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510(k) Data Aggregation
(90 days)
PWD
The ClearLLab 10C Panels are intended for in vitro diagnostic use for qualitative identification of cell populations by multiparameter immunophenotyping on the Navios EX flow cytometers. These reagents are used as an aid in the differential diagnosis of hematologically abnormal patients having, or suspected of having, the following hematopoietic neoplasms: chronic leukemia, non-Hodgkin lymphoma, myeloma, myeloma, myelodysplastic syndrome (MDS), and/or myeloproliferative neoplasms (MPN). The reagents can be used with peripheral whole blood (collected in K2EDTA, Acid Citrate Dextrose (ACD) or Heparin), bone marrow (collected in K2EDTA, ACD or Heparin) and lymph node specimens. Interpretation of the results should be confirmed by a pathologist or equivalent professional in conjunction with other clinical and laboratory findings.
These reagents provide multiparameter, qualitative results for the surface antigens listed below:
- ClearLLab 10C B Cell Tube: Kappa, Lambda, CD10, CD5, CD200, CD34, CD38, CD20, CD19, CD45
- ClearLLab 10C T Cell Tube: TCRy8, CD4, CD2, CD56, CD5, CD34, CD3, CD8, CD7, CD45
- ClearLLab 10C M1 Cell Tube: CD16, CD7, CD10, CD13, CD64, CD34, CD14, HLA-DR, CD11b, CD45
- ClearLLab 10C M2 Cell Tube: CD15, CD123, CD117, CD13, CD34, CD38, HLA-DR, CD19, CD45
The Navios Flow Cytometer is intended for use as an in vitro diagnostic device for immunophenotyping using up to ten fluorescent detection channels using three lasers (488 nm, and 405 nm) and two light scatter detection channels. It is intended for use with in vitro diagnostic (IVD) assays and software that are indicated for use with the instrument.
The Navios EX Flow Cytometer is intended for use as an in vitro diagnostic device for immunophenotyping using up to ten fluorescent detection channels using three lasers (488 nm, and 405 mm) and two light scatter detection channels. It is intended for use with in vitro diagnostic (IVD) assays and software that are indicated for use with the instrument.
The new ClearLLab 10C reagent system is comprised of various components and is described below. Figures 2 and 3 illustrate the anticipated workflow from instrument setup through data analysis with a breakout of the standardization and Quality Control sequence for the new reagent system. As the figures show, the process is in-line with standard flow cytometry protocol.
- Four ClearLLab 10C Panels [B, T, M1 and M2]
- Navios and Navios EX flow cytometers [3 laser/10 color configurations]
- ClearLLab Compensation Kit
- ClearLLab Compensation Beads
- ClearLLab Control Cells, normal and abnormal
- Kaluza C data analysis software
- Flow-Check Pro Fluorospheres
- Flow-Set Pro Fluorospheres
- IOTest 3 Fixative Solution
- IOTest 3 Lysing Solution
The ClearLLab 10C reagent system is run on Beckman Coulter's Navios or Navios EX flow cytometer (3 Laser/10 Color configurations). It requires off-line manual sample processing and use of the accompanying lysing reagent. As part of the ClearLLab 10C reagent system, to allow proper utilization of this application, the indications for the Navios and Navios EX flow cytometers include all ten fluorescent detection channels and three laser configurations (blue, red and violet).
LMD data analysis is performed manually using the Kaluza C Analysis Software. This Analysis Software package is supplied separately from the Navios EX system softwares and must be installed on an independent computer workstation for off-line analysis of listmode files generated on the flow cytometer with the associated reagents and cytometer system software package, including Control Cell OC data and sample data analysis. The Navios and Navios EX analysis software are NOT be recommended for use with this application (Note that QC data from Flow-Set Pro, Flow-Check Pro, and Compensation products will continue to be analyzed using the on-board instrument software).
Kaluza C Software is a software tool designed to work with *.Imd files generated from flow cytometers.
Preset Kaluza C analysis templates for the ClearLLab 10c reagent system are provided.
The provided text describes the ClearLLab 10C Panels and associated Navios and Navios EX Flow Cytometers. Here's a breakdown of the acceptance criteria and study information:
1. Table of Acceptance Criteria and Reported Device Performance
The document does not explicitly present a single table delineating acceptance criteria and reported device performance for each metric. Instead, it lists various studies performed, their objectives, and their results, which implicitly demonstrate an acceptance of performance. The "Testing Results" column in the tables effectively serves as the "Reported Device Performance," and the objective of each study implies the acceptance criteria (i.e., demonstrating stability, linearity, equivalency, specificity, etc.).
