K151133 · HORIBA ABX SAS · GKZ · Dec 9, 2015 · Hematology
Device Facts
Record ID
K151133
Device Name
PENTRA XLR
Applicant
HORIBA ABX SAS
Product Code
GKZ · Hematology
Decision Date
Dec 9, 2015
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 864.5220
Device Class
Class 2
Attributes
Real-World Evidence
Real-World Evidence
Submission
Device
Sponsor
RWD Sources
RWE Use Summary
Key Tags
K151133 · Dec 9, 2015
PENTRA XLR
HORIBA ABX SAS
Clinical blood specimens (venous whole blood)
Clinical specimens were used to validate the performance of the PENTRA XLR, including method comparison against a predicate device, assessment of anticoagulant compatibility (K2EDTA vs K3EDTA), comparison of measurement modes (CBC vs RET), and establishment of reference intervals.
Adult patients; Sample Size: 376; Number of Sites: 3
ABX PENTRA DX 120
Bias estimation for reticulocyte parameters
Comparative study
Normal and pathological blood specimens; Sample Size: 90; Number of Sites: 2
Not applicable for this study
Bias estimation for reticulocyte parameters between K2EDTA and K3EDTA
Reference interval establishment
Normal adult samples; Sample Size: 242; Number of Sites: 2
Not applicable for this study
Establishment of reference intervals for RET%, RET#, CRC, and IRF
Indications for Use
The PENTRA XLR is a quantitative multi-parameter, automated hematology analyzer for in vitro diagnostic use in clinical laboratories to identify and enumerate the following parameters: WBC, RBC, HGB, HCT, MCV, MCH, MCHC, RDW, PLT, MPV, LYM (#, %), MON (#, %), NEU (#, %), EOS (#, %), BAS (#, %), as well as the Reticulocyte parameters RET (#, %), CRC, and IRF in K2EDTA and K3EDTA anticoagulated venous whole blood samples from patients ≥ 18 years of age.
Device Story
PENTRA XLR is a modified version of the ABX PENTRA 80 (K024002) hematology analyzer, adding a Reticulocyte (RET) measurement mode. The device processes K2EDTA or K3EDTA anticoagulated venous whole blood samples. For RET mode, the device uses manual (STAT) sampling, mixing 35 µL of blood with ABX Diluent and ABX Fluocyte (containing thiazol orange fluorescent stain). The mixture is incubated at 35°C for 50 seconds. An optical bench measures cell volume via impedance and fluorescence via an avalanche photodiode. The device generates a reticulocyte matrix based on resistivity volume and orthogonal fluorescence. It provides quantitative hematology results to clinical laboratory professionals to assist in monitoring erythropoietic activity and general hematological assessment. The device is intended for use in clinical laboratories; results are reviewed by healthcare providers to inform clinical decision-making regarding patient blood health.
Clinical Evidence
Performance verified through bench testing and clinical specimen studies. Precision (repeatability/reproducibility) evaluated across three sites using fresh whole blood and control materials; CV% for RET parameters met specifications. Method comparison (n=376) against ABX PENTRA DX 120 showed acceptable bias. Linearity, carryover, and interference testing (urea, bilirubin, lipemia, hemolysis) confirmed performance within established limits. Reference intervals established using 242 normal adult samples.
Technological Characteristics
Automated hematology analyzer; dimensions 82cm x 57cm x 54cm; weight 57kg. Measurement principles: Impedance (RBC, PLT, WBC), Spectrophotometry (HGB), DHSS (DIFF), Fluorescence/Impedance (RET). Reagents: ABX Diluent, Cleaner, Basolyse II, Eosinofix, Lysebio, Fluocyte (thiazol orange). Connectivity: Manual/barcode sample ID. Laser: Diode laser (EN60825-1). Software: Windows-based, updated for RET integration.
Indications for Use
Indicated for quantitative multi-parameter automated hematology analysis in clinical laboratories for patients ≥ 18 years of age. Parameters include CBC (WBC, RBC, HGB, HCT, MCV, MCH, MCHC, RDW, PLT, MPV), differential leukocyte counts, and reticulocyte parameters (RET #/%, CRC, IRF) using K2EDTA or K3EDTA anticoagulated venous whole blood.
Regulatory Classification
Identification
An automated differential cell counter is a device used to identify one or more of the formed elements of the blood. The device may also have the capability to flag, count, or classify immature or abnormal hematopoietic cells of the blood, bone marrow, or other body fluids. These devices may combine an electronic particle counting method, optical method, or a flow cytometric method utilizing monoclonal CD (cluster designation) markers. The device includes accessory CD markers.
Special Controls
*Classification.* Class II (special controls). The special control for this device is the FDA document entitled “Class II Special Controls Guidance Document: Premarket Notifications for Automated Differential Cell Counters for Immature or Abnormal Blood Cells; Final Guidance for Industry and FDA.”
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# 510(k) SUBSTANTIAL EQUIVALENCE DETERMINATION DECISION SUMMARY
A. 510(k) Number:
K151133
B. Purpose for Submission:
Device modification for addition of reticulocytes parameters (Ret #, Ret%, CRC, IRF) to the complete blood count (CBC) and differential (DIFF) on the ABX PENTRA 80 hematology analyzer and changing the device name to PENTRA XLR.
