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510(k) Data Aggregation

    K Number
    K210958
    Date Cleared
    2021-08-13

    (135 days)

    Product Code
    Regulation Number
    862.1345
    Reference & Predicate Devices
    Why did this record match?
    510k Summary Text (Full-text Search) :

    ----|-------|--------------------|
    | JFL | Bicarbonate, Carbon
    Dioxide Test System | 862.1160
    Clinical Chemistry |
    | K191298 | JFL | Bicarbonate, Carbon Dioxide Test System | 862.1160

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The i-STAT CHEM8+ cartridge with the i-STAT 1 System is in the in vitro quantification of sodium, potassium, chloride, ionized calcium, glucose, blood urea nitrogen, creatinine, hematocrit, and total carbon dioxide in arterial or venous whole blood in point of care or clinical laboratory settings.

    Sodium measurements are used for monitoring electrolyte imbalances.

    Potassium measurements are used in the diagnosis and clinical conditions that manifest high and low potassium levels.

    Chloride measurements are primarily used in the diagnosis, monitoring, and treatment of electrolyte and metabolic disorders including, but not limited to, cystic fibrosis, diabetic acidosis, and hydration disorders.

    Ionized calcium measurements are used in the diagnosis and treatment of parathyroid disease, chronic renal disease and tetany.

    Glucose measurements are used in the diagnosis, monitoring, and treatment of carbohydrate metabolism disorders including, but not limited to, diabetes mellitus, neonatal hypoglycemia, and pancreatic islet cell carcinoma.

    Blood urea nitrogen measurements are used for the diagnosis, and treatment of certain renal and metabolic diseases.

    Creatinine measurements are used in the diagnosis and treatment of renal diseases, in monitoring renal dialysis, and as a calculation basis for measuring other urine analytes.

    Hematoorit measurements can aid in the determination and monitoring of normal total red cell volume status that can be associated with conditions including anemia and erythrocytosis. The i-STAT Hematocrit test has not been evaluated in neonates.

    Carbon dioxide measurements are used in the diagnosis, monitoring, and treatment of numerous potentially serious disorders associated with changes in body acid-base balance.

    Device Description

    The i-STAT CHEM8+ test cartridge contains test reagents to analyze whole blood at the point of care or in the clinical laboratory for sodium (Na), potassium (K), chloride (CI), ionized calcium (iCa), glucose (Glu), blood urea nitrogen (BUN), creatinine (Crea), hematocrit (Hct), and total carbon dioxide (TCO2). The test is contained in a single-use, disposable cartridge. Cartridges require two to three drops of whole blood which are typically applied to the cartridge using a transfer device.

    The i-STAT 1 Analyzer is a handheld, in vitro diagnostic analytical device designed to run only i-STAT test cartridges. The instrument interacts with the cartridge to move fluid across the sensors and generate a quantitative result (within approximately 2 minutes).

    The i-STAT 1 System is comprised of the i-STAT 1 analyzer, the i-STAT test cartridges and accessories (i-STAT 1 Downloader/Recharger, electronic simulator and portable printer). The system is designed for use by trained medical professionals at the patient point of care or in the clinical laboratory and is for prescription use only.

    AI/ML Overview

    The provided text describes a 510(k) premarket notification for the i-STAT CHEM8+ cartridge with the i-STAT 1 System, specifically addressing the addition of an anticoagulant-free whole blood matrix. The document references several previous 510(k) clearances for various analytical performance characteristics and presents a new "Matrix Equivalence" study for the anticoagulant-free whole blood.

    Here's an analysis of the acceptance criteria and study information provided, structured as requested:

    1. Table of Acceptance Criteria and Reported Device Performance

    The document does not explicitly state pre-defined acceptance criteria for the "Matrix Equivalence" study in a tabulated format. However, it implicitly uses a Passing-Bablok linear regression analysis to demonstrate equivalence. The reported device performance is presented as the results of this regression analysis. We can infer the expected performance from general expectations for method comparisons in analytical chemistry, where a slope close to 1, an intercept close to 0, and a high correlation coefficient (r) indicate good agreement.

    AnalyteUnitsCandidate RangePrimary Sample Ranger (Correlation Coefficient)SlopeIntercept
    Nammol/L110 - 174111 - 1730.991.000.50
    Kmmol/L2.2 - 7.72.2 - 7.50.961.000.00
    Clmmol/L76 - 13679 - 1370.981.00-0.50
    iCammol/L0.41 - 2.480.71 - 2.280.851.04-0.04
    Glumg/dL29 - 66335 - 6601.001.01-0.63
    BUNmg/dL4 - 1204 - 1181.001.000.00
    Creamg/dL0.2 - 19.40.2 - 19.41.001.000.00
    Hct%PCV16 - 7516 - 730.991.000.46
    TCO2mmol/L9 - 4211 - 410.951.000.00

    2. Sample Size Used for the Test Set and Data Provenance

    • Sample Size (Test Set for Matrix Equivalence): The sample sizes vary slightly per analyte:
      • Na, Cl, iCa: 314
      • K, Glu: 313
      • BUN: 310
      • Crea: 312
      • Hct: 311
      • TCO2: 273
    • Data Provenance: The study was conducted at "three (3) point of care sites." The document does not specify the country of origin, but given the FDA submission, it is likely the US or a region with equivalent regulatory standards. The data is prospective in nature, as it involved collecting samples (both anticoagulant-free and anticoagulated) for direct comparison.

