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510(k) Data Aggregation
(33 days)
GFX
Fibrinogen Calibrators 1 to 6 are used to prepare reference curves for the assay of fibrinogen by the method of Clauss using Dade Behring Multifibren™ U.
The Fibrinogen Calibrators are lyophilized calibrators prepared using pooled human plasma from selected, healthy donors that has been diluted with buffer solution or supplemented with purified fibrinogen and stabilized.
The provided document describes a 510(k) premarket notification for a Fibrinogen Calibrator Kit, which is a device used to calibrate fibrinogen assays. This type of device is an in-vitro diagnostic (IVD) product and its performance evaluation typically focuses on analytical characteristics rather than human-in-the-loop or AI-related metrics. Therefore, several of the requested sections (e.g., MRMC studies, AI improvement, expert ground truth, training set size) are not applicable to this specific device evaluation. The information provided heavily emphasizes the substantial equivalence to a predicate device.
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 quantitative table format. Instead, it relies on demonstrating substantial equivalence to a legally marketed predicate device (Fibrinogen Calibrator Kit K994341) in terms of "intended use and performance." This implies that the performance of the new device is expected to be comparable to or within acceptable variations of the predicate device's established performance. The document doesn't provide specific performance metrics or data in this summary.
Acceptance Criteria | Reported Device Performance |
---|---|
Not explicitly stated as quantitative criteria in this summary document. | The device is deemed "substantially equivalent in intended use and performance to the Fibrinogen Calibrator Kit (K994341)." This implies its performance is comparable to the predicate device, but specific metrics are not detailed in this summary. |
2. Sample Size Used for the Test Set and Data Provenance
The summary does not provide details on the sample size used for any testing or the data provenance (e.g., country of origin, retrospective/prospective). Evaluations for calibrators typically involve testing across a range of concentrations and multiple lots, but this information is absent.
3. Number of Experts Used to Establish the Ground Truth for the Test Set and Their Qualifications
Not applicable. This device is an in-vitro diagnostic calibrator, not an AI or imaging device that requires human expert interpretation for establishing ground truth on a test set. Its "ground truth" relates to the accuracy and precision of its calibration values, which would be determined through analytical methods and reference materials.
4. Adjudication Method for the Test Set
Not applicable for the reasons stated above.
5. If a Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study Was Done, and the Effect Size of How Much Human Readers Improve with AI vs Without AI Assistance
Not applicable. This is not an AI-assisted diagnostic device.
6. If a Standalone (i.e., algorithm only without human-in-the-loop performance) Was Done
Not applicable. This is a physical calibrator kit, not an algorithm. However, the performance assessment would effectively be "standalone" in that it directly evaluates the calibrator's characteristics without a human-in-the-loop component in the evaluation itself.
7. The Type of Ground Truth Used
The "ground truth" for a calibrator refers to its assigned values being accurate and traceable to higher-order reference materials or methods. The summary states the calibrators are "prepared using pooled human plasma from selected, healthy donors that has been diluted with buffer solution or supplemented with purified fibrinogen and stabilized." The establishment of the specific calibration values (the "ground truth" for the calibrator levels) would be based on analytical methods and certified reference materials, but the details are not provided in this summary.
8. The Sample Size for the Training Set
Not applicable. This is not a machine learning or AI device that requires a training set.
9. How the Ground Truth for the Training Set Was Established
Not applicable.
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(71 days)
GFX
Fibrinogen Calibrators 1 to 6 are used to prepare reference curves for the assay of fibrinogen by the method of Clauss using Dade Behring Multifibrin U.
The Fibrinogen Calibrators are lyophilized calibrators prepared from pooled human plasma from selected, healthy donors, diluted with buffered solution or supplemented with purified fibrinogen and stabilized.
The provided text describes a 510(k) notification for the Dade Behring Inc. Fibrinogen Calibrator Kit. This document focuses on the intended use and substantial equivalence of the device to a legally marketed predicate device (Dade Behring Fibrinogen Standards K925988), rather than a study proving performance against specific acceptance criteria for a new clinical diagnostic or imaging device.
Therefore, many of the requested details about acceptance criteria, study design, ground truth, and expert involvement are not applicable to the information provided in this 510(k) summary.
Here's a breakdown of what can and cannot be answered based on the provided text:
1. A table of acceptance criteria and the reported device performance
- Not Applicable/Not Provided: The submission is for a calibrator kit, not a diagnostic device with specific performance metrics like sensitivity, specificity, or AUC against a ground truth. The acceptance criteria for a calibrator kit typically relate to its ability to establish a stable and accurate reference curve for a known assay, ensuring that the assay measurements are reliable. While the device is "substantially equivalent" to a predicate, specific quantitative performance data for the calibrator itself against predefined acceptance criteria (e.g., precision, stability, lot-to-lot consistency) are not detailed in this summary.
2. Sample size used for the test set and the data provenance (e.g. country of origin of the data, retrospective or prospective)
- Not Applicable/Not Provided: This information is not part of the 510(k) summary provided. The nature of a calibrator kit means that "sample size" in the context of diagnostic performance studies is not relevant. The human plasma used to prepare the calibrators is stated to be from "selected, healthy donors," but no further details on sample size or provenance for testing the calibrator's performance are given.
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)
- Not Applicable/Not Provided: Ground truth in the context of diagnostic accuracy is not relevant here. The "ground truth" for a calibrator would be its own assigned fibrinogen concentration, which is established through a different validation process (e.g., using reference methods and materials), not by expert consensus on patient cases.
4. Adjudication method (e.g. 2+1, 3+1, none) for the test set
- Not Applicable/Not Provided: Adjudication methods are used in studies involving subjective interpretation of diagnostic results (e.g., imaging). This is not relevant for a calibrator kit.
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/Not Provided: This is a calibrator kit for an in vitro diagnostic assay, not an AI-assisted diagnostic tool. Therefore, MRMC studies and human reader improvement are not relevant.
6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done
- Not Applicable/Not Provided: This device is not an algorithm.
7. The type of ground truth used (expert consensus, pathology, outcomes data, etc)
- Not Applicable/Not Provided: As mentioned above, ground truth in the context of patient diagnosis is not relevant for a calibrator kit. The "truth" for the calibrator itself would be its characterized concentration values, established through metrological traceability.
8. The sample size for the training set
- Not Applicable/Not Provided: This is not an AI/machine learning device that requires a training set.
9. How the ground truth for the training set was established
- Not Applicable/Not Provided: This is not an AI/machine learning device.
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