Below is a summary derived from the "Testing Results" section (pages 18-19):
ClearLLab 10C Panels, Navios and Navios EX Flow Cytometers Acceptance Criteria and Performance Summary
Study Name | Objective (Implied Acceptance Criteria) | Reported Device Performance |
---|---|---|
Laser Performance Characteristics | Verify stability of the laser performance of the Navios and Navios EX flow cytometer over time. | Navios and Navios EX laser performance is stable over time. |
Instrument Carryover | Verify carryover using Flow-Check Pro fluorospheres meets performance specifications. | Navios and Navios EX meet the carryover performance requirements. |
Instrument Linearity | Verify fluorescence detection is linear using standard Navios and Navios EX settings. | Linearity of fluorescence measurements was demonstrated. |
Navios vs. Navios EX Percent Cell Recovery Equivalence Study | Demonstrate the equivalent performance in % cell recovery between Navios and Navios EX flow cytometers when running ClearLLab 10C application. | Navios and Navios EX Flow Cytometry Systems are equivalent when running the ClearLLab 10C application. |
Antibody Specificity Characterization | Demonstrate antibody specificity including Fluorescence Minus One. | Specific antibody clones and polyclonal antibody reagents are identified for ClearLLab 10C reagent panel markers. |
Reagent Dosing Characterization | Titrate for optimal reagent dosage. | Antibody conjugate dosing values were defined for each antibody of ClearLLab 10C reagents. |
Non-Specific Binding Characterization | Assess of Non-Specific Binding. | Solutions implemented to reduce and/or obtain acceptable level of non-specific binding. |
Lot-to-Lot Reproducibility (ClearLLab 10C panels) | Demonstrate variability of multiple lots of material. | The ClearLLab 10C panels have acceptable lot variability performance. |
Stability (ClearLLab 10C panels) | Demonstrate reagent stability. | The ClearLLab 10C panels met performance requirements in support of the product's stability claims. |
Carryover - Specimen and Reagent | Verify carryover of specimen and reagents on the Navios and Navios EX meets performance specifications. | The Navios and Navios EX meet carryover performance requirements. |
Bulk vs. Single Wash | Demonstrate equivalency of sample preparation methods. | Equivalency of single tube wash and bulk wash methodology was demonstrated. |
Detection Capability | Verify that the ClearLLab 10C panels with the Navios or Navios EX meet the performance requirements for the ability to differentiate between abnormal and normal populations. | The ClearLLab 10C panels with the Navios or Navios EX meet the performance requirements for Detection Capability. |
Specimen Age and Prepared Sample Stability (Whole Blood and Bone Marrow) | Verify whole blood and bone marrow specimen and prepared sample stability claims. | The ClearLLab 10C panels meet the requirements for specimen and prepared sample stability (Whole Blood and Bone Marrow). |
Specimen Age and Prepared Sample Stability (Lymph Node) | Verify lymph node samples prepared sample stability claim. | The ClearLLab 10C panels meet the requirements for prepared sample stability (Lymph Node). |
Anticoagulant Equivalency – Whole Blood | Demonstrate equivalent performance of whole blood specimens collected in several different anticoagulants (K2EDTA, Heparin and ACD) on the Navios system using ClearLLab 10C panels. | Performance of ClearLLab 10C panels with whole blood specimens collected in K2EDTA, Heparin and ACD anticoagulants was demonstrated to be equivalent. |
Anticoagulant Method Comparison - 10C to 5C | Demonstrate equivalency of anticoagulants used with bone marrow and whole blood specimens with the ClearLLab 10C panels in reference to the ClearLLab 5 color reagents. | For all conditions evaluated, the data collected demonstrates that the various anticoagulants are equivalent. |
Precision - Control Material | Demonstrate system imprecision using control material as a surrogate for a stabilized sample. | The ClearLLab 10C panels meet performance requirements for repeatability and reproducibility. |
Precision - Multi-Site with Clinical Specimens | Demonstrate assay repeatability and reproducibility using both normal and clinical specimens. | The ClearLLab 10C panels meet performance requirements for repeatability and reproducibility. |
