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510(k) Data Aggregation
(28 days)
ACL TOP Family 50 Series (ACL TOP 750; ACL TOP 750 CTS; ACL TOP 750 LAS; ACL TOP 550 CTS; ACL TOP 350
The ACL TOP Family 50 Series (ACL TOP 750; ACL TOP 750 CTS; ACL TOP 750 LAS; ACL TOP 550 CTS; ACL TOP 350 CTS) are bench top, fully automated, random access analyzers designed specifically for in vitro diagnostic clinical use in the hemostasis laboratory for coagulation and/or fibrinolysis testing in the assessment of thrombosis and/or hemostasis. The systems provide results for both direct hemostasis measurements and calculated parameters.
The ACL TOP Family 50 Series are fully automated coagulation analyzers that utilize the same intuitive software, the same consumables, reagents, calibrators and controls, and provide the same analytical methodology for routine and specialty assay result reporting as the predicate ACL TOP Family.
The ACL TOP Family 50 Series instrument performs the following types of tests, using the same optical measuring wavelengths and test parameters as the predicate ACL TOP Family:
- Coagulometric (Turbidimetric) Measurements
- . Chromogenic (Absorbance) Measurements
- . Immunological Measurements
The ACL TOP Family 50 Series also offers new pre-analytical features not available on the current ACL TOP Family as described below. These features are not intended to replace laboratory quality policies. The features simply alert the instrument operator to a potential HIL (Hemoglobin, Icteric and Lipemia) interference situation specific to the assays requested for a sample, underfilled sample tubes or a detected clog. The user will determine how to handle these situations (for example, by not reporting the results, or reporting the results with, or without, additional comments).
The provided text does not contain detailed acceptance criteria and a study proving the device meets those criteria in the traditional sense of a clinical or performance study for a diagnostic device.
This document is a 510(k) summary for a Special 510(k) submission, focusing on software changes (new remote features and enhanced cybersecurity measurements) to an existing device, the ACL TOP Family 50 Series. The key statement regarding acceptance criteria and proof of performance is:
"The software verification and validation study results demonstrate that the ACL TOP Family 50 Series with updated nonanalytical features is safe and effective for its intended purpose and equivalent in performance to the predicate device (K150877)."
This indicates that the "acceptance criteria" were related to the software's functionality, security, and the assertion that these non-analytical changes do not impact the analytical performance of the instrument. The "study" mentioned is a "software verification and validation study."
Given this, I will extract and infer the information based on the context of a software-focused 510(k) for a device where analytical performance is already established by a predicate.
Here's the breakdown based on your requested format:
1. Table of Acceptance Criteria and Reported Device Performance
Acceptance Criteria Category | Acceptance Criteria (Inferred from text) | Reported Device Performance (Inferred from text) |
---|---|---|
Remote Control Functionality | The added permission-based remote-control function for desktop sharing must operate as intended, providing remote access. | Functionality was verified through software verification and validation. The features are available on Windows 10 (SW version 6.5.3) instruments. |
Remote Software/OS/Test Parameter Delivery | The functionality to remotely deliver software, OS updates (patches), and test parameter releases must operate securely and effectively. | Functionality was verified through software verification and validation. The features are available on Windows 10 (SW version 6.5.3) instruments. |
Security and Privacy Controls | The new remote features must utilize security and privacy controls by design and installed by default, ensuring data integrity and user confidentiality. Enhanced cybersecurity measures (e.g., MS BitLocker, Digital Signature, MS AppLocker) must be effectively implemented. | Security and privacy controls were verified to be in place. New risk mitigation controls (MS BitLocker, Digital Signature, MS AppLocker) for enhanced cybersecurity were added and validated as part of the software verification and validation. |
Impact on Analytical Performance | The new remote and cybersecurity features, being non-analytical, must not negatively impact the analytical performance of the instrument (i.e., coagulation, chromogenic, and immunological measurements, and pre-analytical HIL check, tube fill height check, and clog detection functions). The overall performance must remain equivalent to the predicate device (K150877). | The document explicitly states: "These features do not impact the analytical performance of the instrument." The software verification and validation study results demonstrate the device "is safe and effective for its intended purpose and equivalent in performance to the predicate device (K150877)." This implies that the analytical functions were not degraded by the software updates. |
Compatibility | The new features are intended to be available only for ACL TOP Family 50 Series instruments at Windows 10 (SW version 6.5.3) and not for Windows 7 versions. | This compatibility restriction is stated and assumed to be met by the software itself. |
2. Sample size used for the test set and the data provenance
The document refers to a "software verification and validation study results." For software changes, the "test set" would typically involve functional and security testing scenarios rather than patient data. The document does not specify a sample size in terms of patient data or the provenance (country of origin, retrospective/prospective) because the changes are non-analytical software updates to an existing, already cleared device.
3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts
Not applicable based directly on the provided text, as the "ground truth" for these software functionalities would be their correct operation and security posture, established by software engineers, cybersecurity experts, and regulatory experts. The document does not detail specific experts or their qualifications for the V&V study.
4. Adjudication method for the test set
Not applicable. Adjudication methods like 2+1 or 3+1 are typically used for clinical studies involving human interpretation of medical images or tests. For software verification and validation of non-analytical features, testing protocols and bug reporting/resolution processes would be used.
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
No. This device is a coagulation analyzer, not an AI-powered diagnostic imaging device involving "human readers." The changes specifically "do not impact the analytical performance of the instrument."
6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done
This is a device that runs algorithms for coagulation measurements, and the "standalone" performance of these measurement algorithms was established by the predicate device (K150877). The new features are remote control and cybersecurity updates, not new analytical algorithms. The software verification and validation focused on these new non-analytical features operating correctly without human intervention (e.g., remote update deployment), but this is not an "algorithm only" performance study in the typical sense for clinical impact.
7. The type of ground truth used
For the software verification and validation related to the new remote and cybersecurity features, the "ground truth" would be:
- Functional Specification Adherence: The software correctly performs the defined remote control and update delivery functions according to its design specifications.
- Security Standard Compliance: The cybersecurity features meet established security standards and mitigate identified risks.
- Non-Interference: The new features do not interfere with the validated analytical performance of the device.
8. The sample size for the training set
Not applicable. This is a software update for an existing medical device, not a machine learning or AI algorithm development that requires a "training set" of data.
9. How the ground truth for the training set was established
Not applicable, as there is no training set for the software changes described.
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(31 days)
ACL TOP 970 CL
The ACL TOP 970 CL is a bench top, fully automated, random access analyzer designed specifically for in vitro diagnostic use by health care professionals in a clinical laboratory for coagulation and/or fibrinolysis testing in the assessment of thrombosis and/or hemostasis.
The system provides results for both direct measurements and calculated parameters.
The ACL TOP 970 CL is an additional member of the ACL TOP Family 70 Series previously FDA cleared under K231031. This family member consists of two side-by-side test modules:
- . Main Module (ACL TOP 550 CTS, K150877) the subject of this submission
- Chemiluminescent (CL) Module previously FDA cleared under K221359 .
The Main Module to the ACL TOP 970 CL instrument performs the following types of tests, using the same optical measuring wavelengths and test parameters as the predicate (ACL TOP Family 50 Series):
- . Coagulometric (Turbidimetric) Measurements
- . Chromogenic (Absorbance) Measurements
- . Immunological Measurements
The ACL TOP 970 CL is an additional member of the ACL TOP Family 70 Series (K231031) and utilizes the same consumables, reagents, calibrators, and controls, and provides the same analytical methodology for routine and specialty assay result reporting as the predicate (ACL TOP Family 50 Series).
The ACL TOP 970 CL also offers the same pre-analytical features available on the ACL TOP Family 50 Series. These features alert the instrument operator to a potential HIL (Hemoglobin, Icteric and Lipemia) interference situation specific to the assays requested for a sample, underfilled sample tubes or a detected clog.
The provided text describes a 510(k) premarket notification for the "ACL TOP 970 CL" device. This device is a Multipurpose System For In Vitro Coagulation Studies. Based on the content, it does not appear to be an AI/ML-driven device that would involve the complex ground truthing, expert reads, MRMC studies, or training/test set definitions typically associated with such technologies.
Instead, this submission is for a new hardware configuration (the ACL TOP 970 CL Main Module) that is substantially equivalent to a previously cleared device (ACL TOP Family 50 Series, K150877). The "studies" mentioned are analytical studies (precision and method comparison) to demonstrate that the new configuration performs equivalently to the predicate device for various coagulation assays.
Therefore, many of the requested points related to AI/ML device studies (e.g., number of experts, adjudication methods, MRMC studies, training set details) are not applicable to this type of device submission and are not found in the provided text.
Here's an analysis based on the available information:
1. Table of Acceptance Criteria and Reported Device Performance
The document does not explicitly state "acceptance criteria" in a quantified, pre-defined table format for each test. Instead, it refers to industry-standard guidelines (CLSI EP05-A3, CLSI EP09c, 3rd Ed) and states that "all analytical studies were performed in accordance to established plans and protocols and design control procedures. Testing verified that all acceptance criteria were met and results equivalent to the predicate device."
