative determination of total cholesterol, HDL (high density lipoprotein) cholesterol and triglycerides in venous whole blood and capillary whole blood from the fingertip and is intended for multiple patient use in professional healthcare settings. This system should only be used with single-use, auto-disabling lancing devices. This system is for in vitro diagnostic use only.
- Cholesterol measurements are used in the diagnosis and treatment of disorders involving excess cholesterol in the blood and lipid and lipoprotein metabolism disorders.
- HDL (lipoprotein) measurements are used in the diagnosis and treatment of lipid disorders (such as diabetes mellitus), atherosclerosis, and various liver and renal diseases.
- Triglycerides measurements are used in the diagnosis and treatment of patients with diabetes mellitus, nephrosis, liver obstruction, other diseases involving lipid metabolism or various endocrine disorders.
A Chol/HDL ration and estimated values for LDL (low density lipoprotein) cholesterol are calculated by the CardioChek PA Analyzer.
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3. Special conditions for use statement(s):
CardioChek Home Test System and CardioChek PA Home Test System
- For over the counter use
- For single patient use only
- Not for use on neonates
CardioChek Plus Test System and CardioChek PA Test System
- For prescription use only
- For multiple patient use
- Not for use on neonates
For in vitro diagnostic use only.
4. Special instrument requirements:
For use on the CardioChek Home analyzer, the CardioChek PA Home analyzer, the CardioChek Plus analyzer and the CardioChek PA analyzer
I. Device Description:
The PTS Panels Lipid Panel test strips and the CardioChek Home Lipid Panel test strips are used with the CardioChek Home analyzer, the CardioChek PA Home analyzer, the CardioChek Plus analyzer and the CardioChek PA analyzer to measure total cholesterol, HDL cholesterol and triglycerides in whole blood. The test strips utilize enzymatic methods on a dry strip that is read by reflectance photometry. The test strips are packaged in a vial with a MEMo Chip (contains lot specific test strip information) and instructions.
J. Substantial Equivalence Information:
1. Predicate device name(s):
CardioChek Plus Test System and CardioChek Home Test System
CardioChek Test System
2. Predicate 510(k) number(s):
k140068
k023558
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3. Comparison with predicate:
| Similarities | | |
| --- | --- | --- |
| Item | Candidate Devices The CardioChek Home Test System The CardioChek PA Home Test System The CardioChek Plus Test System The CardioChek PA Test System | Predicate Device k140068 CardioChek Plus Test System and CardioChek Home Test System |
| Intended Use | For the quantitative determination of total cholesterol, HDL (high density lipoprotein) cholesterol and triglycerides | Same |
| Test Principle | Quantitative, reflectance photometry measurement | Same |
| Result Calculations | Test strips require a lot specific memory chip for result calculation, which are included in the same package with the test strips | Same |
| Differences | | |
| --- | --- | --- |
| Item | Candidate Devices The CardioChek Home Test System The CardioChek PA Home Test System The CardioChek Plus Test System The CardioChek PA Test System | Predicate Device k140068 CardioChek Plus Test System and CardioChek Home Test System |
| Measuring range for HDL cholesterol | 20-120 mg/dL | 15-100 mg/dL |
| Test strips | Lipid Panel | Lipid Panel, eGLU, Glucose |
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K. Standard/Guidance Document Referenced (if applicable):
Clinical Laboratory Standards Institute (CLSI) EP6-A: Evaluation of the Linearity of Quantitative Measurement Procedures: A Statistical Approach; Approved Guideline; 2003.
L. Test Principle:
The PTS Panels Lipid Panel test strips and the CardioChek Home Lipid Panel test strips are identical except the CardioChek Home Lipid Panel test strips are for over-the-counter use. The test strips utilize enzymatic methods on a dry strip that is read by reflectance photometry. The test strip contains three sets of dry components, which are dry test strip reagents one set for each analyte (total cholesterol, HDL cholesterol and triglycerides). A single application of whole blood flows laterally to dose each set of analyte specific membranes once the blood is applied to the test strip. The red blood cells are separated by the test strip such that only the serum or plasma reaches the reaction membranes. The color resulting from the enzymatic reaction is read by the analyzers by reflectance. The reflectance is compared to the calibration curve stored in the memory chip and converted into concentration and displayed by the analyzer.