C. Manufacturer and Instrument Name:
HORIBA ABX SAS; PENTRA XLR
D. Type of Test or Tests Performed:
Quantitative test for white blood cell (WBC), red blood cell (RBC), hemoglobin (HGB), hematocrit (HCT), mean corpuscular volume (MCV), mean corpuscular hemoglobin (MCH), mean corpuscular hemoglobin concentration (MCHC), red cell distribution (RDW), platelet (PLT), mean platelet volume (MPV), percent lymphocytes (LYM%), percent monocytes (MON%), percent neutrophils (NEUT%), absolute neutrophils (NEUT#), absolute lymphocytes (LYM#), absolute monocytes (MON#), absolute eosinophils (EOS#), percent eosinophils (EOS%), absolute basophils (BAS#), percent basophils (BAS%), reticulocyte absolute value (RET#), reticulocyte percentage (RET%), corrected reticulocyte count (CRC), and immature reticulocyte fraction (IRF).
E. System Descriptions:
1. Device Description:
The PENTRA XLR is a device modification to the ABX PENTRA 80 (K024002), which consists in the addition of the measurement of reticulocytes (RET) parameters to the existing Complete Blood Count (CBC) and Differential (DIFF) counts already performed by the analyzer.
The additional RET mode, based on the use of thiazol orange reagent and fluorescence detection by optical bench, is independent from the modes already existing on the ABX PENTRA 80: the CBC and the $\mathrm{CBC + DIFF}$ modes. There have been no modifications to the existing mechanical and analytical portions of the original device.
The existing fundamental scientific technology for the analyzer has not changed. Hematological parameters for complete blood count and differential leucocyte count,
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the reagents and controls, measuring principles, and the principles of operation are the same as previously cleared by the FDA.
The parameters already available on the ABX PENTRA 80 are unchanged:
- CBC parameters: WBC, RBC, HGB, HCT, MCV, MCH, MCHC, RDW, PLT, MPV
- DIFF parameters: LYM#, LYM%, MON#, MON%, NEU#, NEU%, EOS#, EOS%, BAS#, BAS%
The additional reticulocytes parameters are the following:
RET#: reticulocyte absolute value
RET%: reticulocyte percentage
CRC: corrected reticulocyte count
IRF: immature reticulocyte fraction
RBC parameter is also reported in the RET mode.
Software changes reflect routine updates to the cycle operation, increased user interface options, and the support of the reticulocyte counting.
2. Principles of Operation:
The PENTRA XLR performs hematology analyses using the following methods:
- RBC / PLT: Impedance
- WBC: Impedance
- HGB: Spectrophotometry
- DIFF: Impedance with DHSS (Double Hydrodynamic Sequential System) for Cytometry and Cytochemistry
- MCV: Calculated
- RET: Fluorescence and Impedance
The principles of operation for the parameters already existing on the ABX PENTRA 80 are unchanged and are, therefore, not explained again. The principle of operation for the reticulocyte parameters is described below.
The instrument samples 35 µL of blood and injects 10 µL of it into the DIL1 chamber. It then mixes the sample with 1.7 mL of ABX Diluent. Then the instrument samples 28 µL of diluted blood and mixes it with 2.5 mL of ABX Fluocyte. This reagent contains a fluorescent stain which is specific to nucleic acids: thiazol orange.
The solution is warmed at 35°C for 50 seconds. The stain molecules enter through the cell membrane and fix the ribonucleic acid molecules. This binding gives an increase of the fluorescence (enhancement: ~3000x). After 50 seconds, the solution is transferred to the laser optical bench to be measured.
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The laser optical bench simultaneously measures the fluorescence of the cells passing through the measuring point into the flowcell and the volume by impedance. A cell passing through the flowcell gives two types of information:
- the size of the cell measured by resistivity (Cell Impedance Signal (CIS));
- the fluorescence signal (Orthogonal Fluorescence Light (OFL)).
The fluorescence is collected using:
- a lens focused on the optical flowcell and located at 90° from the laser beam;
- an interferential filter specific to the thiazol orange stain selecting only the fluorescent wavelength;
- an avalanche photodiode.
The reticulocytes matrix is generated from two measurements: CIS and OFL of cells according to the X and Y axes respectively. Mature red blood cells without RNA show little or no fluorescent signal. They are located at the bottom of the matrix and horizontally distributed according to their MCV and RDW. Reticulocytes are separated from the red blood cells by their fluorescence which is proportional to the RNA content and their immaturity. The most fluorescent elements, which are saturated at the top of the matrix, are the most immature. Erythroblasts may also be found in this area.
3. Modes of Operation:
The PENTRA XLR instrument can operate in:
- CBC mode (Complete Blood Count)
- DIFF mode (CBC + WBC Differential)
- RET mode (Reticulocytes + RBC)
Sampling modes:
The PENTRA XLR operates in:
- Automatic sampling (auto mixer and auto loader) for CBC and DIFF modes only or
- Manual sampling (STAT mode) for CBC, DIFF and RET modes.
Therefore, for the RET mode, only the manual sampling (STAT mode) is available.
Does the applicant’s device contain the ability to transmit data to a computer, webserver, or mobile device?
Yes ☐ or No ☑
Does the applicant’s device transmit data to a computer, webserver, or mobile device using wireless transmission?
Yes ☐ or No ☑
4. Specimen Identification:
Tube sample ID can be identified manually or by double barcode label reading.
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5. Specimen Sampling and Handling:
PENTRA XLR has both open tube sampling and closed tube sampling with cap-piercing mechanism. For the open tube sampling the cap is removed before placing tube into the tube holder and closing the door of the analyzer. Under the closed tube sampling, the blood collection tube is placed directly in the analyzer without removing the cap. The User Manual provides a list of tubes that can be used with PENTRA XLR. Both K₂EDTA and K₃EDTA anticoagulants are acceptable.
6. Calibration:
Calibration is performed by a HORIBA ABX SAS representative during specific situations such as installation, maintenance or service intervention using ABX Minocal.
The RET measurement is adjusted by a HORIBA medical technician upon the PENTRA XLR installation and according to procedure described in the User Manual.