However, we can infer the performance metrics from the results presented:
Performance Metric | Acceptance Criteria (Inferred - based on "results equivalent to the predicate device" and meeting CLSI guidelines) | Reported Device Performance (ACL TOP 970 CL Main Module) |
---|---|---|
Precision | Meeting CLSI EP05-A3 guidelines for within-run and total %CV and comparability to predicate device performance. | (See "Precision" tables below for specific values per assay and material. All deemed acceptable.) |
Method Comparison | Demonstrated equivalence (slope near 1, intercept near 0, high correlation 'r') when compared to predicate device (ACL TOP 550 CTS) across the analytical measuring range. Meeting CLSI EP09c, 3rd Ed guidelines. | (See "Method Comparison" tables below for specific values per assay. All deemed acceptable.) |
Thermal Verification | No impact on analytical results from structural changes. | Confirmed no impact. |
Optical Stray Light Verification | No impact on analytical results from new back wall design. | Confirmed no impact. |
Environmental Verification | No impact on analytical results from changes to skin/air intake. | Confirmed no impact. |
Reported Device Performance Tables (from the document):
HemosIL D-Dimer HS 500 (K172903) – D-dimer ng/mL FEU - Precision
Material | Mean | Within Run %CV | Total %CV |
---|---|---|---|
Low Control | 733 | 4.3 | 4.5 |
High Control | 2664 | 2.5 | 2.8 |
Cut-off Plasma Pool | 532 | 5.2 | 6.0 |
High Plasma Pool | 2435 | 2.4 | 2.4 |
HemosIL Factor VIII deficient plasma (K034007) – Factor VIII % Activity - Precision
Material | Mean | Within Run %CV | Total %CV |
---|---|---|---|
Normal Control | 93.3 | 3.7 | 4.6 |
Abnormal Control | 26.5 | 3.7 | 6.5 |
Plasma Pool 1 | 41.5 | 6.3 | 7.3 |
Plasma Pool 2 | 5.8 | 4.4 | 5.4 |
HemosIL RecombiPlasTin 2G (K070005) – Prothrombin Time Seconds - Precision
Material | Mean | Within Run %CV | Total %CV |
---|---|---|---|
Normal Control | 11.5 | 0.5 | 1.2 |
Abnormal Pool | 26.3 | 0.8 | 2.3 |
Low Abn Control | 22.9 | 1.6 | 2.1 |
High Abn Control | 38.7 | 1.1 | 2.6 |
HemosIL RecombiPlasTin 2G (K070005) – Fibrinogen mg/dL - Precision
Material | Mean | Within Run %CV | Total %CV |
---|---|---|---|
Normal Control | 387 | 0.9 | 1.4 |
Low Fibrinogen Control | 178 | 6.1 | 6.3 |
Normal Pool | 392 | 1.3 | 2.0 |
Abnormal Pool | 109 | 1.8 | 2.4 |
HemosIL Liquid Anti-Xa (K213464) – Heparin IU/mL - Precision
Material | Mean | Within Run %CV | Total %CV |
---|---|---|---|
UF Low Control | 0.35 | 1.82 | 2.81 |
UF High Control | 0.65 | 1.43 | 2.36 |
UF Pool | 0.55 | 1.69 | 2.27 |
LMW High Control | 1.57 | 1.18 | 2.15 |
LMW Low Control | 0.64 | 2.55 | 2.81 |
LMW Pool | 0.71 | 1.49 | 2.05 |
Method Comparison Results (ACL TOP 970 CL vs. ACL TOP 550 CTS):
HemosIL D-Dimer HS 500 (K172903) – D-dimer ng/mL FEU
N: 136, Slope: 0.939, Intercept: 27.0, r: 0.996
HemosIL Factor VIII deficient plasma (K034007) – Factor VIII % Activity
N: 105, Slope: 1.045, Intercept: 0.0, r: 0.993
HemosIL RecombiPlasTin 2G (K070005) – Prothrombin Time Seconds
N: 118, Slope: 1.000, Intercept: 0.25, r: 0.998
HemosIL RecombiPlasTin 2G (K070005) – Fibrinogen mg/dL
N: 123, Slope: 0.991, Intercept: 5.1, r: 0.998
HemosIL Liquid Anti-Xa (K213464) – Heparin IU/mL
N: 139, Slope: 0.989, Intercept: 0.015, r: 0.997
2. Sample size used for the test set and the data provenance
-
Precision Test Set Sample Size: For precision studies, samples for each material were run for 20 days, two runs per day, 2 replicates per run (n=80). This applies to each of the multiple materials tested for each assay (e.g., Low Control, High Control, etc.).
-
Method Comparison Test Set Sample Size:
- HemosIL D-Dimer HS 500: N=136 clinical samples
- HemosIL Factor VIII deficient plasma: N=105 clinical samples
- HemosIL RecombiPlasTin 2G (Prothrombin Time): N=118 clinical samples
- HemosIL RecombiPlasTin 2G (Fibrinogen): N=123 clinical samples
- HemosIL Liquid Anti-Xa: N=139 clinical samples
-
Data Provenance: The document does not specify the country of origin for the data or explicitly state whether the samples were retrospective or prospective. It mentions "clinical samples" for method comparison and "material" (controls/plasma pools) for precision. Typically, such studies for IVD devices are conducted in a controlled laboratory setting (prospective testing) using a mix of manufactured controls/calibrators and patient samples.
3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts
N/A. This is not an AI/ML device requiring expert interpretation for ground truth. The "ground truth" for this in-vitro diagnostic device is the actual measurement of analytes, established by reference methods or validated predicate devices. Proficiency of technical staff operating the instruments would be presumed as per standard laboratory practices.
4. Adjudication method (e.g. 2+1, 3+1, none) for the test set
N/A. Not applicable to a measurement device; no human interpretation or adjudication beyond standard laboratory quality control and data review.
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
N/A. This is not an AI/ML device that assists human readers.
6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done
N/A. This is a standalone instrument for in-vitro diagnostic testing, not an algorithm. Its performance is based on its ability to accurately and precisely measure analytes. The "performance" tables provided are essentially the standalone performance of the device.
7. The type of ground truth used (expert concensus, pathology, outcomes data, etc)
The ground truth for an in-vitro diagnostic coagulation system like this is based on:
- Reference Materials: For precision, known concentration control materials and plasma pools with established values are used.
- Comparative Measurements: For method comparison, results from the subject device are compared against a legally marketed predicate device (ACL TOP 550 CTS) which serves as the established reference. The assumption is that the predicate device's measurements are equivalent to the "ground truth" for the test.
8. The sample size for the training set
N/A. This is not an AI/ML device that requires a "training set" in the machine learning sense. The device is a hardware instrument with validated analytical capabilities.
9. How the ground truth for the training set was established
N/A. See point 8.
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(506 days)
ACL TOP 970 CL, HemosIL CL Anti-Cardiolipin IgM, HemosIL CL Anti-ß2 Glycoprotein-I IgM
ACL TOP 970 CL: The ACL TOP 970 CL is a bench top, fully automated, random access analyzer designed specifically for in vitro diagnostic use by health care professionals in a clinical laboratory. The system provides results for both direct measurements and calculated parameters.
HemosIL CL Anti-Cardiolipin IgM: HemosIL CL Anti-Cardiolipin IgM is a fully automated chemiluminescent immunoassay for the semi-quantitative measurement of anti-cardiolipin (aCL) IgM antibodies in human 3.2% or 3.8% citrated plasma on the ACL TOP 970 CL in the laboratory setting by a healthcare professional, as an aid in the diagnosis of Antiphospholipid Syndrome (APS) when used in conjunction with other laboratory and clinical findings. For use with adult population. For prescription use only.
HemosIL CL Anti-ß2 Glycoprotein-I IgM: HemosIL CL Anti-B2 Glycoprotein-I IgM is a fully automated chemiluminescent immunoassay for the semi-quantitative measurement of anti-B2 Glycoprotein-I (anti-B2GPI) IgM antibodies in human 3.2% or 3.8% citrated plasma on the ACL TOP 970 CL in the laboratory setting by a healthcare professional, as an aid in the diagnosis of Antiphospholipid Syndrome (APS) when used in conjunction with other laboratory and clinical findings. For use with adult population. For prescription use only.
ACL TOP 970 CL Instrument: The ACL TOP 970 CL is an instrument that integrates new chemiluminescent test capability similar to the ACL AcuStar, K083518.
HemosIL CL Anti-Cardiolipin IgM: HemosIL CL Anti-Cardiolipin IgM is a chemiluminescent two-step immunoassay consisting of magnetic particles coated with cardiolipin and human purified ß2GPI, which capture, if present, the aCL antibodies from the sample. After incubation, magnetic separation, and a wash step, a tracer consisting of an isoluminol-labeled anti-human IgM antibody is added and may bind with the captured aCL IgM on the particles. After a second incubation, magnetic separation, and wash step, reagents that trigger the luminescent reaction are added, and the emitted light is measured as relative light units (RLU) by the ACL TOP 970 CL optical system. RLUs are directly proportional to the aCL IgM concentration in the sample.