    3. Number of Experts Used to Establish the Ground Truth for the Test Set and Qualifications of Those Experts

    This type of study (matrix equivalence for IVD devices) does not typically involve human experts establishing "ground truth" in the way a diagnostic imaging study would. The ground truth (or reference method) for comparison is the measurement obtained from the previously cleared device using anticoagulated samples. The expertise lies in the calibration of the reference method and the design and execution of the analytical study, not in human interpretation of results.

    4. Adjudication Method for the Test Set

    Not applicable for this type of analytical method comparison study. Adjudication is relevant for subjective assessments, typically in diagnostic imaging or clinical outcomes, to resolve discrepancies among human readers or between AI and human readers. Here, the comparison is between two quantitative measurement methods.

    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 is an analytical performance study for an in vitro diagnostic device, not a diagnostic imaging or clinical decision support AI.

    6. If a Standalone (i.e., algorithm only without human-in-the-loop performance) was done

    Yes, the analytical performance (precision, linearity, LoQ, LoB/LoD, interference, and method comparison) of the i-STAT CHEM8+ cartridge with the i-STAT 1 System, and its equivalence between different sample matrices, primarily represents standalone performance of the device without human intervention beyond sample collection and device operation. The "Matrix Equivalence" study directly compares the results of the device using two different sample types.

    7. The Type of Ground Truth Used (expert consensus, pathology, outcomes data, etc.)

    The ground truth for the "Matrix Equivalence" study was established by the mean result from the primary sample, which refers to measurements obtained from whole blood samples collected with balanced heparin or lithium heparin anticoagulant using the previously cleared i-STAT CHEM8+ system. This acts as the "reference method" for comparison to the anticoagulant-free samples.

    8. The Sample Size for the Training Set

    The document does not explicitly mention a "training set" for the purpose of the Matrix Equivalence study. This study is a validation study demonstrating that a new sample matrix (anticoagulant-free whole blood) yields equivalent results to the established (anticoagulated) sample matrix. The device itself (i-STAT CHEM8+ with i-STAT 1 System) would have undergone extensive development and internal testing (which could be considered a form of "training") prior to its initial clearances (K183678, K183680, K183688, K191298, K191360). The current submission focuses on extending the indications for use.

    9. How the Ground Truth for the Training Set was Established

    As no explicit "training set" is mentioned for this specific submission's study, this question is not directly answerable from the provided text. The "ground truth" for the reference method within the Matrix Equivalence study, as stated above, derives from the previously cleared performance of the i-STAT CHEM8+ system using anticoagulated samples, which would have been established through robust analytical validation studies (e.g., comparison to laboratory reference methods).

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    K Number
    K200107
    Manufacturer
    Date Cleared
    2020-06-05

    (140 days)

    Product Code
    Regulation Number
    862.1120
    Reference & Predicate Devices
    Why did this record match?
    510k Summary Text (Full-text Search) :

    Carbon
    Dioxide (TCO2) | Bicarbonate/carbon
    dioxide test system | 21 CFR § 862.1160

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The epoc® Blood Analysis System is intended for use by trained medical professionals as an in vitro diagnostic device for the quantitative testing of samples of heparinized or un-anticoagulated arterial, venous, or capillary whole blood in the laboratory or at the point of care.
    The Blood Gas Electrolyte and Metabolite (BGEM) Test Card panel configuration includes sensors that quantitate pH, pCO2, oO2, Sodium, Potassium, Ionized Calcium, Chloride, Total Carbon Dioxide, Glucose, Lactate, Blood Urea Nitrogen, Creatinine, and Hematocrit.
    pH, pCO2, pO2 (blood gases) measurements from the epoc Blood Analysis System are used in the diagnosis and treatment of lifethreatening acid-base disturbances.
    Sodium and Potassium measurements from the epoc Blood Analysis System are treatment of diseases involving electrolyte imbalance.
    lonized Calcium measurements from the epoc Blood Analysis System are treatment of parathyroid disease, a variety of bone diseases, chronic renal disease and tetany.
    Chloride measurements from the epoc Blood Analysis System are used in the treatment of electrolyte and metabolic disorders.
    Total Carbon Dioxide measurements from the epoc Blood Analysis System are used in the diagnosis and treatment of disorders associated with changes in body acid-base balance.
    Glucose measurements from the epoc Blood Analysis System are used in the diagnosis and treatment of carbolism disorders, including diabetes mellitus and idiopathic hypodycemia, and of pancreatic islet cell tumors.
    Lactate measurements from the epoc Blood Analysis System are used to evaluate the acid-base status and are used in the diagnosis and treatment of lactic acidosis (abnormally high acidity of the blood),
    Blood Urea Nitrogen measurements from the epoc Blood Analysis System are used in the diagnosis and treatment of certain renal and metabolic diseases.
    Creatinine measurements from the epoc Blood Analysis System are used in the diagnosis and treatment diseases and in monitoring renal dialysis.
    Hematocrit measurements from the epoc Blood Analysis System are used to distinguish normal states of blood volume, such as anemia and erythrocytosis.