7. Quality Control:
The RET parameters are controlled with ABX MINOTROL RETIC, cleared under K943336 as Retic CONTROL-H Hematology Control by R&D Systems, Inc.
8. Software:
FDA has reviewed applicant’s Hazard Analysis and Software Development processes for this line of product types:
Yes ☐ X ☐ or No ☐
F. Regulatory Information:
1. Regulation section:
21 CFR 864.5220, Automated differential cell counter
2. Classification:
Class II
3. Product code:
GKZ, Counter, Differential Cell
4. Panel:
Hematology (81)
G. Intended Use:
1. Indication(s) for Use:
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The PENTRA XLR is a quantitative multi-parameter, automated hematology analyzer for in vitro diagnostic use in clinical laboratories to identify and enumerate the following parameters: WBC, RBC, HGB, HCT, MCV, MCH, MCHC, RDW, PLT, MPV, LYM (#, %), MON (#, %), NEU (#, %), EOS (#, %), BAS (#, %), as well as the Reticulocyte parameters RET (#, %), CRC, and IRF in K₂EDTA and K₃EDTA anticoagulated venous whole blood samples from patients ≥ 18 years of age.
2. Special Conditions for Use Statement(s):
For prescription use only.
H. Substantial Equivalence Information:
1. Predicate Device Name(s) and 510(k) numbers:
ABX PENTRA DX 120; K050719, K991839, K990311
2. Comparison with Predicate Device:
| Similarities | | |
| --- | --- | --- |
| Item | Device | Predicate |
| Manufacturer | HORIBA ABX SAS | Same |
| Type of product | Automated blood cell counter | Same |
| Diagnostic Parameters | RET (#, %), IRF (%), CRC (%), | RET (#, %), IRF (%), MRV (Fl), CRC (%), RET L (%), RET M (%), RET H (%) |
| Sample types | K₂ and K₃EDTA anti-coagulated whole blood | Same |
| RET Principles | Fluorescence and Impedance | Same |
| RET Reagents | ABX Fluocyte | Same |
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| Similarities | | |
| --- | --- | --- |
| Item | Device | Predicate |
| RET Methodology | ABX Fluocyte contains a fluorescent stain which is specific to nucleic acids: thiazol orange. The stain molecules enter through the cell membrane and fix the ribonucleic acid molecules. The binding gives an increase of fluorescence. The laser optical bench simultaneously measures the fluorescence of the cells passing through the measuring point into the flowcell, and volume by absorbance. The size of the cell is measured by resistivity, the scattered light (FSL) is measured approximately 200 μS after the aperture measurement, the fluorescence signal (OFL) is measured simultaneously with the FSL. | Same |
| RET Calibrators | None | Same |
| RET Controls | ABX Minotrol Retic | Same |
| RET Technical parameters | MFI | Same |
| | PIC | Same |
| Differences | | |
| --- | --- | --- |
| Item | Device | Predicate |
| Intended Use | The PENTRA XLR is a quantitative multi-parameter, automated hematology analyzer for in vitro diagnostic use in clinical laboratories to identify and enumerate the following parameters: WBC, RBC, HGB, HCT, MCV, MCH, MCHC, RDW, PLT, MPV, LYM#, LYM%, MON#, MON%, NEU#, NEU%, EOS#, EOS%, BAS#, BAS%, as well as the Reticulocyte parameters RET#, RET%, CRC, and IRF in K2EDTA and K3EDTA anticoagulated venous whole blood samples from patients ≥18 years of age. | The ABX PENTRA DX 120 Hematology Analyzer is an automated hematology analyzer providing complete blood count (CBC), differential leucocyte count (DIFF) as well as reticulocyte count (RET) and nucleated red blood cell count (NRBC) for the in vitro diagnostic use in clinical laboratories. The clinical use of the reticulocyte count, specifically the immature reticulocyte fraction (IRF) is to monitor erythropoietic activity in patients. |
| Specimen volume | RET mode: 35 μL | Manual cycle: 130μL Automatic cycle: 200μL |
| Throughput | 80 samples / hour | 120 samples / hour |
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I. Special Control/Guidance Document Referenced (if applicable):
- CLSI EP05-A2: Evaluation of Precision Performance of Quantitative Measurement Methods – 2004
- CLSI EP06-A: Evaluation of the Linearity of Quantitative Measurement Procedure: A Statistical Approach – 2003
- CLSI EP07-A2: Interference Testing in Clinical Chemistry – 2005
- CLSI EP09-A3: Measurement Procedure Comparison and Bias Estimation Using Patient Samples – 2013
- CLSI EP17-A2: Evaluation of Detection Capability for Clinical Laboratory Measurement Procedures – 2012
- CLSI EP28-A3c: Defining, Establishing and Verifying Reference Intervals in the Clinical Laboratory – 2008
- CLSI H26-A2: Validation, Verification and Quality Assurance of Automated Hematology Analyzers – 2010
- CLSI H44-A2: Methods for reticulocyte Counting (Automated Blood Cell Counters, Flow Cytometry, and Supravital Dyes); Approved Guideline – Second Edition – 2004
- IEC61010-1, IEC61010-2-081, IEC61010-2-101, UL61010-1, CAN/CSA-C22.2 No.61010-1-12, CAN/CSA-C22.2 No. 61010.2.081-04, CAN/CSA-C22.2 No. 61010-2-10104: Safety requirements for electrical equipment for measurement, control, and laboratory use
- EN61326-1, EN61326-2-6: Electrical equipment for measurement, control and laboratory use - EMC requirements
- EN60825-1: Safety of Laser products – Part 1: Equipment classification and requirements
- ISO14971: Medical devices – Application of risk management to medical devices
FDA Guidelines Followed:
- Guidance for Industry and FDA Staff: Format for Traditional and Abbreviated 510(k)s – 2005
- Final Guidance for Industry and FDA: Class II Special Controls Guidance Document: Premarket Notifications for Automated Differential Cell Counters for Immature or Abnormal Blood Cells – 2001
- Guidance for Industry and FDA Staff: Guidance for the Content of Premarket Submissions for Software Contained in Medical Devices – 2005
- Guidance for Industry, FDA Reviewers and Compliance on Off-The-Shelf Software Use in Medical Devices – 1999
- Guidance for Industry and Food and Drug Administration Staff on the Content of Premarket Submissions for Management of Cybersecurity in Medical Devices – 2014
J. Performance Characteristics:
1. Analytical Performance:
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a. Method Comparison
A total of 376 venous whole blood specimens (collected in K₂EDTA) were analyzed at three test sites in the US. Different instruments and operators were used at each site. Each of the samples was analyzed in duplicate on the PENTRA XLR and on the predicate ABX PENTRA DX 120. Each replicate from the PENTRA XLR was compared to the mean value of duplicates from the ABX PENTRA DX 120. The study population included subjects ≥ 18 years of age.