HemosIL CL Anti-ß2 Glycoprotein-I IgM: HemosIL CL Anti-ß2 Glycoprotein-I IgM is a chemiluminescent two-step immunoassay consisting of magnetic particles coated with human purified ß2GPI, which capture, if present, the aß2GPI antibodies from the sample. After incubation, magnetic separation, and a wash step, a tracer consisting of an isoluminol-labeled anti-human IgM antibody is added and may bind with the captured aß2GPI IgM on the particles. After a second incubation, magnetic separation, and wash step, reagents that trigger the luminescent reaction are added, and the emitted light is measured as relative light units (RLUs) by the ACL TOP 970 CL optical system. RLUs are directly proportional to the aß2GPI IgM concentration in the sample.
The provided text describes the 510(k) summary for the ACL TOP 970 CL instrument and two associated immunoassays, HemosIL CL Anti-Cardiolipin IgM and HemosIL CL Anti-β2 Glycoprotein-I IgM. The studies presented focus on analytical performance and comparability to predicate devices, rather than AI model performance or human-in-the-loop studies. Therefore, many of the requested elements pertaining to AI-driven diagnostic devices (such as expert adjudication, MRMC studies, or training set details for AI) are not applicable or cannot be extracted from this document.
However, I can extract information related to the acceptance criteria for the analytical performance of the assays and how that performance was demonstrated.
Here's a breakdown of the available information:
1. Acceptance Criteria and Reported Device Performance
The acceptance criteria for these in vitro diagnostic devices are demonstrated through various analytical performance studies, focusing on precision, linearity, analytical sensitivity (LoD/LoQ), analytical specificity, and method comparison to predicate devices. The document does not explicitly state pre-defined acceptance thresholds for each parameter (e.g., minimum CV for precision, minimum slope for linearity). Instead, it presents the results of these studies, implying that the observed performance met internal or regulatory acceptance.
HemosIL CL Anti-Cardiolipin IgM
Acceptance Criteria (Implied) | Reported Device Performance |
---|---|
Precision (Low Lot-to-Lot Variability) | Lot-to-Lot Variability (% CV): |
- Low Multi-Ab Control: 1.6%
- High Multi-Ab Control: 1.2%
- Plasma Samples A-E: 1.6% - 9.6% |
| Reproducibility (Low CV across sites/runs)| Reproducibility (% CV): - Low Multi-Ab Control: 7.0%
- High Multi-Ab Control: 7.4%
- Clinical Samples 1-4: 4.5% - 9.5% |
| Analytical Sensitivity (LoD/LoQ) | LoD: 1.0 U/mL
LoQ: 1.0 U/mL |
| Linearity Range | 2.7 - 500.0 U/mL |
| Analytical Specificity (No interference) | No interference for: Hemoglobin, Bilirubin, Triglycerides, Heparin (LMW/UF), Rheumatoid Factor, Acetylsalicylic acid, Atorvastatin, Warfarin, Prednisone, Acid Citric Dextrose, Hydroxychloroquine, Rituximab at specified concentrations. |
| Method Comparison (Strong correlation to predicate) | Slope (95% CI): 1.00 (0.98 - 1.01)
r: 1.00 |
| Diagnostic Performance (Sensitivity/Specificity vs. APS Classification - provided for context, not a direct "acceptance criterion" in the same way as analytical measures) | Sensitivity: 40.5% (33.8% - 47.6%)
Specificity: 91.9% (88.4% - 94.5%) |
HemosIL CL Anti-β2 Glycoprotein-I IgM
Acceptance Criteria (Implied) | Reported Device Performance |
---|---|
Precision (Low Lot-to-Lot Variability) | Lot-to-Lot Variability (% CV): |
- Low Multi-Ab Control: 12.8%
- High Multi-Ab Control: 11.5%
- Plasma Samples A-E: 3.6% - 7.2% |
| Reproducibility (Low CV across sites/runs)| Reproducibility (% CV): - Low Multi-Ab Control: 8.3%
- High Multi-Ab Control: 7.7%
- Clinical Samples 1-4: 4.8% - 8.3% |
| Analytical Sensitivity (LoD/LoQ) | LoD: 2.0 U/mL
LoQ: 2.0 U/mL |
| Linearity Range | 1.9 - 400.0 U/mL |
| Analytical Specificity (No interference) | No interference for: Hemoglobin, Bilirubin, Triglycerides, Heparin (LMW/UF), Rheumatoid Factor, Acetylsalicylic acid, Atorvastatin, Warfarin, Prednisone, Acid Citric Dextrose, Hydroxychloroquine, Rituximab at specified concentrations. |
| Method Comparison (Strong correlation to predicate) | Slope (95% CI): 0.94 (0.92 – 0.96)
r: 0.99 |
| Diagnostic Performance (Sensitivity/Specificity vs. APS Classification - provided for context, not a direct "acceptance criterion" in the same way as analytical measures) | Sensitivity: 33.0% (26.7% - 39.9%)
Specificity: 94.6% (91.4% - 96.6%) |
2. Sample Sizes Used for the Test Set and Data Provenance
- Precision Study (Test Set):
- HemosIL CL Anti-Cardiolipin IgM & Anti-β2 Glycoprotein-I IgM: 5 plasma samples (3 positive, 2 negative) and 2 levels of controls. Each material was run in duplicate, twice per day over 20 days.
- Reproducibility Study (Test Set):
- HemosIL CL Anti-Cardiolipin IgM & Anti-β2 Glycoprotein-I IgM: 4 plasma samples (3 positive, 1 negative for Anti-Cardiolipin IgM; 3 positive for Anti-β2 Glycoprotein-I IgM) and 2 levels of controls. Each material tested in triplicate, twice a day for 5 days, totaling 30 replicates per level.
- Analytical Sensitivity (LoD/LoQ):
- Specific sample numbers for LoD/LoQ for new reagent lots are not detailed, but samples prepared by combining Ab-positive and normal donor plasma were used.
- Linearity:
- For each assay, samples were prepared by diluting a high antibody plasma sample with a negative antibody plasma sample to create required concentrations. Each level was measured in seven replicates.
- Normal Reference Range:
- 100 citrated plasma normal donor samples.
- Method Comparison:
- HemosIL CL Anti-Cardiolipin IgM: N = 131 samples.
- HemosIL CL Anti-β2 Glycoprotein-I IgM: N = 123 samples.
- APS Outcome Study (Diagnostic Performance):
- HemosIL CL Anti-Cardiolipin IgM: N = 500 samples.
- HemosIL CL Anti-β2 Glycoprotein-I IgM: N = 503 samples (indicated by the sum of Positive/Negative categories: 63+17+128+295=503).
Data Provenance: The document does not specify the country of origin for the data or whether the studies were retrospective or prospective, though typical clinical performance studies for diagnostic devices are usually prospective or utilize carefully curated samples. Reproducibility studies were conducted at "3 external sites."
3. Number of Experts Used to Establish the Ground Truth for the Test Set and Their Qualifications
This information is not provided. For these in vitro diagnostic immunoassays, the "ground truth" for the analytical performance studies (precision, linearity, etc.) is the quantitative measurement itself, validated against established laboratory methods or reference materials. For the "APS Outcome Study," the ground truth is "APS disease classification per 2006 International Consensus Statement from Miyakis et al." This classification is typically based on a combination of clinical and laboratory findings, interpreted by clinicians, but the specific number and qualifications of experts involved in this classification for the study samples are not detailed.
4. Adjudication Method (e.g., 2+1, 3+1, none) for the Test Set
Not applicable, as this is an in vitro diagnostic device measuring analyte concentrations, not an imaging AI relying on expert interpretations or adjudications. The diagnostic performance (sensitivity/specificity) is compared against pre-defined clinical classification criteria (Miyakis et al. 2006).
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
Not applicable. This document describes an in vitro diagnostic device (immunoassay and analyzer), not an AI-driven imaging diagnostic device. There is no mention of human readers or AI assistance in diagnostic interpretation.
6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done
The performance data provided (precision, linearity, sensitivity, specificity, method comparison) is the standalone performance of the device (instrument + assay). The device provides a semi-quantitative measurement of antibodies, which then aids in diagnosis when used "in conjunction with other laboratory and clinical findings." There is no "human-in-the-loop" component in the assay's direct operation or result generation as described beyond the healthcare professional performing the test.
7. The Type of Ground Truth Used
- Analytical Studies (Precision, Linearity, LoD/LoQ, Specificity): The ground truth is inherent to the nature of these highly controlled analytical tests. For example, for linearity, serially diluted samples with known concentrations are used. For interference, samples spiked with known interferents are used.
- Method Comparison: The ground truth is established by the measurements obtained from the predicate (reference) devices: HemosIL AcuStar Anti-Cardiolipin IgM (K092181) and HemosIL AcuStar Anti-β2 Glycoprotein-I IgM (K091556) on the ACL AcuStar (K083518).
- Normal Reference Range: Established by testing 100 samples from "normal donors."
- APS Outcome Study: "APS disease classification per 2006 International Consensus Statement from Miyakis et al." This is a consensus-based clinical classification criteria.
8. The Sample Size for the Training Set
Not applicable, as this is not an AI/machine learning device that requires a distinct training set. The "development" of the assays would involve internal R&D, but not a "training set" in the context of AI.