Precision - Operator and Instrument Variability | Demonstrate system imprecision performance of the ClearLLab 10C panels using the same specimen prepared by three (3) operators, twice a day, on two (2) Navios EX flow cytometers. | The ClearLLab 10C panels when run on each specimen type by different operators on different Navios EX flow cytometers demonstrated acceptable precision performance and met acceptance criteria. |
Clinical Accuracy | Evaluate the clinical accuracy of the ClearLLab 10C Panels in identifying an abnormal or normal phenotype vs. the site's clinical diagnosis of malignant or non-malignant outcome from the current standard of care. | The ClearLLab 10C panels are able to identify the abnormal population when compared to clinical outcome. |
IOTest 3 Fixative and IOTest 3 Lysing Solution - Lot-to-Lot Reproducibility | Demonstrate variability of multiple lots of material. | The IOTest 3 Fixative and Lysing Solutions have acceptable lot variability performance. |
Flow-Set Pro Lot-to-Lot Variability | Demonstrate variability of multiple lots of material. | The Flow-Set Pro have acceptable lot variability performance. |
Flow-Check Pro Lot-to-Lot Variability | Demonstrate variability of multiple lots of material. | The Flow-Check Pro have acceptable lot variability performance. |
ClearLLab Compensation Kit with ClearLLab Compensation Beads Reagent Stability | Demonstrate reagent stability. | The Compensation Kit and Compensation Beads meet performance requirements in support of the products' stability claims. |
IOTest 3 Lysing Solution and Fixative Reagent Stability | Demonstrate reagent stability. | The IOTest 3 Fixative Solution and Lysing Solutions meet performance requirements in support of the product's stability claims. |
Flow-Set Pro Fluorospheres Reagent Stability | Demonstrate reagent stability. | The Flow-Set Pro Fluorospheres meet performance requirements in support of the product's stability claims. |
Flow-Check Pro Fluorospheres Reagent Stability | Demonstrate reagent stability. | The Flow-Check Pro Fluorospheres meet performance requirements in support of the product's stability claims. |
Flow-Set Pro Analyte Value Assignment | Define Flow-Set Pro Target ranges for use with the ClearLLab 10C panels and define a process for ranges transfer from one lot of Flow-Set Pro Fluorospheres. | Appropriate Flow-Set Pro target ranges are defined for use with the ClearLLab 10C panels and that a process for ranges transfer from one lot of Flow-Set Pro Fluorospheres to another one is in place. |
2. Sample Size Used for the Test Set and Data Provenance
- Sample Size for Test Set: The document does not specify a distinct "test set" sample size for all studies. However, for the "Precision - Multi-Site with Clinical Specimens" and "Precision - Operator and Instrument Variability" studies, typical clinical specimens (both normal and abnormal) were used. The specific number of specimens for each study is not explicitly stated in the provided text.
- Data Provenance: The document does not explicitly state the country of origin. The "Clinical Accuracy" study mentions "the site's clinical diagnosis," indicating that the data likely came from clinical sites where the study was conducted. The studies appear to be prospective in nature, as they involve actively verifying performance, stability, and equivalency.
3. Number of Experts Used to Establish the Ground Truth for the Test Set and Qualifications of Those Experts
- For the "Clinical Accuracy" study, the comparison was made against "the site's clinical diagnosis of malignant or non-malignant outcome from the current standard of care." The interpretation of results for the device itself is stated to "be confirmed by a pathologist or equivalent professional in conjunction with other clinical and laboratory findings" (page 2). This indicates that pathologists or equivalent professionals establish the ground truth for clinical cases. The number of such experts is not specified.
4. Adjudication Method for the Test Set
- The document implies that the ground truth for "Clinical Accuracy" is established by "the site's clinical diagnosis...from the current standard of care" and confirmed by a "pathologist or equivalent professional." However, it does not explicitly describe an adjudication method (such as 2+1, 3+1, or none) for resolving discrepancies among multiple expert opinions on a specific case.
5. Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study
- The provided text does not describe a multi-reader, multi-case (MRMC) comparative effectiveness study involving human readers with and without AI assistance (which is not relevant for this device as it's a diagnostic reagent and flow cytometer system, not an AI interpretative software for human review).