M. Performance Characteristics (if/when applicable):
1. Analytical performance:
The CardioChek Home analyzer is the same as the CardioChek Plus analyzer but is labeled for home use; the performance studies for the CardioChek Plus are applicable for the CardioChek Home analyzer. The CardioChek PA Home analyzer is the same as the CardioChek PA analyzer but is labeled for home use; the performance studies for the CardioChek PA are applicable for the CardioChek PA Home analyzer.
a. Precision/Reproducibility:
Precision studies were performed using 3 Lithium heparin venous whole blood samples tested 8 times by 2 operators using 5 of each type of analyzer (CardioChek PA and CardioChek Plus) in 2 runs beginning 3 hours apart.
| CardioChek PA/ CardioChek PA Home | HDL Level 1 | HDL Level 2 | HDL Level 3 |
| --- | --- | --- | --- |
| N | 80 | 80 | 80 |
| Mean (mg/dL) | 38.3 | 62.4 | 106.0 |
| SD (mg/dL) | 1.65 | 2.26 | 4.2 |
| CV% | 4.3 | 3.6 | 4.0 |
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| CardioChek Plus/ CardioChek Home | HDL Level 1 | HDL Level 2 | HDL Level 3 |
| --- | --- | --- | --- |
| N | 80 | 80 | 80 |
| Mean (mg/dL) | 39.5 | 63.3 | 108.3 |
| SD (mg/dL) | 1.63 | 2.66 | 5.24 |
| CV% | 4.1 | 4.2 | 4.8 |
b. Linearity/assay reportable range:
The linearity study followed recommendations in CLSI EP06-A. The linearity was evaluated using three lots of Lipid Panel test strips on each type of analyzer (CardioChek PA/CardioChek PA Home and CardioChek Plus/CardioChek Home) and a series of 10 HDL cholesterol concentration levels in whole blood that spanned the reportable range of the test. The statistical analysis of the 2nd and 3rd order regressions indicated statistically significant non-linear components but the maximum deviation from nonlinearity was 10% within the claimed interval. The linearity was adequate across the reportable range (20 to 120 mg/dL).
c. Traceability, Stability, Expected values (controls, calibrators, or methods):
Traceability:
PTS Lipid Panel test strips are calibrated using a commercially available CRMLN certified method. PTS Lipid Panel test strips were CRMLN certified for Total Cholesterol and HDL Cholesterol with both the CardioChek PA/CardioChek PA Home analyzer and CardioChek Plus/CardioChek Home analyzer.
Stability:
The shelf life and open vial stability protocols were reviewed and found to be acceptable.
d. Detection limit:
The change in measuring range is due to a software modification and had no impact on the detection limit therefore detection limit studies were not performed.
The measuring range for HDL on the test systems is 20-120 mg/dL.
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e. Analytical specificity:
The change in measuring range is due to a software modification and had no impact on interferences therefore studies to evaluate potential interferents were not performed.
f. Assay cut-off:
Not applicable
2. Comparison studies:
a. Method comparison:
A method comparison study was performed using 2 CardioChek PA/CardioChek PA Home analyzers and 2 CardioChek Plus/CardioChek Home analyzers and 80 Lithium Heparin whole blood samples covering the HDL cholesterol range (21 to 112 mg/dL). None of the specimens were altered. A single replicate from the proposed devices and the predicate device were used in the analysis.
| | n | Sample Range | Deming Regression Equation | r |
| --- | --- | --- | --- | --- |
| CardioChek PA/ CardioChek PA Home | 80 | 21-112 mg/dL | y=0.930x+0.98 | 0.980 |
| CardioChek Plus/ CardioChek Home | 80 | 21-112 mg/dL | y=0.990x+0.55 | 0.980 |
b. Matrix comparison:
The matrix comparison study was performed using 2 CardioChek PA and 2 CardioChek Plus analyzers and 40 blood samples of each sample type across the HDL cholesterol range (21 to 112 mg/dL). Individual results of each matrix comparison study were compared to the reference results and it was determined if the results were correctly classified per NCEP Working Group recommendations¹.