9. How the Ground Truth for the Training Set Was Established
Not applicable, as there is no training set mentioned for an AI model. For the development/validation of the immunoassay itself, the "ground truth" for calibrators and controls would be established through careful analytical procedures, often traceable to international standards or reference materials, under strict quality control.
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(71 days)
ACL TOP Family 70 Series
The ACL TOP Family 70 Series (ACL TOP 370, ACL TOP 570 and ACL TOP 770 / 770s / 770 LAS) are bench top, fully automated, random access analyzers designed specifically for in vitro diagnostic clinical use by health care professionals in the hemostasis laboratory for coagulation and/or fibrinolysis testing in the assessment of thrombosis and/or hemostasis. The systems provide results for both direct hemostasis measurements and calculated parameters.
The ACL TOP Family 70 Series are fully automated coagulation analyzers that utilize the same intuitive software, the same consumables, reagents, calibrators and controls, and provide the same analytical methodology for routine and specialty assay result reporting as the predicate ACL TOP Family 50 Series.
The ACL TOP Family 70 Series instrument performs the following types of tests, using the same optical measuring wavelengths and test parameters as the predicate ACL TOP Family 50 Series:
- . Coagulometric (Turbidimetric) Measurements
- Chromogenic (Absorbance) Measurements .
- . Immunological Measurements
The ACL TOP Family 70 Series also offers the same pre-analytical features available on the ACL TOP Family 50 Series. These features alert the instrument operator to a potential HIL (Hemoglobin, Icteric and Lipemia) interference situation specific to the assays requested for a sample, underfilled sample tubes or a detected clog.
Here's a breakdown of the acceptance criteria and study details for the ACL TOP Family 70 Series device, based on the provided document:
Acceptance Criteria and Reported Device Performance
The core acceptance criterion for the ACL TOP Family 70 Series appears to be demonstrating equivalent analytical performance to its predicate device, the ACL TOP Family 50 Series, across various representative assays. This equivalency is assessed through precision and method comparison studies.
Table of Acceptance Criteria and Reported Device Performance:
Study Category | Acceptance Criteria | Reported Device Performance (ACL TOP Family 70 Series) |
---|---|---|
Precision | Precision (e.g., %CV) should be within acceptable limits as defined by established guidelines (CLSI EP05-A3) and comparable to the predicate device's expected performance. | Successfully met criteria. Examples: |
- HemosIL D-Dimer HS 500: Low Control Total %CV 4.8, High Control Total %CV 2.1
- HemosIL Factor VIII: Normal Control Total %CV 3.4, Abnormal Control Total %CV 4.8
- HemosIL RecombiPlasTin 2G (PT): Normal Control Total %CV 1.8, High Abn Control %CV 4.0
- HemosIL RecombiPlasTin 2G (Fibrinogen): Normal Control Total %CV 3.9, Low Fibrinogen Control %CV 8.1
- HemosIL Liquid Anti-Xa: UF Low Control Total %CV 1.8, LMW High Control Total %CV 2.2 |
| Method Comparison | Linear regression analysis (slope, intercept, correlation coefficient 'r') between the subject device and predicate device should demonstrate equivalent performance across the analytical measuring range (AMR), according to established guidelines (CLSI EP09c. 3rd Ed). | Successfully met criteria. All studies showed strong correlation (r ≥ 0.998) and slopes close to 1 with intercepts close to 0, indicating equivalence. Examples: - HemosIL D-Dimer HS 500: Slope 1.022, Intercept 0.5575, r 0.998
- HemosIL Factor VIII: Slope 1.006, Intercept -0.0587, r 0.998
- HemosIL RecombiPlasTin 2G (PT): Slope 1.012, Intercept -0.0940, r 1.000
- HemosIL RecombiPlasTin 2G (Fibrinogen): Slope 0.9756, Intercept -1.1220, r 0.999
- HemosIL Liquid Anti-Xa: Slope 0.9804, Intercept -0.0145, r 0.999 |
| Overall Conclusion | Updates introduced do not impact the labeled performance data of the current menu of FDA-cleared assays. Device is safe and effective for its intended purpose and equivalent in performance to the predicate device. | Analytical study results demonstrate that the ACL TOP Family 70 Series, with updated non-analytical features, is safe and effective for its intended purpose and equivalent in performance to the predicate device (K150877). |
Study Details:
-
Sample size used for the test set and the data provenance:
- Precision Studies:
- For each material/control for the selected representative assays, samples were run for 20 days at two runs per day, 2 replicates per run, resulting in a total of n=80 data points per material.
- Provenance: Not explicitly stated, but based on the context of an FDA submission for an in vitro diagnostic device, these would typically be laboratory-generated samples or commercial control materials. The studies were performed internally by the manufacturer ("Instrumentation Laboratory Company").
- Method Comparison Studies:
- Sample sizes varied per assay:
- HemosIL D-Dimer HS 500: N = 116 clinical samples
- HemosIL Factor VIII: N = 104 clinical samples
- HemosIL RecombiPlasTin 2G (PT): N = 116 clinical samples
- HemosIL RecombiPlasTin 2G (Fibrinogen): N = 114 clinical samples
- HemosIL Liquid Anti-Xa: N = 207 clinical samples
- Provenance: The studies included "clinical samples spanning each assay's analytical measuring range (AMR)." The country of origin of these clinical samples is not specified, but they are prospectively collected or selected for the study based on their span across the AMR.
- Sample sizes varied per assay:
- Precision Studies:
-
Number of experts used to establish the ground truth for the test set and the qualifications of those experts:
- This being an in vitro diagnostic (IVD) device for laboratory analysis, the "ground truth" for the test set is established by the measurement itself on a recognized, cleared, and well-characterized comparator device (the predicate ACL TOP Family 50 Series), or by the known concentrations/activity of control materials. It's not a subjective interpretation task that requires human adjudication or expert consensus in the same way as, for example, image-based diagnostic AI. Therefore, no human experts are explicitly mentioned as establishing a subjective ground truth for these analytical performance studies. The "ground truth" for method comparison is the performance of the predicate device.
-
Adjudication method (e.g., 2+1, 3+1, none) for the test set:
- None. Adjudication methods like 2+1 or 3+1 are typically used in studies involving subjective human interpretation (e.g., radiology reads) where discrepancies need to be resolved. For analytical performance studies of a medical device measuring quantitative analytes, the ground truth is objective (the measured value from the predicate device or a known concentration in a control).
-
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:
- No. An MRMC study is not applicable here as this is an in vitro diagnostic instrument, not an AI-assisted diagnostic tool that involves human readers interpreting cases. The device automatically performs coagulation and/or fibrinolysis testing.
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If a standalone (i.e., algorithm only without human-in-the-loop performance) was done:
- Yes, effectively. The entire study evaluates the analytical performance of the device itself (the ACL TOP Family 70 Series) in a standalone manner. While trained lab personnel operate the instrument, the performance metrics (precision, method comparison) are about the instrument's ability to produce accurate and precise results, independent of human interpretive intervention for the results themselves. The device's "algorithm" (its internal measurement and calculation processes) is being evaluated.
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The type of ground truth used (expert consensus, pathology, outcomes data, etc.):
- For precision studies, the ground truth is the known concentration/activity of control and plasma pool materials.
- For method comparison studies, the ground truth is the measured values obtained from the predicate device (ACL TOP Family 50 Series) for the same clinical samples. The principle is to see if the new device produces equivalent results when compared to an already accepted diagnostic method.
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The sample size for the training set:
- The document does not mention a training set in the context of machine learning or AI model development. This device is an IVD instrument that utilizes established analytical methodologies (coagulometric, chromogenic, immunological measurements) and software, rather than a machine learning model that requires a discrete training phase with labeled data. The studies performed are verification and validation studies to demonstrate performance and equivalency to a predicate.
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How the ground truth for the training set was established:
- As there is no mention of a "training set" in the context of an AI/ML model, this question is not applicable. The device's operation is based on pre-defined analytical principles, not on learning from a training dataset to establish a ground truth.
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(30 days)
ACL TOP (ACL TOP 700, ACL TOP 700 CTS, ACL TOP 700 LAS, ACL TOP 500 CTS, ACL TOP 300 CTS)
The ACL TOP is a bench top, fully automated, random access analyzer designed specifically for in vitro diagnostic clinical use in the hemostasis laboratory for coagulation and/or fibrinolysis testing in the assessment of thrombosis and/or hemostasis. The system provides results for both direct hemostasis measurements and calculated parameters.
The ACL TOP Family are fully automated coagulation analyzers that utilize the same intuitive software, the same consumables, reagents, calibrators and controls, and provide the same analytical methodology for routine and specialty assay result reporting as the predicate ACL TOP Family. The ACL TOP Family instrument performs the following types of tests, using the same optical measuring wavelengths and test parameters as the predicate ACL TOP Family: Coagulometric (Turbidimetric) Measurements Chromogenic (Absorbance) Measurements Immunological Measurements
This document is a 510(k) premarket notification for a medical device called ACL TOP. The purpose of this submission is to demonstrate that the updated ACL TOP device, which has switched its operating system from Windows XP to Windows 7, is substantially equivalent to its legally marketed predicate devices.