6. Standalone Performance Study
- The studies described, particularly those evaluating laser performance, instrument linearity, carryover, and reagent characteristics, are inherently standalone (algorithm/system only) performance studies. The system is evaluated on its ability to accurately detect and characterize cell populations. The "Clinical Accuracy" study also assesses the device's ability to identify abnormal populations against clinical outcomes, which is a standalone evaluation of its diagnostic capability.
7. Type of Ground Truth Used
- For various analytical studies (e.g., linearity, carryover, precision), the ground truth is established by reference standards, control materials, and comparative methods (e.g., predicate devices).
- For the "Clinical Accuracy" study, the ground truth is based on clinical diagnosis of malignant or non-malignant outcome from the current standard of care, confirmed by pathologist or equivalent professional consensus in conjunction with other clinical and laboratory findings.
8. Sample Size for the Training Set
- The document does not explicitly mention a "training set" as the devices described are diagnostic reagents and flow cytometers, not AI models that require specific training data in the context of machine learning. The studies listed are for performance verification and validation.
9. How the Ground Truth for the Training Set Was Established
- As there is no explicit mention of a "training set" in the context of an AI/machine learning model, this information is not applicable and is not provided in the document.
Ask a specific question about this device
(269 days)
PWD
The ClearLLab reagents are intended for in vitro diagnostic use as a panel for qualitative identification of cell populations by multiparameter immunophenotyping on an FC 500 flow cytometer. These reagents are used as an aid in the differential diagnosis of hematologically abnormal patients having, or suspected of having the following hematopoietic neoplasms; chronic leukemia, acute leukemia, non-Hodgkin lymphoma, myeloma, myelodysplastic syndrome (MDS), and/or myeloproliferative neoplasms (MPN). The reagents can be used with peripheral whole blood collected in EDTA (K2 and K3EDTA), Acid Citrate Dextrose or Heparin, bone marrow collected in K2EDTA, ACD, or Heparin, and lymph node specimens. Interpretation of the results should be confirmed by a pathologist or equivalent professional in conjunction with other clinical and laboratory findings.
These reagents provide multiparameter, qualitative results for the Cluster of Differentiation (CD) parameters listed below:
- ClearLLab T1: CD2, CD56, CD7, CD5, CD7, CD5, CD45
- ClearLLab T2: CD8, CD4, CD3, CD45
- ClearLLab B1: Kappa, Lambda, CD19, CD5, CD45
- ClearLLab B2: CD20, CD10, CD10, CD19, CD38, CD45
- ClearLLab M: CD7, CD13, CD34, CD33, CD45
The Clear LLab Reagents panel is used with the following reagents with their respective indicated uses. A description of the reagents provided is described below in Table 1.
Item | Description | Use |
---|---|---|
The T-Cell Lineage panels | Comprising T1 CD2- | |
FITC/CD56-PE/CD7- | ||
ECD/CD5-PC5.5/CD45-PC7 | ||
and T2 CD8-FITC/CD4- | ||
PE/CD3-PC5.5/CD45-PC7 | ||
Monoclonal Antibody Reagents. | For use to identify lymphocytes | |
that contain the specific cell | ||
surface markers associated with | ||
the T-cell lineage. | ||
The B-Cell Lineage panels | Comprising B1 Kappa- | For use to identify lymphocytes |
FITC/Lambda-PE/CD19- | ||
ECD/CD5-PC5.5/CD45-PC7 | ||
and B2 CD20-FITC/CD10- | ||
PE/CD19-ECD/CD38- | ||
PC5.5/CD45-PC7 Monoclonal | ||
and Polyclonal Antibody | ||
Reagents. | that contain the specific cell | |
surface markers associated with | ||
the B-cell lineage. | ||
The Myeloid Lineage panel | Comprising M CD7-FITC/ | |
CD13-PE/CD34-ECD//CD33- | ||
PC5.5/CD45-PC7 Monoclonal | ||
Antibody Reagents. | For use to identify lymphocytes | |
that contain the specific cell | ||
surface markers associated with | ||
the Myeloid lineage. | ||
Accessory Reagents Required | ||
Flow-Check Pro Fluorospheres | Flow-Check Pro Fluorospheres | |
are a suspension of fluorescent | ||
microspheres used for daily | ||
verification of the optical | ||
alignment and fluidics for | ||
Forward Scatter (FS) and FL1- | ||
FL4 fluorescence parameters. | Instrument Alignment Quality | |
Control Reagent to provide | ||
instrument alignment Quality | ||
Control instructions. | ||
Flow-Set Pro Fluorospheres | Flow-Set Pro Fluorospheres are | |
a suspension of fluorescent | ||
microspheres used as an aid in | ||
standardizing forward scatter, | ||
side scatter, and fluorescence | ||
detectors on the FC 500 (FL1- | ||