    Device Description

    The epoc® Blood Analysis System is an in vitro diagnostic device system for the quantitative testing of blood gases, electrolytes, and metabolites in venous, arterial, and capillary whole blood samples. The epoc® System is comprised of three (3) major subsystems: epoc® Host, epoc® Reader and epoc® BGEM Test Card.

    • epoc® Blood Gas Electrolyte Metabolite (BGEM) Test Card: single-use, device with . port for blood sample introduction which contains the sensor configurations for testing Sodium (Na+), Potassium (K+), Calcium (Ca++), Chloride (C)I-, pH, partial pressure of carbon dioxide (pCO2), partial pressure of oxygen (pO2), Glucose (Glu), Lactate (Lact), Creatinine (Crea), Hematocrit (Hct), Blood Urea Nitrogen (BUN) and Total Carbon Dioxide (TCO2).
    • . epoc® Reader: portable, battery-powered device component that measures electrical signals from the test card sensors during blood testing and transmits this sensor data wirelessly via Bluetooth to the epoc Host.
    • . epoc® Host: mobile computer-based device component for calculating test results from the sensor data sent by the epoc Reader and displaying these results on the graphical user interface. The epoc Host component can be physically connected to the Reader by a cradle component. The epoc Host also incorporates an internal laser barcode scanner for scanning patient and operator IDs. The epoc Host component currently runs on Microsoft® Windows Mobile 6.5 Operating System (OS).
    AI/ML Overview

    Based on the provided text, the "epoc® Blood Analysis System with NXS Host" is being submitted as a modified device, and the submission primarily focuses on hardware and software updates to the epoc Host component. The document explicitly states that "No performance data was required to evaluate the changes introduced with the alternate epoc Host component" and that there is "no change to labeled performance claims." Therefore, there isn't a comprehensive study proving the device meets new acceptance criteria. Instead, the submission argues for substantial equivalence to a previously cleared predicate device by demonstrating that the modifications do not negatively impact safety and effectiveness.

    Here's an analysis based on the provided information, addressing your points where possible:


    1. Table of Acceptance Criteria and Reported Device Performance

    The document does not detail specific acceptance criteria for new performance claims or provide a table of performance data because the submission states "No performance data was required to evaluate the changes introduced with the alternate epoc Host component." The device is intended to meet the same performance specifications as the predicate device. The change is in the host component (hardware and OS), not the core measurement technology or labeled performance.

    The submission is essentially asserting that the "epoc® Blood Analysis System with NXS Host" (Modified Device) is substantially equivalent to the "epoc® Blood Analysis System" (Predicate Device) and thus relies on the predicate device's existing performance data and acceptance criteria.

    2. Sample Size Used for the Test Set and Data Provenance

    Not applicable. No new clinical performance or analytical performance study with a test set is described. The submission focuses on verification and validation activities for hardware, software, and usability to support substantial equivalence due to a change in the host component.

    3. Number of Experts Used to Establish Ground Truth for the Test Set and Their Qualifications

    Not applicable. As no new performance study is described, there's no mention of experts establishing ground truth for a test set.

    4. Adjudication Method for the Test Set

    Not applicable. No new performance study is described.

    5. If a Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study Was Done

    No. This device is an in vitro diagnostic system for quantitative testing of blood parameters, not an imaging AI device that would typically involve a multi-reader multi-case study with human readers.

    6. If a Standalone (Algorithm Only Without Human-in-the-Loop Performance) Was Done

    The device is an analytical instrument. Its performance is inherent to the system (sensors, reader, software). While the software is a key component, the "standalone" concept as typically applied to AI in imaging doesn't directly map. However, the document states: "No performance data was required to evaluate the changes introduced with the alternate epoc Host component." This implies that the core analytical performance (algorithm) is considered unchanged from the predicate device and its previous clearances. Verification and validation activities were done on the new host component, but not necessarily a "standalone" re-evaluation of the core measurement algorithm's performance on a new dataset.

    7. The Type of Ground Truth Used

    Not applicable for new performance data. The device measures objective chemical and physical properties of blood samples. The ground truth for such devices is typically established through reference methods and calibrated controls, not expert consensus or pathology in the same way as an imaging AI. The submission relies on the established ground truth methodologies for the predicate device.

    8. Sample Size for the Training Set

    Not applicable. This document describes a modification to an existing IVD device (updating hardware and operating system for the host component). It does not describe the development of a new AI algorithm or machine learning model that would involve a "training set" in the conventional sense. The "epoc Host Application Software has been modified to support the Android-based Operating System" but this is a software porting/adaptation, not a new algorithm being trained on data.

    9. How the Ground Truth for the Training Set Was Established

    Not applicable, as there is no mention of a training set for a new AI algorithm.


    Summary of the Study and Why it Meets (Implied) Acceptance Criteria:

    The study detailed in this 510(k) submission is not a clinical performance study generating new acceptance criteria or performance data for the analytes measured. Instead, it is a Special 510(k) submission designed to demonstrate that hardware and software updates to the epoc Host component of the epoc® Blood Analysis System do not alter the safety or effectiveness of the device and thus maintain substantial equivalence to the previously cleared predicate device.