Individual site and combined results for RBC, RET%, RET#, IRF and CRC passed the acceptance criteria at all the pre-determined medical decisions points when sample results analyzed by the PENTRA XLR were compared to the same sample analyzed by the predicate device. These findings support the claim that the PENTRA XLR candidate device and the ABX PENTRA DX 120 predicate device are substantially equivalent.
| Summary of Method Comparison Correlation Data – All sites | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | Intercept | | Slope | |
| Parameter | Rep | N | R² obtained | R² claim | Intercept | 95% CI | Slope | 95% CI |
| RBC (10⁶/mm³) | Rep-1 | 347 | 1.00 | >0.95 | -0.13 | -0.16 ; -0.10 | 1.04 | 1.03 ; 1.04 |
| | Rep-2 | 350 | 1.00 | >0.95 | -0.14 | -0.17 ; -0.11 | 1.04 | 1.03 ; 1.05 |
| RET% | Rep-1 | 326 | 0.99 | >0.95 | -0.050 | -0.12 ; 0.01 | 1.062 | 1.04 ; 1.08 |
| | Rep-2 | 326 | 0.99 | >0.95 | -0.02 | -0.06 ; 0.05 | 1.030 | 1.00 ; 1.05 |
| RET# (10⁶/mm³) | Rep-1 | 348 | 0.96 | >0.95 | -0.001 | -0.003 ; 0.001 | 1.047 | 1.022 ; 1.074 |
| | Rep-2 | 348 | 0.97 | >0.95 | 0.000 | -0.001 ; 0.002 | 1.004 | 0.986 ; 1.033 |
| IRF | Rep-1 | 319 | 0.49 | n/a | 0.053 | 0.041 ; 0.066 | 0.582 | 0.532 ; 0.644 |
| | Rep-2 | 319 | 0.46 | n/a | 0.046 | 0.033 ; 0.059 | 0.590 | 0.532 ; 0.666 |
| CRC | Rep-1 | 288 | 0.98 | n/a | -0.032 | -0.10 ; 0.03 | 1.112 | 1.09 ; 1.14 |
| | Rep-2 | 288 | 0.99 | n/a | 0.000 | -0.05 ; 0.04 | 1.070 | 1.05 ; 1.09 |
b. Precision/Reproducibility:
Repeatability
Repeatability was performed using a minimum of 10 normal and 11 abnormal fresh whole blood samples (six low level and five high level concentration of RBC and reticulocytes) collected into tubes containing K₂EDTA anticoagulant, at three different clinical sites. Each sample was run 12 consecutive times on the PENTRA XLR in a single day and all runs were completed within 8 hours of sample collection. The results obtained were in the specifications. RBC results are consistent with ABX PENTRA 80 claim.
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| Summary of Repeatability Results, Site 1 | | | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | Low Level | | | | Normal Level | | | | High Level | | |
| | | Mean | CV% | | | Mean | CV% | | | Mean | CV% | |
| Parameter | | | Min | Max | Mean | | Min | Max | Mean | | Min | Max |
| RBC(10^6/mm^3) | | 2.49 | 0.49 | 1.94 | 0.92 | 4.62 | 0.41 | 1.18 | 0.65 | 7.21 | 0.47 | 1 |
| Ret% | | N/A | N/A | N/A | N/A | 1.59 | 3.44 | 10.38 | 6.83 | 14.27 | 2.3 | 6.98 |
| RET# | 10^6/mm^3 | N/A | N/A | N/A | N/A | 0.05 | 4.41 | 11.2 | 8.39 | 0.21 | 2.38 | 8.86 |
| | cells/μL | N/A | N/A | N/A | N/A | 51501 | 4.41 | 11.2 | 8.39 | 209353 | 2.38 | 8.86 |
| CRC | | N/A | N/A | N/A | N/A | 1.64 | 4.35 | 11.28 | 7.76 | 4.83 | 2.5 | 8.86 |
| IRF | | 0.084 | 0.009† | 0.03† | 0.02† | 0.189 | 5.411 | 16.004 | 11.482 | 0.40 | 3.04 | 8.44 |
| Summary of Repeatability Results, Site 3 | | | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | Low Level | | | | Normal Level | | | | High Level | | |