1. Table of Acceptance Criteria and Reported Device Performance
The acceptance criteria here is "Substantial Equivalence" to the predicate device. For a Special 510(k) submission, this means there are no changes to the indications for use or operating principle, and no changes to labeled performance claims, hardware, data reduction software, test parameters, calibration, quality controls, or consumables/reagents.
Characteristic | Predicate Device (ACL TOP Family with Windows XP) | Updated Device (ACL TOP Family with Software v5.3 on Windows 7) | Acceptance Criteria (Substantial Equivalence) |
---|---|---|---|
Trade Names | ACL TOP (multiple models) | Same | Same |
Indications for Use | Described in document | Same | Same |
Matrix (Sample Type) | 3.2% Citrated Plasma | Same | Same |
Methodology | Coagulometric, Chromogenic, Immunological | Same | Same |
Test Menu | Clotting, chromogenic, immunological assays | Same | Same |
Quality Control | Automated QC | Same | Same |
Operating System | Windows XP | Windows 7 | Functionally no change to performance |
Operating Principle | Described in document | Same | Same |
Labeled Performance Claims | Not explicitly detailed, but assumed stable | Same | Same |
Hardware | Not explicitly detailed, but assumed stable | No change | No change |
Data Reduction Software | Not explicitly detailed, but assumed stable | No change | No change |
Test Parameters | Not explicitly detailed, but assumed stable | No change | No change |
Calibration | Not explicitly detailed, but assumed stable | No change | No change |
Consumables / Reagents | Not explicitly detailed, but assumed stable | No change | No change |
2. Sample Size Used for the Test Set and Data Provenance
The document does not detail a specific test set, its sample size, or data provenance (e.g., country of origin, retrospective/prospective). This is a Special 510(k) submission primarily focused on an operating system change, where the core assumption is that due to no changes in critical operational aspects (hardware, reagents, methodology, etc.), the performance remains substantially equivalent to the predicate. Such submissions typically rely on verification and validation activities demonstrating that the new software does not negatively impact existing performance, rather than a full clinical study with a patient test set.
3. Number of Experts Used to Establish the Ground Truth for the Test Set and Their Qualifications
Not applicable. This type of submission relies on technical verification and validation of the software change, ensuring that it operates as intended and does not alter the established clinical performance of the device previously demonstrated for the predicate. There is no mention of expert-established ground truth for a clinical test set in this document.
4. Adjudication Method for the Test Set
Not applicable. As noted above, there is no clinical test set described that would require an adjudication method.
5. If a Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study Was Done, and the Effect Size
No. This document does not mention a MRMC comparative effectiveness study. This device is a coagulation instrument, not an AI-assisted diagnostic imaging device that would typically undergo such a study.
6. If a Standalone (i.e., algorithm only without human-in-the-loop performance) Was Done
The device is an automated coagulation analyzer. Its "standalone" performance is its fundamental operation (i.e., producing test results). The change to the operating system is intended to maintain this standalone performance. No separate "algorithm-only" study distinct from the device's inherent function is described in the context of this submission.
7. The Type of Ground Truth Used
The "ground truth" for this submission is implicitly the established and cleared performance of the predicate ACL TOP Family devices. The updated device is considered substantially equivalent if it performs identically or comparably to the predicate for all stated measurement parameters and clinical indications. The document describes the device's functionality as "results for both direct hemostasis measurements and calculated parameters," implying that the accuracy of these measurements against established principles and validated methods would be the "ground truth" for the device's function.
8. The Sample Size for the Training Set
Not applicable. This device is an in-vitro diagnostic instrument for coagulation testing, not a machine learning or AI algorithm in the context of a "training set" as commonly referred to in AI development. The software change is an operating system update, which would involve software development and testing, but not typically a "training set" in the AI sense.
9. How the Ground Truth for the Training Set Was Established
Not applicable, as there is no "training set" in the AI sense for this device. The ground truth for the device's performance would have been established during the development and clearance of the predicate devices, likely through extensive analytical and clinical validation studies against reference methods and clinical outcomes.
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(256 days)
ACL TOP FAMILY 50 SERIES: ACL TOP 350 CTS; ACL TOP 550 CTS; ACL TOP 750; ACL TOP 750 CTS; ACL TOP 750
The ACL TOP Family 50 Series (ACL TOP 750; ACL TOP 750 CTS; ACL TOP 750 LAS; ACL TOP 550 CTS; ACL TOP 350 CTS) are bench top, fully automated, random access analyzers designed specifically for in vitro diagnostic clinical use in the hemostasis laboratory for coagulation and/or fibrinolysis testing in the assessment of thrombosis and/or hemostasis. The systems provide results for both direct hemostasis measurements and calculated parameters.
The ACL TOP Family 50 Series are fully automated coagulation analyzers that utilize the same intuitive software, the same consumables, reagents, calibrators and provide the same analytical methodology for routine and specialty assay result reporting as the predicate ACL TOP Family. The ACL TOP Family 50 Series instrument performs the following types of tests, using the same optical measuring wavelengths and test parameters as the predicate ACL TOP Family: Coagulometric (Turbidimetric) Measurements, Chromogenic (Absorbance) Measurements, Immunological Measurements. The ACL TOP Family 50 Series also offers new pre-analytical features not available on the current ACL TOP Family: Pre-Analytical HIL Check, Pre-Analytical Tube Fill Height (THF) Check, and Pre-Analytical Clog Detection.
Acceptance Criteria and Device Performance for ACL TOP Family 50 Series
This document outlines the acceptance criteria and the results of the studies demonstrating that the ACL TOP Family 50 Series coagulation analyzers meet these criteria. The device is intended for in vitro diagnostic clinical use for hemostasis and fibrinolysis testing.
1. Table of Acceptance Criteria and Reported Device Performance
The acceptance criteria for this device are established through internal and external precision, linearity, and method comparison studies, specifically aiming for performance comparable to the predicate device (ACL TOP Family) and within CLSI guidelines. While explicit numeric acceptance criteria are not presented as a single consolidated table, the pass/fail status indicated in the reproducibility study and the strong correlation coefficients/slopes in the method comparison studies serve as de-facto acceptance criteria. The device consistently passed these criteria across various assays and models.
Study Type | Assay/Parameter | Acceptance Criteria (Implied) | Reported Device Performance |
---|---|---|---|
Precision | Within-run %CV, Total %CV (various assays and levels) | Within CLSI EP05-A2 guidelines (Specific %CVs noted in tables) | All reported %CVs (within-run and total) passed acceptance criteria. |
Linearity | Slope, Y-Intercept, r² (various assays) | r² close to 1, slope close to 1, intercept close to 0 (equivalent linearity as predicate) | All r² values were >0.9781, slopes were generally close to 1, and intercepts were low, demonstrating strong linearity. |
Method Comparison | Slope, Intercept, r (against predicate ACL TOP 500) | r > 0.94, slope close to 1, intercept close to 0 (equivalent performance as predicate) | All r values were >0.94, slopes were generally close to 1, and intercepts were small across all sites and assays. |
Pre-Analytical HIL Check (Hemoglobin, Bilirubin, Lipemia) | Strong correlation (r) to reference methods | Hemoglobin r: >0.944, Bilirubin r: >0.952, Lipemia: >91% Overall Matching | |
Functional Check | Pre-Analytical Clog Detection | Correct detection of occluded sample probe | All instrument models correctly detected an occluded sample probe. |
Pre-Analytical Tube Fill Height Check | Correct detection of underfilled tubes | All instrument models correctly detected when tubes were underfilled. |
2. Sample Sizes Used for the Test Set and the Data Provenance
-
Precision Study (Internal):
- Sample Size: 80 replicates per level for each of 12 assays on each instrument model (ACL TOP 350 CTS, ACL TOP 550 CTS, ACL TOP 750 CTS, ACL TOP 750). This involved commercially available assays and their assayed control materials, as well as a prepared patient plasma pool.
- Data Provenance: Internal, not specified country of origin, retrospective or prospective not explicitly stated but implies prospective as part of a 20-day study.
-
Precision Study (External):
- Sample Size: 80 replicates per level for each of 11 assays (two levels of control materials) on one ACL TOP 550 CTS model at three external US sites.
- Data Provenance: Three US external sites, implies prospective as part of a 20-day study.
-
Reproducibility Study (External):
- Sample Size: 30 replicates per level for each of 12 assays (two levels of control materials) on one ACL TOP 550 CTS model at three external US sites.
- Data Provenance: Three US external sites, implies prospective as part of a 5-day study.
-
Linearity Study (Internal):
- Sample Size: Minimum of 9 levels tested in quadruplicate for each of 10 assays on each instrument model (ACL TOP 350 CTS, ACL TOP 550 CTS, ACL TOP 750 CTS, ACL TOP 750). This involved prepared plasma pool panels.
- Data Provenance: Internal, not specified country of origin, implies prospective.
-
Method Comparison Study (External):
- Sample Size (Assays): Ranged from 61 to 146 patient samples per assay at each of the three US external sites.
- Sample Size (HIL Check): Hemoglobin (244-269 samples), Bilirubin (249-267 samples), Lipemia (257-272 samples) at each of the three US external sites.
- Data Provenance: Three US external sites, patient samples, implies prospective.