    The "study" or evidence provided to meet acceptance criteria consists of:

    • Verification and Validation Activities: "All software, hardware and usability verification and validation activities were performed in accordance to relevant standards, established plans and protocols and Design Control procedures."
    • Meeting Acceptance Criteria: "Testing verified all acceptance criteria were met." (These are acceptance criteria related to software, hardware function, and usability for the new host component, ensuring it performs its intended role without impacting the core analytical performance).
    • Risk Management: A risk management process compliant with EN ISO 14971:2012 and ISO 14971:2007 was performed, concluding that "the overall residual risk of the epoc System with the epoc NXS host is acceptable."
    • Cybersecurity Information: Cybersecurity design inputs were established, risks assessed, and controls designed within the software.

    The core argument for meeting acceptance criteria (by proving substantial equivalence) is that:

    • There is no change to the intended use or indications for use.
    • There is no change to the fundamental scientific technology (the epoc Reader and Test Card, which contain the sensors, remain unchanged).
    • There is no change to labeled performance claims.
    • There is no change to the principle of operation.
    • There is no change to cartridge (test card) calibrator formulation and technology.

    Therefore, the "acceptance criteria" here are implicitly that the new epoc NXS Host component, through its verification and validation, functions correctly, safely, and does not introduce new risks, thereby maintaining the established performance and safety profile of the predicate device.

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    K Number
    K191298
    Date Cleared
    2020-02-07

    (269 days)

    Product Code
    Regulation Number
    862.1160
    Reference & Predicate Devices
    Why did this record match?
    510k Summary Text (Full-text Search) :

    K191298

    Trade/Device Name: i-STAT CHEM8+ cartridge with the i-STAT 1 System Regulation Number: 21 CFR 862.1160
    ----|-------|--------------------|
    | JFL | Bicarbonate, Carbon
    Dioxide Test System | 862.1160
    ----|-------|--------------------|
    | JFL | Bicarbonate, Carbon
    Dioxide Test System | 862.1160

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The i-STAT CHEM8+ cartridge with the i-STAT 1 System is in the in vitro quantification of total carbon dioxide in arterial or venous whole blood in point of care or clinical laboratory settings.

    Carbon dioxide measurements are used in the diagnosis, monitoring, and treatment of numerous potentially serious disorders associated with changes in body acid-base balance.

    Device Description

    The i-STAT CHEM8+ test cartridge contains test reagents to analyze whole blood at the point of care or in the clinical laboratory for total carbon dioxide (TCO2). The test is contained in a single-use, disposable cartridge. Cartridges require two to three drops of whole blood which are typically applied to the cartridge using a transfer device.

    The i-STAT 1 Analyzer is a handheld, in vitro diagnostic analytical device designed to run only i-STAT test cartridges. The instrument interacts with the cartridge to move fluid across the sensors and generate a quantitative result (within approximately 2 minutes).

    The i-STAT 1 System is comprised of the i-STAT 1 analyzer, the i-STAT test cartridges and accessories (i-STAT 1 Downloader/Recharger, electronic simulator and portable printer). The system is designed for use by trained medical professionals at the patient point of care or in the clinical laboratory and is for prescription use only.

    AI/ML Overview

    The provided document is a 510(k) Summary for the Abbott Point of Care i-STAT CHEM8+ cartridge with the i-STAT 1 System, which performs in vitro quantification of total carbon dioxide (TCO2) in whole blood.

    The acceptance criteria for the device are implicitly demonstrated through the performance characteristics presented, primarily focusing on precision, linearity, limit of quantitation (LoQ), and a method comparison study with a predicate device. The study aims to demonstrate substantial equivalence to the predicate device, SYNCHRON Systems TCO2 Reagent on UniCel DxC 600/800 SYNCHRON Clinical System (K042291).

    Here's a breakdown of the requested information:

    1. Table of Acceptance Criteria and Reported Device Performance

    The document does not explicitly state "acceptance criteria" in a table format with specific numerical targets. Instead, performance is presented against standard clinical laboratory guideline (CLSI) expectations and compared to a predicate device. The "acceptance" can be inferred from the reported results meeting generally accepted analytical performance standards for clinical assays and demonstrating substantial equivalence to the predicate.

    For this response, I will interpret "acceptance criteria" as the performance metrics evaluated and "reported device performance" as the results obtained from the study.