| | | Mean | CV% | | | Mean | CV% | | | Mean | CV% | |
| Parameter | | | Min | Max | Mean | | Min | Max | Mean | | Min | Max |
| RBC(10^6/mm^3) | | 2.33 | 0.51 | 1.96 | 1.25 | 4.86 | 0.54 | 0.99 | 0.73 | 6.46 | 0.95 | 0.98 |
| Ret% | | N/A | N/A | N/A | N/A | 1.54 | 4.26 | 10.31 | 7.17 | 7.67 | 2.75 | 5.14 |
| RET# | 10^6/mm^3 | N/A | N/A | N/A | N/A | 0.054 | 4.34 | 12.40 | 8.02 | 0.186 | 3.13 | 5.25 |
| | cells/μL | N/A | N/A | N/A | N/A | 54000 | 4.33 | 12.40 | 8.02 | 186000 | 3.13 | 5.25 |
| CRC | | N/A | N/A | N/A | N/A | 1.25 | 4.43 | 10.99 | 7.06 | 4.12 | 3.10 | 5.29 |
| IRF | | 0.085 | 0.01† | 0.02† | 0.01† | 0.22 | 5.17 | 17.11 | 11.78 | 0.34 | 3.33 | 8.85 |
| Summary of Repeatability Results, Site 4 | | | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | Low Level | | | | Normal Level | | | | High Level | | |
| | | Mean | CV% | | | Mean | CV% | | | Mean | CV% | |
| Parameter | | | Min | Max | Mean | | Min | Max | Mean | | Min | Max |
| RBC(10^6/mm^3) | | 2.77 | 0.70 | 2.07 | 1.20 | 4.90 | 0.67 | 2.24 | 1.14 | 6.19 | 0.55 | 1.35 |
| Ret% | | N/A | N/A | N/A | N/A | 1.54 | 4.43 | 9.85 | 6.83 | 5.77 | 2.45 | 4.16 |
| RET# | 10^6/mm^3 | N/A | N/A | N/A | NA | 4.77 | 11.36 | 7.75 | 0.134 | 2.28 | 6.77 | 4.55 |
| | cells/μL | N/A | N/A | N/A | NA | 4.77 | 11.36 | 7.75 | 134000 | 2.28 | 6.77 | 4.55 |
| CRC | | N/A | N/A | N/A | N/A | 1.34 | 4.53 | 9.15 | 6.77 | 3.34 | 2.34 | 5.18 |
| IRF | | 0.109 | 0.009† | 0.03† | 0.019† | 0.220 | 7.756 | 18.036 | 11.812 | 0.344 | 4.545 | 8.518 |
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| Summary of Repeatability Results, 3 Sites Combined | | | | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | Low Level | | | | Normal Level | | | | High Level | | | |
| | | Mean | CV% | | | Mean | CV% | | | Mean | CV% | | |
| Parameter | | | Min | Max | Mean | | Min | Max | Mean | | Min | Max | Mean |
| RBC(10^{6}/mm^{3}) | | 2.53 | 0.49 | 2.07 | 1.08 | 4.78 | 0.41 | 2.24 | 0.85 | 6.70 | 0.47 | 1.35 | 0.78 |
| Ret% | | N/A | N/A | N/A | N/A | 1.56 | 3.44 | 11.06 | 7.31 | 10.72 | 2.3 | 6.98 | 3.89 |
| RET# | 10^{6}/mm^{3} | N/A | N/A | N/A | N/A | 0.054 | 4.34 | 12.41 | 8.05 | 0.18 | 2.28 | 8.86 | 4.98 |
| | cells/μL | N/A | N/A | N/A | N/A | 54000 | 4.34 | 12.41 | 8.05 | 180000 | 2.28 | 8.86 | 4.98 |
| CRC | | N/A | N/A | N/A | N/A | 1.44 | 4.35 | 11.28 | 7.36 | 4.36 | 2.34 | 8.86 | 4.82 |
| IRF | | 0.091 | 0.009† | 0.030† | 0.018† | 0.209 | 5.17 | 18.03 | 11.67 | 0.36 | 3.04 | 8.86 | 5.70 |
† = values reported are SD
## Reproducibility
Reproducibility was assessed on four PENTRA XLR instruments at four different sites, one operator per site. At each site; high, normal, and low levels of a single lot of control material (Minotrol Retic for the Reticulocyte parameters, Difftrol for the RBC parameter) were run in duplicate, twice each day, during a minimum of 25 days.
Standard deviation and CV% were calculated for each measurand and the results obtained were within specifications. RBC results are consistent with ABX PENTRA 80 claim.