-
Pre-Analytical Clog Detection Testing:
- Sample Size: Not explicitly stated beyond "All instrument models" (2 ACL TOP 350 CTS; 2 ACL TOP 550 CTS; 2 ACL TOP 750; 2 ACL TOP 750 CTS; 1 ACL TOP 750 LAS).
- Data Provenance: Internal, likely simulated occluded samples.
-
Pre-Analytical Tube Fill Height Check Testing:
- Sample Size: Not explicitly stated beyond "All instrument models" (2 ACL TOP 350 CTS; 2 ACL TOP 550 CTS; 2 ACL TOP 750; 2 ACL TOP 750 CTS).
- Data Provenance: Internal, likely simulated underfilled tubes.
3. Number of Experts Used to Establish the Ground Truth for the Test Set and the Qualifications of Those Experts
- For clinical assays (Precision, Linearity, Method Comparison): The ground truth is established by the calibrated reference methods and control materials themselves, which are well-established in clinical laboratory standards. No human "experts" are explicitly mentioned whose adjudication was required to establish ground truth for these quantitative measurements, as the values are determined by the analytical process and certified controls.
- For Pre-Analytical HIL Check (Lipemia): "Visual Matching" was used as a reference for Lipemia. While not explicitly stated, this would typically involve trained laboratory personnel or experts in visual assessment of lipemia. The number and qualifications of these individuals are not specified in the provided text.
- For Pre-Analytical Clog Detection and Tube Fill Height Check: The ground truth for these functional tests was whether the instrument correctly detected the intentionally created conditions (occluded probe, underfilled tube). This doesn't rely on expert human judgment for each instance, but rather on the designed functionality of the system.
4. Adjudication Method for the Test Set
- For the quantitative clinical assays, there is no indication of an adjudication method involving multiple human readers as the output is a numerical measurement. The CLSI guidelines followed (EP05-A2, EP09-A3) dictate statistical analysis of quantitative results.
- For the Lipemia "Visual Matching" reference method, no specific adjudication method (e.g., 2+1, 3+1) is mentioned.
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
No MRMC comparative effectiveness study was done, as this device (ACL TOP Family 50 Series) is a fully automated laboratory instrument for coagulation testing, not an AI-assisted diagnostic imaging or interpretation tool that would involve human readers. The new pre-analytical features (HIL Check, Tube Fill Height Check, Clog Detection) are described as alerts to the instrument operator, but there is no mention of an AI component or a study on human reader performance with or without such assistance. The device's primary function is quantitative measurement.
6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done
Yes, the studies presented are all standalone validations of the instrument's performance. The "ACL TOP Family 50 Series" is a fully automated analyzer. The precision, linearity, and method comparison studies directly evaluate the algorithm's (instrument's) ability to accurately and precisely measure coagulation parameters and detect pre-analytical issues without human intervention in the measurement process itself. The "Pre-Analytical HIL Check," "Pre-Analytical Clog Detection," and "Pre-Analytical Tube Fill Height Check" are new algorithmic features designed to flag samples automatically. The performance of these flags is evaluated in a standalone manner against a reference method (for HIL) or by simply checking if the instrument's detection mechanism worked correctly (for clog and tube fill).
7. The type of ground truth used
- For clinical assays (Precision, Linearity, Method Comparison): The ground truth is primarily based on reference methods and assayed control materials with known concentrations/values, as per established clinical laboratory standards (e.g., CLSI guidelines). For method comparison, the predicate device (ACL TOP 500) served as the reference for patient samples.
- For Pre-Analytical HIL Check:
- For Pre-Analytical Clog Detection and Tube Fill Height Check: The ground truth was known induced conditions (occluded probe, underfilled tubes) that the instrument was designed to detect.
8. The sample size for the training set
The provided document describes validation studies (precision, linearity, method comparison) for the ACL TOP Family 50 Series. It does not explicitly mention a "training set" or "test set" in the context of machine learning, implying that the device's algorithms for analytical measurements are based on established physicochemical principles and validated through these performance studies rather than being developed through a machine learning training paradigm. The studies described are for validation of the device's performance, not for training a model.
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 machine learning for generating the core analytical measurements or the pre-analytical flagging algorithms, the question of how ground truth was established for a training set is not applicable based on the provided information. The device's foundational analytical capabilities would have been developed using known chemical/biological principles and standard calibration processes. The new pre-analytical features are described as programmed detections (e.g., measuring at 535 nm for HIL, pressure transducer for clogs, optical detection for tube fill) and their performance validated against reference methods or known conditions.
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(83 days)
ACL TOP 700 LAS
The ACL TOP 700 LAS is a bench top, fully automated, random access analyzer designed specifically for in vitro diagnostic clinical use in the hemostasis laboratory for coagulation and/or fibrinolysis testing in the assessment of thrombosis and/or hemostasis.
The system provides results for both direct hemostasis measurements and calculated parameters.
The ACL TOP 700 LAS is being introduced as a new family member to the ACL TOP (K073377), with the added feature of an extra arm and hardware to interface with laboratory automation systems (LAS). A Point-in-Space design solution is utilized where the patient sample remains under the control of the laboratory automation system (i.e., the automation track) and the ACL TOP 700 LAS analyzer aspirates an aliquot for sample analysis without removing the primary container from the automation track. The instrument's system software was also modified to interface with an IM (interface module) computer, which controls the communications to the LAS system.
The provided text describes the regulatory clearance for the ACL TOP 700 LAS coagulation instrument, asserting its substantial equivalence to a predicate device (ACL TOP K073377). However, the document (a 510(k) summary) focuses on the reason for submission and comparison to predicate device, stating that testing demonstrated substantial equivalence rather than providing specific acceptance criteria and detailed study results for the new device.
Therefore, much of the requested information (acceptance criteria, specific performance metrics, sample sizes, ground truth establishment, expert qualifications, adjudication methods, MRMC studies, standalone performance, training set details) is not present in the provided text, as this type of detailed study report is typically found in the full 510(k) submission, not the publicly available summary.
Based on the provided text, here's what can be extracted and what cannot:
1. Table of Acceptance Criteria and Reported Device Performance:
This information is not explicitly provided in the given 510(k) summary. The summary states: "Testing demonstrated that the performance of the ACL TOP 700 LAS is substantially equivalent to the performance of the current legally marketed ACL TOP family (K073377)." This implies that the acceptance criteria for the new device were implicitly met by demonstrating performance equivalent to the predicate, but the specific criteria (e.g., precision, accuracy ranges) and the numerical results are not detailed.
2. Sample Size Used for the Test Set and Data Provenance:
This information is not provided in the 510(k) summary.
3. Number of Experts Used to Establish the Ground Truth for the Test Set and Their Qualifications:
This information is not provided in the 510(k) summary. For a coagulation instrument, "ground truth" would typically relate to the accuracy and precision of its measurements compared to reference methods or established standards, rather than expert consensus on a diagnostic image.
4. Adjudication Method for the Test Set:
This information is not provided in the 510(k) summary.
5. If a Multi Reader Multi Case (MRMC) Comparative Effectiveness Study Was Done, and the Effect Size:
This information is not provided in the 510(k) summary. MRMC studies are typical for diagnostic imaging devices where human interpretation is involved. This device is a fully automated laboratory instrument; therefore, an MRMC study is unlikely to be relevant or performed.
6. If a Standalone (i.e., algorithm only without human-in-the-loop performance) Was Done:
The device is described as "fully automated," suggesting its performance would inherently be standalone (algorithm/instrument only). However, specific performance metrics of a standalone study are not detailed beyond the statement of substantial equivalence.
7. The Type of Ground Truth Used:
For a coagulation instrument, the "ground truth" would likely be established through reference methods, calibrated standards, and known-concentration samples. The 510(k) summary does not specify the exact type of ground truth used, but it implicitly relies on established laboratory practices for validating instrument performance.
8. The Sample Size for the Training Set:
This information is not provided in the 510(k) summary. For a coagulation instrument, "training set" might refer to data used for internal calibration or algorithm development, but it's not discussed in the context of clinical validation data in this summary.
9. How the Ground Truth for the Training Set Was Established:
This information is not provided in the 510(k) summary.
Summary of Available Information from the Provided Text:
- Device Name: ACL TOP 700 LAS
- Predicate Device: ACL TOP (K073377)
- Nature of Study: A substantial equivalence demonstration (Special 510(k)) based on testing that confirmed the new device's performance is equivalent to the predicate.
- Key Change: Addition of an extra arm and hardware for interface with Laboratory Automation Systems (LAS), allowing aspiration without removing the primary container from the automation track. System software was also modified for LAS interface.
- Claim: The ACL TOP 700 LAS shares the same intended use/indications for use, analytical technology/operating principle, analytical specifications, labeled performance characteristics, analytical data reduction, software, test parameters, and uses the same consumables and racks as the predicate.
To obtain the detailed acceptance criteria and study results, one would typically need to review the full 510(k) submission available through FDA, as the summary often omits these specifics.
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(153 days)
ACL TOP (WITH SYSTEM SOFTWARE V3.0.0)
The ACL TOP is a bench top, fully automated, random access analyzer designed specifically for in vitro diagnostic clinical use in the hemostasis laboratory for coagulation and/or fibrinolysis testing in the assessment of thrombosis and/or hemostasis.