    Performance MetricImplied Acceptance Criteria (based on CLSI guidelines and predicate comparison)Reported Device Performance (i-STAT TCO2)
    Precision (Aqueous Materials - Total Precision %CVT)Generally low %CV for good precisionLevel 1 (12.2 mmol/L): 2.4%
    Level 2 (18.2 mmol/L): 1.7%
    Level 3 (23.6 mmol/L): 2.7%
    Level 4 (31.8 mmol/L): 4.3%
    Level 5 (44.3 mmol/L): 2.1%
    Precision (Whole Blood - Venous %CV)Generally low %CV for good precision, especially at medical decision levels7-15 mmol/L: 5.1%
    15-25 mmol/L: 3.1%
    25-35 mmol/L: 2.3%
    35-47 mmol/L: 2.6%
    Precision (Whole Blood - Arterial %CV)Generally low %CV for good precision, especially at medical decision levels14-15 mmol/L: 4.0%
    15-25 mmol/L: 2.3%
    25-35 mmol/L: 1.9%
    35-50 mmol/L: 2.2%
    Linearity (Regression for TCO2)Slope close to 1, Intercept close to 0, R² close to 1 across the reportable rangeSlope: 1.0281
    Intercept: -0.1259
    R²: 0.99379
    Range Tested: 4 - 52 mmol/L (Reportable Range: 5 - 50 mmol/L)
    Limit of Quantitation (LoQ)LoQ should be at or below the lower limit of the reportable rangeLoQ: 4 mmol/L (below reportable range of 5 mmol/L)
    InterferenceNo interference when the difference between spiked and control samples is ≤ 4 mmol/L or 10% of the mean TCO2 result (whichever is greater)None of the tested substances (Bilirubin, Hemoglobin, Thiopental, Triglyceride, Intralipid) were found to interfere.
    Method Comparison (Combined Venous & Arterial)Passing-Bablok regression with slope close to 1, intercept close to 0, and high correlation (r close to 1) when compared to predicate deviceN: 294
    Slope: 1.04
    Intercept: 0.17
    r: 0.97
    Method Comparison (Venous Whole Blood)Passing-Bablok regression with slope close to 1, intercept close to 0, and high correlation (r close to 1) when compared to predicate deviceN: 183
    Slope: 1.05
    Intercept: -0.01
    r: 0.98
    Method Comparison (Arterial Whole Blood)Passing-Bablok regression with slope close to 1, intercept close to 0, and high correlation (r close to 1) when compared to predicate deviceN: 111
    Slope: 1.03
    Intercept: 1.07
    r: 0.94

    2. Sample Size Used for the Test Set and Data Provenance

    • Precision (Whole Blood):
      • Test Set Size: 279 samples (178 venous, 101 arterial).
      • Data Provenance: Not explicitly stated as retrospective or prospective, but the phrasing "collected across three point of care sites" suggests these were fresh clinical samples collected for the purpose of the study (prospective or near-patient testing).
    • Linearity (Whole Blood):
      • Test Set Size: Not explicitly stated as a single number of samples, but involved preparing "whole blood samples of varying analyte levels that spanned the reportable range of the test."
      • Data Provenance: Implied to be laboratory-prepared whole blood samples, likely prospective.
    • Limit of Quantitation (LoQ):
      • Test Set Size: Not explicitly stated as a single number of samples, but used "whole blood that was altered to low TCO2." The study was conducted over four (4) days using two (2) cartridge lots.
      • Data Provenance: Implied to be laboratory-prepared whole blood samples, likely prospective.
    • Interference:
      • Test Set Size: Not explicitly stated as a single number of samples, but involved "whole blood test samples based on CLSI EP07-A2."
      • Data Provenance: Implied to be laboratory-prepared whole blood samples, likely prospective.
    • Method Comparison:
      • Test Set Size: 294 specimens (183 lithium heparin venous whole blood, 111 lithium heparin arterial whole blood). 21 of these (7.14%) were "contrived" (meaning altered or spiked samples to extend the range).
      • Data Provenance: Collected across three point of care sites, suggesting prospective clinical samples. The "contrived" samples are laboratory-prepared.

    3. Number of Experts Used to Establish the Ground Truth for the Test Set and Qualifications of Those Experts

    This type of information is generally not applicable for quantitative clinical chemistry assays like the one described. The "ground truth" for TCO2 is established by a reference method or a predicate device. In this case, the predicate device (SYNCHRON Systems TCO2 Reagent on UniCel DxC 600/800 SYNCHRON Clinical System) serves as the comparator or "reference method" for the method comparison study. Clinical experts are not typically involved in establishing the numerical ground truth for such analytes; rather, laboratory professionals operating validated equipment do.

    4. Adjudication Method for the Test Set

    Not applicable. Adjudication methods (like 2+1 or 3+1) are typically used in image-based diagnostic studies where human experts individually interpret results and a consensus process is needed to establish ground truth or resolve discrepancies. For this quantitative clinical chemistry device, the comparison is directly between numerical results from the candidate device and the predicate device/reference method.

    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 device is a fully automated quantitative clinical chemistry analyzer. There are no "human readers" involved in interpreting results from the device in a diagnostic context that would require an MRMC study or AI assistance. The device provides a numerical output for TCO2.

    6. If a Standalone (i.e. algorithm only without human-in-the-loop performance) Was Done

    Yes, the studies presented are all standalone performance evaluations of the i-STAT CHEM8+ cartridge with the i-STAT 1 System. The device provides a direct quantitative measurement of TCO2 in whole blood without the need for human interpretation or further input once the sample is loaded and the test initiated. The precision, linearity, LoQ, interference, and method comparison studies evaluate the algorithm/device performance directly.

    7. The Type of Ground Truth Used (Expert Consensus, Pathology, Outcomes Data, etc.)

    The ground truth for the method comparison study was established by comparison to a legally marketed predicate device, the SYNCHRON Systems TCO2 Reagent on UniCel DxC 600/800 SYNCHRON Clinical System. For analytical performance studies (precision, linearity, LoQ, interference), the ground truth is based on the expected values of control materials or the known concentrations of prepared samples, often traceable to a reference measurement procedure (as mentioned for "Traceability: IFCC Reference Measurement Procedure" in Section 6, though this is for the candidate device, implying its own internal traceability).