### RBC Precision ABX Minotrol Retic Combined sites (10<sup>6</sup>/mm<sup>3</sup>)
| All Sites | N | Mean | Within-Run | | Between-Run | | Between-Day | | Between-Site | | Total | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | SD | CV% | SD | CV% | SD | CV% | SD | CV% | SD | CV% |
| Level 1 | 400 | 3.4 | 0.045 | 1.32 | 0.028 | 0.82 | 0.041 | 1.21 | 0.070 | 2.06 | 0.097 | 2.85 |
| Level 2 | 400 | 3.27 | 0.029 | 0.89 | 0.031 | 0.95 | 0.036 | 1.10 | 0.065 | 1.99 | 0.085 | 2.60 |
| Level 3 | 400 | 3.31 | 0.036 | 1.09 | 0.025 | 0.76 | 0.045 | 1.36 | 0.067 | 2.02 | 0.092 | 2.78 |
### RBC Precision ABX Difftrol Combined sites (10<sup>6</sup>/mm<sup>3</sup>)
| All Sites | N | Mean | Within-Run | | Between-Run | | Between-Day | | Between-Site | | Total | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | SD | CV% | SD | CV% | SD | CV% | SD | CV% | SD | CV% |
| Level L | 300 | 0.02 | 0.84 | 0.02 | 0.63 | 0.01 | 0.51 | 0.02 | 0.97 | 0.04 | 1.52 | 0.02 |
| Level N | 300 | 0.03 | 0.70 | 0.01 | 0.30 | 0.03 | 0.62 | 0.03 | 0.64 | 0.06 | 1.17 | 0.03 |
| Level H | 300 | 0.04 | 0.66 | 0.02 | 0.30 | 0.03 | 0.64 | 0.03 | 0.49 | 0.06 | 1.08 | 0.04 |
### RET% Precision ABX Minotrol Retic Combined sites
| All Sites | N | Mean | Within-Run | | Between-Run | | Between-Day | | Between-Site | | Total | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | SD | CV% | SD | CV% | SD | CV% | SD | CV% | SD | CV% |
| Level 1 | 400 | 2.11 | 0.131 | 6.21 | 0.000 | 0.00 | 0.019 | 0.90 | 0.266 | 12.61 | 0.297 | 14.08 |
| Level 2 | 400 | 5.4 | 0.188 | 3.48 | 0.038 | 0.70 | 0.046 | 0.85 | 0.360 | 6.67 | 0.411 | 7.61 |
| Level 3 | 400 | 10.51 | 0.236 | 2.25 | 0.135 | 1.28 | 0.105 | 1.00 | 0.522 | 4.97 | 0.598 | 5.69 |
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RET# Precision ABX Minotrol Retic Combined sites $(10^{6} / \mathrm{mm}^{3})$
| All Sites | N | Mean | Within-Run | | Between-Run | | Between-Day | | Between-Site | | Total | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | SD | CV% | SD | CV% | SD | CV% | SD | CV% | SD | CV% |
| Level 1 | 400 | 0.072 | 0.005 | 6.94 | 0.000 | 0.00 | 0.001 | 1.39 | 0.009 | 12.50 | 0.010 | 13.89 |
| Level 2 | 400 | 0.176 | 0.006 | 3.41 | 0.002 | 1.14 | 0.002 | 1.14 | 0.012 | 6.82 | 0.014 | 7.95 |
| Level 3 | 400 | 0.348 | 0.009 | 2.59 | 0.005 | 1.44 | 0.006 | 1.72 | 0.018 | 5.17 | 0.021 | 6.03 |
RET# Precision ABX Minotrol Retic Combined sites (Cells/μL)
| All Sites | N | Mean | Within-Run | | Between-Run | | Between-Day | | Between-Site | | Total | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | SD | CV% | SD | CV% | SD | CV% | SD | CV% | SD | CV% |
| Level 1 | 400 | 71806 | 4550 | 6.94 | 0 | 0.00 | 1326 | 1.39 | 9011 | 12.50 | 10182 | 13.89 |
| Level 2 | 400 | 176377 | 6399 | 3.41 | 2083 | 1.14 | 2192 | 1.14 | 12487 | 6.82 | 14354 | 7.95 |
| Level 3 | 400 | 348204 | 9017 | 2.59 | 4871 | 1.44 | 6260 | 1.72 | 17783 | 5.17 | 21459 | 6.03 |
CRC Precision ABX Minotrol Retic Combined sites
| All Sites | N | Mean | Within-Run | | Between-Run | | Between-Day | | Between-Site | | Total | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | SD | CV% | SD | CV% | SD | CV% | SD | CV% | SD | CV% |
| Level 1 | 400 | 1.27 | 0.079 | 6.22 | 0.000 | 0.00 | 0.032 | 2.52 | 0.151 | 11.89 | 0.173 | 13.62 |
| Level 2 | 400 | 3.44 | 0.126 | 3.66 | 0.035 | 1.02 | 0.069 | 2.01 | 0.218 | 6.34 | 0.263 | 7.65 |
| Level 3 | 400 | 6.2 | 0.160 | 2.58 | 0.085 | 1.37 | 0.139 | 2.24 | 0.275 | 4.44 | 0.357 | 5.76 |
IRF Precision ABX Minotrol Retic Combined sites
| All Sites | N | Mean | Within-Run | | Between-Run | | Between-Day | | Between-Site | | Total | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | SD | CV% | SD | CV% | SD | CV% | SD | CV% | SD | CV% |
| Level 1 | 400 | 0.439 | 0.032 | 7.29 | 0.000 | 0.00 | 0.000 | 0.00 | 0.039 | 8.88 | 0.051 | 11.62 |
| Level 2 | 400 | 0.565 | 0.017 | 3.01 | 0.008 | 1.42 | 0.005 | 0.88 | 0.023 | 4.07 | 0.031 | 5.49 |
| Level 3 | 400 | 0.58 | 0.013 | 2.24 | 0.006 | 1.03 | 0.012 | 2.07 | 0.023 | 3.97 | 0.029 | 5.00 |
# c. Linearity:
Commercial linearity kits were used to perform the linearity studies. The expected values of the kit samples were considered the "true values". Each level was run in replicates of four $(n = 4)$ as recommended by the kit supplier. For each level, the four replicate results were plotted versus the theoretical value. The findings of the polynomial regression analysis indicate that the PENTRA XLR exhibits linearity across the claimed range.
The Analytical Measuring Range (AMR) is defined as the range comprised between the Analytical Limit or Limit of Quantitation and the High Linearity Limit determined for each parameter. The claimed AMR are provided below:
| Parameter | AMR on PENTRA XLR |
| --- | --- |
| RBC (10^6/mm^3) | 0.2 – 8 |
| RET% | 0.7 – 27 |
| RET# (10^6/mm^3) | 0.01 – 0.5 |
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RBC results are consistent with ABX PENTRA 80 claim.
## d. Carryover:
The potential for sample carryover was tested in duplicate on the PENTRA XLR instrument using alternating high and low concentrations samples according to the process below:
- Process a sample in RET mode with “low values” three times (low 1, low 2, low 3)
- Then process a sample with a “high values” three times (high 1, high 2, high 3)
- Finally process again the sample with “low values” three times (low 4, low 5, low 6)
The percentage of carryover is calculated using the formula below:

All carry-over results are within specifications for the PENTRA XLR. RBC results are consistent with ABX PENTRA 80 claim.
| | Carry-over Limit (%CV) |
| --- | --- |
| RBC (10^{6}/mm^{3}) | <2% |
| RET% | <1% |
| RET# (10^{6}/mm^{3}) | <1% |
## e. Interfering Substances:
The interference effect is evaluated following two methodologies.