The system provides results for both direct hemostasis measurements and calculated parameters.
The ACL TOP is a bench top, fully automated, random access analyzer designed specifically for in vitro diagnostic clinical use in the hemostasis laboratory for coagulation and/or fibrinolysis testing in the assessment of thrombosis and/or hemostasis.
The system provides results for both direct hemostasis measurements and calculated parameters.
System Software V3.0.0 is being introduced on the ACL TOP family (instrument available with and without the feature of closed tube sampling) to support the conversion from the Windows 2000 Operating System to the Windows XP Operating System. This software also includes additional features and ease-of-use enhancements.
This 510(k) summary is for a software update (System Software V3.0.0) for an existing device, the ACL TOP coagulation analyzer. The purpose of the submission is to support the conversion from Windows 2000 to Windows XP operating system and to introduce additional features and ease-of-use enhancements.
Therefore, the study described here is focused on demonstrating that the updated software does not negatively impact the performance of the device and that it remains substantially equivalent to the predicate device. It is not a study to establish new performance metrics or efficacy.
Here's an analysis of the provided text in relation to your request:
1. Table of Acceptance Criteria and Reported Device Performance
The provided text does not contain a table of specific acceptance criteria or reported device performance metrics in the way you might expect for a new device's clinical study. The submission focuses on demonstrating substantial equivalence, meaning the updated software does not alter the existing performance and indications for use.
Instead of quantitative performance metrics, the "acceptance criteria" here are implicitly met by showing that:
- There are no changes in ACL TOP test parameters.
- There are no changes to the labeled indications for use/intended use.
- There are no changes to the performance claims of the instrument or its reagents.
The "reported device performance" is the statement: "The performance of the ACL TOP family with System Software V3.0.0 is substantially equivalent to the performance of the current legally marketed ACL TOP (K063679)."
2. Sample Size Used for the Test Set and Data Provenance
The document does not specify a sample size for a test set or data provenance (e.g., country of origin, retrospective/prospective). This is because the submission is for a software update to an existing, cleared device. The focus is on demonstrating that the software change itself doesn't affect the established performance, rather than re-evaluating the device's original performance with a new clinical study.
3. Number of Experts Used to Establish Ground Truth and Qualifications
Not applicable. This submission is not evaluating a diagnostic algorithm where expert ground truth is established for images or clinical cases. It's a software update for a clinical laboratory instrument.
4. Adjudication Method for the Test Set
Not applicable. There is no "test set" in the context of diagnostic interpretation that would require adjudication.
5. Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study
No, a multi-reader multi-case (MRMC) comparative effectiveness study was not conducted. This type of study assesses how AI impacts human reader performance, which is not relevant for a software update to a laboratory instrument that performs automated assays.
6. Standalone (Algorithm Only) Performance Study
No, a standalone performance study in the context of an algorithm interpreting data (like imaging or patient characteristics) was not explicitly described or performed. The device itself (ACL TOP) is a standalone automated analyzer, but the submission is about its operating software update, not a new diagnostic algorithm.
7. Type of Ground Truth Used
Not applicable/Implicit. For an automated coagulation instrument, the "ground truth" for its measurements would typically come from reference methods or established gold standards for coagulation testing. However, the software update submission focuses on ensuring the new software maintains the accuracy and reliability already established for the device. Therefore, no new "ground truth" was established for this specific submission; it relies on the predicate device's established performance.
8. Sample Size for the Training Set
Not applicable. This submission is not about an AI/machine learning algorithm that requires a training set of data. It's about an operating system and feature update for an existing instrument.
9. How the Ground Truth for the Training Set Was Established
Not applicable. As there is no training set for an AI/ML algorithm, this question is not relevant.
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(32 days)
ACL TOP
The ACL TOP is a bench top, fully automated, random access analyzer designed specifically for in vitro diagnostic clinical use in the hemostasis laboratory for coagulation and/or fibrinolysis testing in the assessment of thrombosis and/or hemostasis. The system provides results for both direct hemostasis measurements and calculated parameters.
The ACL TOP is a bench top, fully automated, random access analyzer designed specifically for in vitro diagnostic clinical use in the hemostasis laboratory for coagulation and/or fibrinolysis testing in the assessment of thrombosis and/or hemostasis. The system provides results for both direct hemostasis measurements and calculated parameters.
Major software/test parameter modifications to the factor assays include:
- The calibration levels are now prepared by aspirating the calibrator directly from the calibrator vial (direct dilution instead of serial dilution).
- The number of calibration points is being increased from 5 to either 7 or 8, dependent on the individual factor.
- New mathematical tools are being implemented for generating the calibration curve, e.g. polynomial curve fitting capability as well as the capability for using segmented calibration curve (two different calibration curves for the lower and upper ends).
- The robustness of the assays is increased by optimizing incubation time, transport air gap and probe rinse parameter modifications.
The provided 510(k) summary (K063679) describes modifications to the ACL TOP device, focusing on optimizing the performance of intrinsic and extrinsic factor assay applications. However, it does not contain a detailed study report with specific acceptance criteria and performance data in the format requested. The document primarily focuses on explaining what changes were made to the software and test parameters and noting that the performance of the optimized factor assay is substantially equivalent to the predicate device.
Specifically, the document lacks the following information required to fully answer the request:
- A table of acceptance criteria and reported device performance: The document states that the performance is "substantially equivalent" to the predicate, but it doesn't provide specific numerical acceptance criteria (e.g., precision limits, accuracy targets) or the measured performance values for the optimized assays.
- Sample sizes used for the test set and data provenance: No information is given regarding the number of samples used in any validation or verification testing, nor their origin (country, retrospective/prospective).
- Number of experts used to establish ground truth and their qualifications: This information is not provided as there is no mention of an expert panel or adjudication process for establishing ground truth for a test set. This type of device (coagulation analyzer) typically uses reference methods or calibrated controls for ground truth rather than expert interpretation of results in the way image-based diagnostics might.
- Adjudication method: Not applicable/not provided.
- Multi-reader multi-case (MRMC) comparative effectiveness study: Not applicable, as this is a benchtop analyzer, not an AI-assisted diagnostic tool for Human-in-the-Loop performance with human readers.
- Standalone performance study: The document doesn't provide a detailed standalone performance study report with specific metrics. It states the performance is equivalent but doesn't quantify it.
- Type of ground truth used: While implicitly using calibrated controls or reference methods for coagulation factor assays, the document does not explicitly state how ground truth was established for performance validation.
- Sample size for the training set: Not applicable and not provided, as this is not an AI/machine learning device that typically involves a separate training set. The "optimization" refers to mathematical tools for curve fitting, not a machine learning model trained on a dataset.
- How ground truth for the training set was established: Not applicable and not provided.
Based on the provided text, the most relevant information regarding "acceptance criteria" and "proving the device meets the acceptance criteria" is in the context of demonstrating substantial equivalence to a predicate device, rather than a detailed performance study against specific, quantified acceptance targets.
Here's a summary of what can be extracted or inferred, and what is explicitly missing:
1. Table of Acceptance Criteria and Reported Device Performance
Criterion Type | Acceptance Criteria (from document) | Reported Device Performance (from document) |
---|---|---|
Overall Performance | Substantial Equivalence to Predicate Device (K033414) | "The performance of the optimized factor assay applications on the ACL TOP (K033414) is substantially equivalent to the performance of the current legally marketed factor assay applications on the ACL TOP (K033414)." |
Calibration (indirectly inferred) | Improved calibration curve generation | "The calibration levels are now prepared by aspirating the calibrator directly from the calibrator vial (direct dilution instead of serial dilution)." |
"The number of calibration points is being increased from 5 to either 7 or 8, dependent on the individual factor." | ||
"New mathematical tools are being implemented for generating the calibration curve, e.g. polynomial curve fitting capability as well as the capability for using segmented calibration curve." | ||
Assay Robustness (indirectly inferred) | Increased robustness | "The robustness of the assays is increased by optimizing incubation time, transport air gap and probe rinse parameter modifications." |
Intended Use/Indications | No change from predicate | "There are no changes to the intended use/indications for use or labeled performance claims of either the ACL TOP or the factor assays with this submission." |
Missing from the document: Specific numerical acceptance thresholds for performance metrics (e.g., %CV for precision, % bias for accuracy), or specific numerical results for these metrics before and after optimization.
2. Sample size used for the test set and the data provenance
- Sample Size: Not specified in the provided text.
- Data Provenance: Not specified in the provided text.
3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts
- Number of Experts: Not applicable/Not specified. This type of device relies on analytical performance against controls and reference methods, not expert consensus for ground truth.
- Qualifications of Experts: Not applicable/Not specified.
4. Adjudication method for the test set
- Adjudication Method: Not applicable/Not specified.
5. If a multi-reader multi-case (MRMC) comparative effectiveness study was done
- MRMC Study: No, this is not applicable for this device type. The ACL TOP is an automated analyzer, not an imaging device or AI-assisted diagnostic requiring human reader input or comparison.