    8. The Sample Size for the Training Set

    Not applicable. This device is a quantitative clinical chemistry analyzer, not a machine learning or AI-based diagnostic tool that typically requires a large "training set" in the conventional sense of AI development. While there is likely internal development and calibration data, the document does not refer to a distinct "training set" for an algorithm in the way it is discussed for AI/ML devices. The "training" for such devices often refers to rigorous calibration and verification procedures in the manufacturing process.

    9. How the Ground Truth for the Training Set Was Established

    Not applicable for the reasons stated in point 8.

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    K Number
    K183555
    Date Cleared
    2019-02-16

    (58 days)

    Product Code
    Regulation Number
    862.1225
    Reference & Predicate Devices
    Why did this record match?
    510k Summary Text (Full-text Search) :

    | Class II | CDQ | Chemistry
    (75) |
    | tCO2 | 862.1160

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The GEM Premier ChemSTAT is a portable critical care system for use by health care professionals to rapidly analyze lithium heparinized whole blood samples at the point of health care delivery in a clinical setting and in a central laboratory. The instrument provides quantitative measurements of Creatinine (Crea), Blood Urea Nitrogen (BUN) and Total Carbon Dioxide (tCO2) from arterial and venous heparinized whole blood. These parameters, along with derived parameters, aid in the diagnosis of a patient's acid/base status and metabolite balance.

    • · Creatinine (Crea) measurements are used in the diagnosis and treatment of renal diseases and in monitoring renal dialysis.
    • · Blood Urea Nitrogen (BUN) or urea measurements are used for the diagnosis, monitoring, and treatment of certain renal and metabolic diseases.
    • · Total carbon dioxide/tCO2 (also referred to as bicarbonate/HCO3-) is used in the diagnosis, monitoring, and treatment of numerous potentially serious disorders associated with changes in body acid-base balance.
    Device Description

    The GEM Premier ChemSTAT is a portable system that analyzes arterial and venous lithium heparinized whole blood at the point of health care delivery in a clinical setting and in a central laboratory for Creatinine, BUN and tCO₂. All tests are included in a single self-contained, disposable GEM Premier ChemSTAT PAK (cartridge).

    Key Components:
    Analyzer: The GEM Premier ChemSTAT analyzer has the internal logic and processing power necessary to perform analysis. It employs a unique touch-sensitive color screen and a simple set of menus and buttons for user interaction. The analyzer guides operators through the sampling process with simple, clear messages and prompts.
    PAK (Cartridge): The disposable, multi-use GEM Premier ChemSTAT PAK is a completely closed cartridge that houses all components necessary to operate the instrument once the GEM PAK is validated. These components include the sensors, Process Control (PC) Solutions, sampler, and waste bag. The values of all PC Solutions are read from the GEM PAK Electronically Erasable Programmable Read Only Memory (EEPROM) chip. The components and processes used to manufacture the PC Solutions in the GEM PAK are traceable to National Institute of Standards and Technology (NIST) standards, Clinical & Laboratory Standards Institute (CLSI) procedures or other internal standards, where available and appropriate. The GEM Premier ChemSTAT PAK has flexible menus to assist facilities in maximizing efficiency. As part of this program, GEM ChemSTAT CVP (Calibration Valuation Products) are external solutions intended to complete the calibration process and final accuracy assessment of the iQM cartridge calibration following warm-up.
    Intelligent Quality Management (iQM): Intelligent Quality Management (iQM) is used as the quality control and assessment system for the GEM Premier ChemSTAT system. iQM is an active quality process control program designed to provide continuous monitoring of the analytical process before and after sample measurement with real-time, automatic error detection, automatic correction and automatic documentation of all corrective actions. iQM performs 4 types of continuous, quality checks to monitor the performance of the GEM PAK, sensors, and reagents throughout the cartridge use-life. These checks include System, Sensor, Pattern Recognition (PR) and Stability Checks.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and study information for the GEM Premier ChemSTAT device, based on the provided text:

    1. Table of Acceptance Criteria and Reported Device Performance:

    The document doesn't explicitly state quantitative acceptance criteria in a dedicated table format. However, it indicates that "All results were within specification" and successful performance in comparison to predicate devices. For this summary, I've inferred the performance metrics as the reported study outcomes.

    AnalytePerformance MetricAcceptance Criteria (Implicit)Reported Device Performance
    Creatinine (Crea)Internal Precision (Total %CV)Within specification (not explicitly stated, but
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    K Number
    K171247
    Manufacturer
    Date Cleared
    2018-01-17

    (264 days)

    Product Code
    Regulation Number
    862.1770
    Reference & Predicate Devices
    Why did this record match?
    510k Summary Text (Full-text Search) :

    -------------------|----------------------------------------|
    | | 21 CFR 862.1160

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Blood Urea Nitrogen and Total Carbon Dioxide tests, as part of the epoc Blood Analysis System, is intended for use by trained medical professionals as an in vitro diagnostic device for the quantitative testing of samples of heparinized or un-anticoagulated arterial, venous or capillary whole blood in the laboratory or at the point of care.