**By addition** - evaluating the effect of potentially interfering substances added to the sample of interest:
A potential interfering substance is added to a sample and the bias relative to a control portion of the sample is evaluated ("paired-difference testing"). This bias was compared to the acceptance criteria.
For all tests performed with the following potential interferents: urea, bilirubin, lipemia, and hemolysis, the bias remained below the acceptable limit, therefore, no significant interference was observed.
**By comparison** - evaluating the bias of individual specimen:
Representative patient specimens (with known or potential reticulocyte interferents, as given in CLSI H44-A2 guidance document) and control samples (without interferent) are run in duplicate in comparison to a comparative measurement procedure (ABX PENTRA DX 120). Then the bias versus comparative measurement values was plotted for each
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specimen group. Both measurement procedures had 10 to 20 samples in each group to demonstrate sufficient precision. A comparable effect was observed on the PENTRA XLR and the reference device for the interferences from: abnormal RBC, basophilic stippling, cold agglutinins, giant platelets, hemolysis, Howell-Jolly bodies, leukocyte fragments, nucleated erythrocytes, Pappenheimer bodies, paraproteins, platelet clumps, platelet/erythrocyte coincidence.
Additionally, Heinz Bodies, parasites and autofluorescence are potential interferents on WBC and Monocytes counts that could not be tested, but that are well described in literature.
## 2. Other Supportive Instrument Performance Data Not Covered Above:
### a. Specimen Stability Studies
Ten whole venous blood specimens (collected in K₂EDTA) were analyzed on the PENTRA XLR at one site in US. Following the collection (T0), each specimen was divided in half, with one half of the sample stored at ambient temperature (24°C) and the other stored under refrigerated conditions (4°C). Testing for stability was performed at 1, 2, 3, 4, 6, 8, 24, 48 and 72 hours after T0. When sufficient volume is available, each time point is tested in duplicate. The acceptance criteria for sample stability is given as an acceptable maximum bias of the value at T with the value at T0. All data passed specifications. RBC results are consistent with ABX PENTRA 80 claim.
| Parameters | Sample stability when stored refrigerated (2-8°C) | Sample stability when stored at room temperature (20-24°C) |
| --- | --- | --- |
| RET% | 48 hours | 24 hours |
| RET# (10^{6}/mm^{3}) | 48 hours | 24 hours |
| CRC | 48 hours | 24 hours |
| IRF | 48 hours | 24 hours |
| RBC (10^{6}/mm^{3}) | 48 hours | 48 hours |
### b. Comparability between CBC and RET modes for RBC
A total of 107 normal and pathological blood specimens were analyzed on two PENTRA XLR instruments at one site in France. The specimens used in this study were venous blood specimens collected in K₂EDTA. Each subject specimen was analyzed in duplicate on both instruments in RET mode and CBC mode. Each replicate from the RET mode was compared to the mean value of the replicates from the CBC mode.
Bias was estimated at three points for RBC parameter: the low end of the distribution of observations, the mid-point, and the high end of the distribution. Bias was estimated separately for each replicate. Acceptance criteria were met at all levels. These findings support the claim that CBC and RET modes give comparable RBC results as measured on the PENTRA XLR hematology analyzer.
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| | | Mean | Mean | | | Intercept | | Slope | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | Rep | Ret mode | CBC mode | N | R² | Intercept | 95% CI | Slope | 95% CI |
| PXLR N°1 | Rep-1 | 4.45 | 4.48 | 106 | 0.999 | -0.064 | -0.099 ; -0.030 | 1.007 | 1.000 ; 1.014 |
| | Rep-2 | 4.45 | 4.47 | 106 | 0.999 | -0.02 | -0.040 ; 0.014 | 1.000 | 0.992 ; 1.004 |
| PXLR N°2 | Rep-1 | 4.33 | 4.37 | 104 | 0.999 | -0.032 | -0.050 ; -0.005 | 0.997 | 0.990 ; 1.002 |
| | Rep-2 | 4.36 | 4.39 | 104 | 0.999 | -0.04 | -0.053 ; -0.006 | 1.000 | 0.992 ; 1.006 |
| All | Rep-1 | 4.39 | 4.43 | 210 | 0.999 | -0.04 | -0.065 ; -0.024 | 1.000 | 0.996 ; 1.006 |
| | Rep-2 | 4.40 | 4.43 | 212 | 0.999 | -0.03 | -0.040 ; -0.006 | 1.000 | 0.994 ; 1.003 |
c. Anticoagulant Comparison Study - K₂EDTA vs. K₃EDTA whole blood:
A total of 90 normal and pathological blood specimens were analyzed on the PENTRA XLR at two sites in the US. Different instruments and operators were used at each site. The specimens used in this study were venous blood specimens that were prospectively collected for this study specifically. Each subject provided blood collected in both K₂EDTA and K₃EDTA. Each of the samples was analyzed in duplicate on the PENTRA XLR.
Bias was estimated at three points for each reticulocyte parameter: the low end of the distribution of observations, the mid-point, and the high end of the distribution. Bias was estimated separately for each replicate. Acceptance criteria were met for all measurands at all levels. These findings support the claim that K₂EDTA and K₃EDTA specimens give comparable results as measured on the PENTRA XLR hematology analyzer.
d. Determination of limit of blank, lower limits of detection and quantitation:
**Analytical Limits at Low Level**
Limit of Blank (LoB) and Limit of Detection (LoD) studies cannot be performed for reticulocyte parameters, because it is not possible to have result when there is no or not enough RBC in the sample. A verification of the LoB and LoD has been done for the RBC parameter.