FL5). | Auto Setup Reagent for | |
standardization of flow | ||
cytometer light scatter and | ||
fluorescence intensity | ||
instrument settings to provide | ||
application-specific instrument | ||
target ranges for | ||
standardization. | ||
QuickComp 4 Kit | The QuickComp 4 Kit consists | |
of four single-color fluorescent | ||
reagents comprised of one | ||
monoclonal antibody each. Each | ||
antibody is labeled with one of | ||
four fluorochromes, three are | ||
utilized for this test: CD45- | ||
FITC, CD45-PE, and CD45- | ||
ECD. | The QuickComp 4 Kit is used to | |
adjust color compensation | ||
settings on a flow cytometer | ||
equipped with AutoSetup | ||
software, prior to multi-color | ||
analysis with FITC, PE, and | ||
ECD conjugated monoclonal | ||
antibody reagents. | ||
Color Compensation Reagents | Compensation reagents CD45- | |
PC5.5 and CD45-PC7. | Used to adjust color | |
compensation settings on a flow | ||
cytometer with AutoSetup | ||
software. | ||
Note: Color Compensation | ||
Reagents are required. It is | ||
recommended to use the | ||
reagents with normal whole | ||
blood specimens to adjust color | ||
compensation settings on a flow | ||
cytometer, prior to multi-color | ||
analysis. | ||
IOTest 3 Fixative Solution | The IOTest 3 Fixative Solution, which has a formaldehyde base, specially developed for the fixing of leukocytes. | Leukocyte fixative solution used on all leukocytic preparations to enable leukocytic preparations to be stored for several hours without deterioration after staining with a fluorescent antibody. It is used to fix leukocytes following immunofluorescent staining with the fluorochrome-conjugated antibodies and lysis of the red blood cells. |
Accessory Reagents Recommended but Not Provided | ||
VersaLyse Lysing Solution | Red cell lysing reagent intended for the lysis of red blood cells in the preparation of biological samples for flow cytometry analysis. | VersaLyse is intended for the lysis of red blood cells in the preparation of biological samples for flow cytometry analysis. |
Immutrol Control Cells | Process controls for flow cytometry. | Quality control material assayed for lymphocyte, granulocyte and monocyte specific antigens and single platform absolute counts. The light scatter, population distribution, fluorescence intensity, and antigen density mimic those of normal whole blood. |
StemTrol Control cells | An antibody-to-antigen positive control for CD34 and CD45 staining in flow cytometry studies, consisting of a preserved cell line, BK010044, | Quality control material for CD34 and CD45. |
The ClearLLab Reagents are intended for in vitro diagnostic use as a panel for qualitative identification of cell populations by multiparameter immunophenotyping on an FC 500 flow cytometer. These reagents are used as an aid in the differential diagnosis of hematologically abnormal patients having, or suspected of having hematopoietic neoplasms.
1. A table of acceptance criteria and the reported device performance:
Study/Metric | Acceptance Criteria (Target Outcome) | Reported Device Performance (Flow Expert #1) | Reported Device Performance (Flow Expert #2) |
---|---|---|---|
Overall Performance (All Specimen Types) | |||
Diagnostic Agreement (Positive) | 80% ± 10% agreement with clinical diagnosis (70-90%) | Sensitivity: 82.4% (75.3%-87.8% CI) | Sensitivity: 85.9% (79.2%-90.7% CI) |
Diagnostic Agreement (Negative) | 90% ± 10% agreement with clinical diagnosis (80-100%) | Specificity: 94.2% (88.9%-97.0% CI) | Specificity: 92.7% (87.1%-96.0% CI) |
Whole Blood Specimen Performance | |||
Diagnostic Agreement (Positive) | 90% ± 10% agreement with clinical diagnosis (80-100%) | Sensitivity: 89.0% (80.4%-94.1% CI) | Sensitivity: 92.7% (84.9%-96.6% CI) |
Diagnostic Agreement (Negative) | 90% ± 10% agreement with clinical diagnosis (80-100%) | Specificity: 91.0% (82.6%-95.6% CI) | Specificity: 89.7% (81.0%-94.7% CI) |
Qualitative Precision/Reproducibility | |||
Repeatability (Presence/Absence of Abnormal Phenotype) | 100% agreement between expected and actual results | 100% agreement (all sites and anticoagulants) | 100% agreement (all sites and anticoagulants) |
Operator-to-operator & Instrument-to-instrument Imprecision | 100% agreement for presence/absence of abnormal phenotype | 100% agreement (all operators and instruments) | 100% agreement (all operators and instruments) |
2. Sample size used for the test set and the data provenance (e.g. country of origin of the data, retrospective or prospective):
- Test Set Sample Size: A total of 279 abnormal hematologic specimens were enrolled in the clinical performance study.