| CardioChek PA/ CardioChek PA Home | n | correctly classified | % correctly classified results |
| --- | --- | --- | --- |
| Fingerstick whole blood | 40 | 38 | 95.0 |
| Venous Li Heparin whole blood | 40 | 39 | 97.5 |
| Venous K2EDTA whole blood | 40 | 39 | 97.5 |
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| CardioChek Plus /CardioChek Home | n | correctly classified | % correctly classified results |
| --- | --- | --- | --- |
| Fingerstick whole blood | 40 | 38 | 95.0 |
| Venous Li Heparin whole blood | 40 | 40 | 100 |
| Venous K2EDTA whole blood | 39 | 39 | 100 |
1. Warnick GR, Wood PD. National Cholesterol Education Program Recommendations For Measurement Of High-Density Lipoprotein Cholesterol: Executive Summary. Clin Chem 1995;41:1427-33.
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:
HDL Cholesterol Expected Values²
Below 40 mg/dL (1.04 mmol/L) – low HDL (High risk for CHD*)
60 mg/dL (1.55 mmol/L) and above – high HDL (Low risk for CHD*)
*CHD - Coronary Heart Disease
²US National Cholesterol Education Program (NCEP) 2001 Guidelines (ATP III NCEP Guidelines for CHD Risk. JAMA 2001, 285:2486-2509).
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N. Other Supportive Instrument Performance Characteristics Data Not Covered In The "Performance Characteristics" Section above:
Infection control studies:
The CardioChek PA/CardioChek PA Home analyzer materials are the same as the materials used in the CardioChek Plus/CardioChek Home analyzer, therefore the disinfection efficacy studies were only performed for the CardioChek Plus/CardioChek Home analyzer. The disinfection efficacy for the CardioChek Plus/CardioChek Home analyzer was reviewed in k140068. Disinfection efficacy studies were performed by an outside commercial testing laboratory and demonstrated complete inactivation of duck hepatitis B virus (HBV) with the chosen disinfectant, Super Sani-Cloth (EPA Registration #9480-4).
Robustness studies were performed on the CardioChek PA/CardioChek PA Home test system demonstrating that there was no change in performance for HDL, cholesterol and triglycerides or in external materials of the meters after 11,000 cleaning and disinfection cycles with Super Sani-Cloth. The robustness studies were designed to simulate 3 years of multiple-patient use and 5 years of single-patient use. Labeling was reviewed for adequate instructions for the validated cleaning and disinfection procedures.
O. Proposed Labeling:
The labeling is sufficient and it satisfies the requirements of 21 CFR Part 809.10.
P. Conclusion:
The submitted information in this premarket notification is complete and supports a substantial equivalence decision.
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1. Search: exact and fuzzy
Type a phrase like "coronary artery calcification" into the search box. You get two kinds of results. Exact results match the literal phrase — prefix searches work ("coronary artery calcificati") but suffix searches do not. Fuzzy results match on the meaning and intent of your phrase rather than the exact words, and are sorted by relevance score. Hover over the Exact or Fuzzy badge on any row to see exactly why it matched.
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Exact matches on the literal phrase (prefix search works, suffix does not). Fuzzy matches on the meaning and intent of the phrase rather than the exact words. Hover over the badge on any row to see why it matched.
You search "coronary artery calcification" and want only software devices with AI. What two filters do you apply?
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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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Reading rule for every project: how many summaries do you read in full?
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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.
What does the side-by-side PDF viewer mode do?
Select multiple devices, open the PDF viewer tab, and ask one question (e.g., "Describe the training data"). It queries all selected devices simultaneously with citations, so you can compare and contrast quickly.
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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.
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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.