Analytical sensitivity has been determined for the Reticulocyte parameters according to CLSI H44-A2 guideline. A verification of the LoQ according to CLSI EP17-A2 guideline has been done for the RBC parameter.
**Limit of Blank (LoB)**
Plasma samples, obtained by centrifugation of normal samples, were used as blank
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samples, in order to be as close as possible as the blood sample matrix. To estimate the LoB, a total of 60 repeated measurements of different plasma are run in the same series (six different samples run 10 times). This test is performed on two PENTRA XLR instruments with two reagents lots. RBC results on PENTRA XLR met specifications and are consistent with ABX PENTRA 80 claim.
LoB obtained from 60 repeated measurements of six different plasma samples, are:
| Measurand | LoB |
| --- | --- |
| RBC | 0 x 10^{6}/mm^{3} |
## Limit of Detection (LoD)
A set of six samples with very low parameter concentration are run 10 times over several days. To estimate the LoD, 60 results and calculate the pooled standard deviation (SDs). This test was performed on two PENTRA XLR instruments with two reagents lots. RBC results on PENTRA XLR met specifications and are consistent with ABX PENTRA 80 claim.
LoD obtained from 10 runs of 6 low samples on each instrument are:
| Measurand | LoD |
| --- | --- |
| RBC | 0.01 x 10^{6}/mm^{3} |
## Analytical sensitivity - Limit of Quantitation (LoQ)
For Reticulocyte parameters:
To estimate the analytical sensitivity for reticulocyte parameters, a range of samples in low concentrations is prepared. Seven levels are prepared and run four times each. Testing was performed on three PENTRA XLR instruments using four reagents lots.
The analytical sensitivity data are considered acceptable when the distribution of the residuals is randomly distributed and $r^2$ higher than 0.98. The lowest value obtained in agreement with the acceptance criteria is the sensitivity limit and will be used as low limit for measuring range.
Analytical sensitivity limits obtained are:
| Measurand | Analytical sensitivity |
| --- | --- |
| RET% | 0.7% |
| RET# | 0.01 x 10^{6}/mm^{3} |
For RBC parameter:
To estimate the limit of quantitation, several ranges of linearity in low concentrations were prepared. Between three to six samples per level were prepared and run at least five
15
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times each, 40 replicates per level. The LoQ data are considered acceptable when the %Total-error is smaller than the desired total error for each measurand. This test is performed on two PENTRA XLR instruments with two reagents lots. RBC results on PENTRA XLR met specifications and are consistent with ABX PENTRA 80 claim.
LoQ obtained from at least 40 runs of 4 samples by level are:
| Measurand | LoQ |
| --- | --- |
| RBC | 0.24 x 10^6/mm^3 |
e. Reference Intervals:
A total of 242 (122 female and 120 male) normal adult samples (whole blood samples collected in $\mathrm{K}_2\mathrm{EDTA}$ ) were analyzed in duplicate on the PENTRA XLR at two test sites in the US. The nonparametric data analysis method was used, depending only on the ranks of the reference data arranged in order of increasing size. Per EP28-A3, the reference interval is determined to be between and including the lower and upper reference limits, which enclose $95\%$ of the values from the reference population subjects. Confidence intervals for the reference limit were calculated using a $90\%$ probability ( $90\%$ CI).
For each gender, a reference interval has been defined as described in the following table.
| PENTRA XLR Reference Interval | FEMALES (N=122) | | MALES (N=120) | |
| --- | --- | --- | --- | --- |
| | LOW | HIGH | LOW | HIGH |
| RET% | 0.70 | 2.35 | 0.70 | 2.06 |
| RET# (10^6/mm^3) | 0.022 | 0.106 | 0.024 | 0.106 |
| CRC | 0.44 | 2.27 | 0.51 | 2.15 |
| IRF | 0.018 | 0.191 | 0.033 | 0.232 |
These intervals are given in the labeling of the PENTRA XLR. However, expected values will vary with sample population and/or geographical location. Horiba highly recommends that each laboratory establish its own normal ranges based upon its local population.
# K. Proposed Labeling:
The labeling is sufficient and it satisfies the requirements of 21 CFR Part 809.10.
# L. Conclusion:
The submitted information in this premarket notification is complete and supports a substantial equivalence decision.
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Learn the FDA Browser
Two short videos show you everything — or skip straight to the written tutorial if you'd rather read. You can reopen this any time from the Tutorial button in the top bar.
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.
Use the checkboxes above the results to narrow: SaMD keeps only software-only devices, AI / ML keeps only devices with AI.
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
Click a device name to open its detail page: device facts on the left, a chat window on the right. Ask something like "Describe the training data". The answer carries little citation bubbles — click one to jump to the highlighted passage in the source PDF, so you can verify every AI answer against the document. There's also a Download PDF button for sharing.
How do you verify an AI chat answer on the device detail page?
Click the citation bubbles to jump to the relevant highlight in the source document.
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.
How do you save a set of selected devices for later use?
Select the rows, go to the Collections tab, and create a labeled collection (e.g., "Cobb Angle Project"). You can reload the selection anytime and carry it into the PDF viewer and other tabs that support selections.
7. Product codes and the regulations tree
Click a product code in the results to jump to it in the regulations tree — identification text, sibling product codes, and devices you can open in a PDF viewer on the right. Click a regulation number to see its identification, special controls, and related product codes. You can also search by product code or regulation number at the top of the tree. Always read the special controls if any exist for your device — it broadens your search and sharpens pre-kickoff research.
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.