    Blood Urea Nitrogen measurements from the epoc Blood Analysis System are used in the diagnosis and treatment of certain renal and metabolic diseases.

    Total Carbon Dioxide measurements from the epoc Blood Analysis System are used in the diagnosis and treatment of disorders associated with changes in body acid-base balance.

    Device Description

    The epoc Blood Analysis System is an in vitro diagnostic device system for the quantitative testing of blood gases, electrolytes, and metabolites in venous, arterial, and capillary whole blood samples. The epoc System is comprised of 3 major subsystems: epoc Host, epoc Reader and epoc BGEM Test Card. The main accessory used with the epoc System includes the epoc Care-Fill Capillary Tubes used to collect and introduce capillary blood samples into the epoc Test Card.

    The epoc Blood Analysis System was previously cleared for prescription use to quantitate pH, pCO2, pO2, Na, K, iCa, Cl, Glu, Lact, Crea, and Hct in arterial, venous, and capillary blood samples per K061597, K090109, K092849, K093297, and K113726. This premarket notification submission adds blood urea nitrogen (BUN) and total carbon dioxide (TCO2) quantitation to the epoc BGEM Test Card and Blood Analysis System.

    AI/ML Overview

    The epoc Blood Urea Nitrogen Test and epoc Total Carbon Dioxide Test, as part of the epoc Blood Analysis System, are intended for use by trained medical professionals as an in vitro diagnostic device for quantitative testing of heparinized or un-anticoagulated arterial, venous or capillary whole blood.

    The acceptance criteria and device performance are described in several studies:

    Acceptance Criteria and Device Performance:

    StudyAcceptance CriteriaReported Device Performance
    Analytical Sensitivity (LoB, LoD, LoQ per CLSI EP17-A2)Not explicitly stated as acceptance criteria, but demonstrates detection limits.BUN: LoB 2 mg/dL, LoD 3 mg/dL, LoQ 3 mg/dL
    TCO2: LoB 4.0 mM, LoD 4.3 mM, LoQ 4.3 mM
    Linearity (per CLSI EP06-A)Not explicitly stated as acceptance criteria, but demonstrates linearity across reportable range.BUN (4-119 mg/dL): Slope 1.020, Intercept 0.4, R 0.9989
    TCO2 (4-49 mmol/L): Slope 0.903, Intercept 3.32, R 0.9997
    Precision (Aqueous Controls) (CLSI EP05-A3)Not explicitly stated as acceptance criteria, but demonstrates precision.BUN High Level (51.7 mg/dL): SWR 1.01 (2.0% CV), ST 1.16 (2.3% CV)
    BUN Low Level (7.1 mg/dL): SWR 0.30 (4.2% CV), ST 0.32 (4.5% CV)
    TCO2 High Level (30.7 mmol/L): SWR 0.82 (2.7% CV), ST 0.92 (3.0% CV)
    TCO2 Low Level (16.2 mmol/L): SWR 0.88 (5.4% CV), ST 1.02 (6.3% CV)
    Interference (CLSI EP07-A2)Unacceptable interference bias defined as producing a significant error more than 5% of the time.Clinically significant interfering substances for BUN and TCO2 are itemized and reported. Various exogenous and endogenous interferences were tested and found to be clinically insignificant below certain thresholds.
    Clinical Field Precision (Aqueous Controls) (CLSI EP05-A3)Not explicitly stated as acceptance criteria, but demonstrates precision in a clinical setting.BUN Level 1 (52.1 mg/dL): SWR 1.06 (2.0%), Total Reproducibility 1.54 (3.0%)
    BUN Level 2 (17.7 mg/dL): SWR 0.45 (2.5%), Total Reproducibility 1.11 (6.3%)
    BUN Level 3 (7.1 mg/dL): SWR 0.24 (3.4%), Total Reproducibility 0.26 (3.7%)
    TCO2 Level 1 (15.9 mM): SWR 0.44 (2.8%), Total Reproducibility 0.50 (3.1%)
    TCO2 Level 2 (19.7 mM): SWR 0.66 (3.4%), Total Reproducibility 0.78 (3.9%)
    TCO2 Level 3 (30.4 mM): SWR 0.58 (1.9%), Total Reproducibility 1.05 (3.4%)
    Clinical Field Precision (Whole Blood)Not explicitly stated as acceptance criteria, but demonstrates precision in a clinical setting.BUN Hi-Syringe (57.4 mg/dL): %CV 2.3%
    BUN Lo-Cap Tube (7.6 mg/dL): %CV 7.0%
    TCO2 Hi-Syringe (36.5 mM): %CV 1.5%
    TCO2 Lo-Cap Tube (13.5 mM): %CV 3.5%
    Method Comparison (BUN) (CLSI EP09-A3)Not explicitly stated as a numerical acceptance criterion, but implies a high correlation with the reference method.Comparing epoc BUN to Roche Cobas 8000: Slope 0.985, Intercept 0.3, R 0.998, Mean Bias at 26 mg/dL -0.1+0.2
    Method Comparison (TCO2)Not explicitly stated as a numerical acceptance criterion, but implies a high correlation with the reference method.Comparing epoc TCO2 to i-STAT-CHEM8+: Slope 1.039, Intercept -0.8, R 0.974, Mean Bias at 20 mM 0.0+0.2
    Matrix Comparison: AnticoagulantNo significant difference between results in Li-heparinized, Na-heparinized, and non-anticoagulated blood samplesConcluded no significant difference in BUN and TCO2 results.