- 137 hematologically abnormal but no malignancy.
- 142 with hematolymphoid malignancy (23 Acute Leukemia, 36 Chronic Leukemia, 62 Lymphoma, 8 Plasma Cell Neoplasm, 13 Others: MDS/MPN).
- An additional analysis was performed on 160 whole blood specimens (78 hematologically abnormal with no malignancy and 82 with hematolymphoid malignancy) from this larger set.
- Data Provenance: The study was a multi-center, retrospective study conducted at four sites. While the document does not explicitly state the country of origin, the reference to "WHO Classification of Tumours of Haematopoietic and Lymphoid Tissues" suggests an international context for clinical guidelines, but the specific locations of the four sites are not detailed.
3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts (e.g. radiologist with 10 years of experience):
- Number of Experts: Two qualified flow experts evaluated the ClearLLab flow cytometry results.
- Qualifications of Experts: The document states "Two qualified flow experts evaluated the ClearLLab flow cytometry results independently of each other..." However, specific details on their years of experience or exact professional titles (e.g., "radiologist with 10 years of experience") are not provided. It does state that "The device labeling states that interpretation of specimens should be performed by a pathologist or equivalent professional who has the appropriate training." This implies the experts would hold such qualifications.
4. Adjudication method (e.g. 2+1, 3+1, none) for the test set:
- Adjudication Method: The two flow experts evaluated the ClearLLab results independently of each other and were blinded to the final diagnosis. There is no mention of an adjudication method like 2+1 or 3+1 to resolve discrepancies between the two experts' interpretations of the ClearLLab device output. However, the expert interpretations of the ClearLLab results were then compared against the clinical outcome ("malignant" or "non-malignant") established by the clinical sites' final patient diagnosis.
5. If a multi-reader multi-case (MRMC) comparative effectiveness study was done, If so, what was the effect size of how much human readers improve with AI vs without AI assistance:
- This study did not appear to be an MRMC comparative effectiveness study in the context of human readers improving "with AI vs without AI assistance." The ClearLLab Reagents are a device for qualitative identification of cell populations using flow cytometry for aid in diagnosis. The study focused on the performance of these reagents (a diagnostic tool), interpreted by human experts, against clinical diagnosis. There is no mention of AI assistance in the interpretation of the device results or a comparison of human reader performance with and without such assistance.
6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done:
- No, a standalone (algorithm only) performance was not done. The ClearLLab Reagents are a diagnostic tool that produces flow cytometry data. The interpretation of this data by human "flow experts" was an integral part of the clinical performance study. The device's output itself isn't a definitive diagnosis but an aid, requiring expert interpretation.
7. The type of ground truth used (expert concensus, pathology, outcomes data, etc):
- The ground truth used was the clinical outcome of "malignant" or "non-malignant" based on the clinical sites' final patient diagnosis. This diagnosis was established by a pathologist or equivalent professional in conjunction with other clinical and laboratory findings, adhering to WHO guidelines. This can be categorized as a form of outcomes data or established clinical diagnosis, rather than simply expert consensus on the device's output.
8. The sample size for the training set:
- The document focuses on the performance of the ClearLLab Reagents and associated interpretive processes. There is no mention of a "training set" in the context of an algorithm or AI model development, as this device submission is for reagents and their clinical performance when interpreted by human experts, not an AI diagnostic algorithm.
9. How the ground truth for the training set was established:
- As there is no mention of a "training set" for an algorithm or AI model in this document, the method for establishing its ground truth is not applicable or described.
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