6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done
- Standalone Performance: The submission implies that the device itself (the "algorithm"/software modifications) was tested to confirm its performance is substantially equivalent. However, a detailed report of this standalone performance, with specific metrics and data, is not included in the provided 510(k) summary. The summary simply states that the performance is "substantially equivalent."
7. The type of ground truth used
- Type of Ground Truth: Not explicitly stated but inferred to be based on calibrated controls, reference materials, or recognized standard methods for coagulation factor assays, which are standard for laboratory instruments of this type.
8. The sample size for the training set
- Sample Size for Training Set: Not applicable. The "new mathematical tools" for calibration curve generation are described as established methods (polynomial curve fitting, segmented calibration) rather than a machine learning algorithm requiring a separate training set.
9. How the ground truth for the training set was established
- Ground Truth for Training Set: Not applicable.
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(77 days)
ACL TOP MODEL, TOP
The ACL TOP is a bench top, fully automated, random access analyzer designed specifically for in vitro diagnostic clinical use in the hemostasis laboratory for coagulation and/or fibrinolysis testing in the assessment of thrombosis and/or hemostasis. The system provides results for both direct hemostasis measurements and calculated parameters.
The ACL TOP is a bench top, fully automated, random access analyzer designed specifically for in vitro diagnostic clinical use in the hemostasis laboratory for coagulation and/or fibrinolysis testing in the assessment of thrombosis and/or hemostasis. The system provides results for both direct hemostasis measurements and calculated parameters.
This document describes the ACL TOP, an automated coagulation analyzer, and presents data to support its substantial equivalence to a predicate device, the ACL Advance.
1. Acceptance Criteria and Reported Device Performance:
The primary acceptance criteria for the ACL TOP are based on demonstrating substantial equivalence to the predicate device, the ACL Advance, through method comparison. This is achieved by showing statistical similarity between the measurements obtained by both devices for various coagulation parameters.
Reagent Type | Performance Metric (ACL TOP vs. ACL Advance) | Reported Device Performance | Acceptance Criteria (Implied by Predicate Equivalence) | |
---|---|---|---|---|
Antithrombin (%) | Slope | 1.03 | Slope close to 1.0 | |
Intercept | -1.418 | Intercept close to 0.0 | ||
Correlation Coefficient (r) | 0.9660 | Acceptably high correlation (e.g., >0.95 or similar to predicate's known performance) | ||
APTT (Seconds) | Slope | 1.076 | Slope close to 1.0 | |
Intercept | -0.380 | Intercept close to 0.0 | ||
Correlation Coefficient (r) | 0.9943 | Acceptably high correlation | ||
D-Dimer (ng/mL) | Slope | 1.12 | Slope close to 1.0 | |
Intercept | -16.0 | Intercept close to 0.0 | ||
Correlation Coefficient (r) | 0.993 | Acceptably high correlation | ||
Factor II (%) | Slope | 0.95 | Slope close to 1.0 | |
Intercept | -0.551 | Intercept close to 0.0 | ||
Correlation Coefficient (r) | 0.9753 | Acceptably high correlation | ||
Factor V (%) | Slope | 0.81 | Slope close to 1.0 | |
Intercept | 4.742 | Intercept close to 0.0 | ||
Correlation Coefficient (r) | 0.9822 | Acceptably high correlation | ||
Factor VII (%) | Slope | 0.88 | Slope close to 1.0 | |
Intercept | 3.153 | Intercept close to 0.0 | ||
Correlation Coefficient (r) | 0.9922 | Acceptably high correlation | ||
Factor X (%) | Slope | 0.97 | Slope close to 1.0 | |
Intercept | 2.995 | Intercept close to 0.0 | ||
Correlation Coefficient (r) | 0.9954 | Acceptably high correlation | ||
Fibrinogen-C (mg/dL) | Slope | 1.00 | Slope close to 1.0 | |
Intercept | -8.740 | Intercept close to 0.0 | ||
Correlation Coefficient (r) | 0.9759 | Acceptably high correlation | ||
Protein C (%) | Slope | 1.15 | Slope close to 1.0 | |
Intercept | -0.323 | Intercept close to 0.0 | ||
Correlation Coefficient (r) | 0.9902 | Acceptably high correlation | ||
Prothrombin Time (PT) (Seconds) | Slope | 0.990 | Slope close to 1.0 | |
Intercept | 1.46 | Intercept close to 0.0 | ||
Correlation Coefficient (r) | 0.9987 | Acceptably high correlation | ||
PT-Based Fibrinogen (mg/dL) | Slope | 1.084 | Slope close to 1.0 | |
Intercept | -9.93 | Intercept close to 0.0 | ||
Correlation Coefficient (r) | 0.9587 | Acceptably high correlation | ||
Precision | Percentage Coefficient of Variation (%CV) within acceptable clinical limits, and comparable to the predicate device's known precision. (No explicit numerical acceptance criteria are stated, but the reported values show good precision). | |||
Antithrombin (%) | Within Run %CV | Normal: 5.7, Low Abnormal: 5.6, High Abnormal: 6.8 | ||
Total %CV | Normal: 5.8, Low Abnormal: 6.8, High Abnormal: 9.1 | |||
APTT (Seconds) | Within Run %CV | Normal: 1.2, Low Abnormal: 0.9, High Abnormal: 0.9 | ||
Total %CV | Normal: 1.6, Low Abnormal: 2.1, High Abnormal: 1.4 | |||
D-Dimer (ng/mL) | Within Run %CV | Low Control: 4.6, High Control: 2.5 | ||
Total %CV | Low Control: 7.7, High Control: 4.5 | |||
... (and so on for all listed reagents, similar precision metrics apply) |
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:
- Antithrombin: n=123 (method comparison), n=80 (precision)
- APTT: n=205 (method comparison), n=80 (precision)
- D-Dimer: n=120 (method comparison), n=80 (precision)
- Factor II: n=101 (method comparison), n=80 (precision)
- Factor V: n=93 (method comparison), n=80 (precision)
- Factor VII: n=96 (method comparison), n=80 (precision)
- Factor X: n=110 (method comparison), n=80 (precision)
- Fibrinogen-C: n=98 (method comparison), n=80 (precision)
- Protein C: n=123 (method comparison), n=80 (precision)
- Prothrombin Time (PT): n=150 (method comparison), n=80 (precision)
- PT-Based Fibrinogen: n=93 (method comparison), n=80 (precision)
- Data Provenance: The document states "in-house performance data" and "method comparison studies evaluating citrated plasma samples." It does not specify the country of origin of the data or whether the study was retrospective or prospective. However, given the context of a 510(k) summary for an in vitro diagnostic device, it is highly likely that these were prospective studies conducted in a laboratory setting. The samples were "citrated plasma samples," which are common for coagulation testing.
3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts
The concept of "ground truth" as typically used for AI/ML devices (e.g., expert consensus, pathology, outcomes data) does not directly apply here. For an in vitro diagnostic device like the ACL TOP, the "ground truth" for the method comparison study is implicitly established by the measurements obtained from the predicate device (ACL Advance). The predicate device itself has been cleared by the FDA and its performance characteristics are accepted as a standard against which the new device is compared. Similarly, for precision studies, the "ground truth" is the true analytical variability inherent to the control materials or samples used.
There is no mention of external human experts establishing ground truth for these types of analytical performance studies; the focus is on the analytical agreement between the new device and the predicate device.
4. Adjudication method (e.g. 2+1, 3+1, none) for the test set
Not applicable. Adjudication methods are typically employed in studies where human interpretation of medical images or data is being evaluated, often to resolve discrepancies between readers or between human readers and an AI algorithm. For an in vitro diagnostic instrument like the ACL TOP, the performance is assessed through quantitative measurements and statistical comparison against a predicate device, rather than subjective interpretations requiring adjudication.
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
Not applicable. An MRMC study is relevant for diagnostic imaging AI/CAD systems that assist human readers in tasks like lesion detection or diagnosis. The ACL TOP is an automated laboratory instrument measuring coagulation parameters; it does not involve human readers interpreting AI output.
6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done
Yes, the studies presented are effectively standalone performance evaluations. The ACL TOP is a "fully automated, random access analyzer" and its performance data (precision and method comparison) reflects the device operating independently to produce results. There is no human-in-the-loop component described for its basic operation or for these performance studies, other than potentially loading samples and controls. The method comparison directly compares the ACL TOP's measurements to those of the predicate device (ACL Advance), with both devices acting in a standalone capacity.
7. The type of ground truth used (expert concensus, pathology, outcomes data, etc)
The "ground truth" for the method comparison study is the analytical results generated by the predicate device, ACL Advance. For precision data, the ground truth is the inherent variability of the controls and samples, which is quantified by statistical measures like %CV. This is an analytical rather than a clinical ground truth.
8. The sample size for the training set
Not applicable. The ACL TOP is an automated analyzer, not an AI/ML device that requires a "training set" in the conventional sense of machine learning. Its operation is based on established analytical principles for coagulation testing, calibrated using standard laboratory calibration materials, not trained on a dataset.
9. How the ground truth for the training set was established
Not applicable, as there is no "training set" for an AI/ML algorithm. Calibration and quality control for such instruments typically involve using reference materials with known concentrations or activities, established by manufacturers or regulatory bodies, to ensure accurate measurement.
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