    Study Information:

    1. Sample sizes used for the test set and the data provenance:

      • Analytical Sensitivity (LoB, LoD, LoQ): Test samples were prepared from dialyzed whole blood. The specific number of samples or runs is not explicitly stated, but the study was conducted according to CLSI EP17-A2.
      • Linearity: Multiple whole blood samples were used, spanning the reportable range. Conducted per CLSI EP06-A. Specific number not provided.
      • Precision (Aqueous Controls): 320 replicates for each level of both BUN and TCO2. These were in-house measurements.
      • Clinical Field Precision (Aqueous Controls): N=170 for BUN Level 1, 171 for Level 2, 168 for Level 3. N=172 for TCO2 Level 1, 170 for Level 2, 169 for Level 3. Data provenance is from "three different clinical sites."
      • Clinical Field Precision (Whole Blood): N=134-136 for BUN samples, N=134-139 for TCO2 samples, depending on the type (syringe/cap tube) and level (high/NB/low). Data provenance is from "three different clinical sites."
      • Precision (Duplicate Epoc Test Results): Over 430 patient tests run in duplicate. "Approximately equal numbers of venous, arterial and capillary samples." Data provenance not explicitly stated (e.g., country of origin), assumed to be from clinical sites in the context of "Clinical Field Precision." This is prospective clinical data.
      • Method Comparison (BUN): N=433 venous, arterial, and capillary blood samples. Performed at "three clinical sites." This is prospective clinical data.
      • Method Comparison (TCO2): N=574 venous, arterial, and capillary patient samples. Performed at "three clinical sites." This is prospective clinical data.
      • Matrix Comparison: Anticoagulant: Over 60 volunteer donors, with samples further aliquoted into 3 vacutainers each. Data provenance not explicitly stated.
    2. Number of experts used to establish the ground truth for the test set and the qualifications of those experts: Not applicable. This device is a quantitative diagnostic test for chemical analytes (BUN, TCO2), not an imaging or qualitative diagnostic device requiring expert interpretation for ground truth. The ground truth for analytical performance studies is typically established using reference methods (e.g., IDMS-traceable laboratory system) or prepared reference materials.

    3. Adjudication method for the test set: Not applicable. The ground truth for quantitative chemical analytes is established by reference methods or gravimetric preparation, not through human adjudication.

    4. 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 device is a diagnostic testing system for chemical analytes, not an AI-assisted diagnostic imaging or qualitative interpretation tool for human readers.

    5. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done: Yes, the entire performance characterization (analytical sensitivity, linearity, precision, interference, method comparison, and matrix comparison) represents standalone algorithm/device performance. The device provides quantitative results directly. Human-in-the-loop performance is about accuracy of human readers, and the clinical field precision study assesses the precision of the device in the hands of intended users, not the interpretative performance of those users.

    6. The type of ground truth used (expert consensus, pathology, outcomes data, etc):

      • Analytical Sensitivity, Linearity, Precision: Ground truth established via prepared reference materials (dialyzed whole blood, gravimetric mixtures of high/low samples) and aqueous controls with known concentrations.
      • Method Comparison (BUN): Ground truth established by an "IDMS-traceable plasma/serum-based laboratory system" (Roche Cobas 8000).
      • Method Comparison (TCO2): Ground truth established by a "whole blood point-of-care system" (i-STAT-CHEM8+), which is also a predicate device.
      • Interference and Matrix Comparison: Comparisons were made against control samples (e.g., solvent added, or anticoagulant-free) to assess the impact of interfering substances or different matrices.
    7. The sample size for the training set: Not applicable. This document describes the performance of a chemical analyte detection system, not a machine learning or AI model that requires a training set.

    8. How the ground truth for the training set was established: Not applicable, as there is no training set for this device.

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    K Number
    K170200
    Date Cleared
    2017-06-01

    (129 days)

    Product Code
    Regulation Number
    862.1160
    Reference & Predicate Devices
    Why did this record match?
    510k Summary Text (Full-text Search) :

    ANAHEIM CA 92807

    Re: K170200

    Trade/Device Name: Carbon Dioxide Reagent Set Regulation Number: 21 CFR 862.1160
    Regulation Classification section:
    Class II; 21 CFR § 862.1160-Bicarbonate/carbon dioxide test system

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    Teco Carbon Dioxide Reagent Set is a device which is intended for measurement of Carbon Dioxide level in human serum, in vitro diagnostic use only. Test results may provide information regarding the status in the assessment of acid-base balance of metabolic alkalosis or respiratory acidosis.

    Device Description

    Teco Carbon Dioxide Reagent Set is a single reagent kit. Reagent contains Good's buffer, phosphoenolpyruvate (PEP), phosphoenolpyruvate carboxylase (PEPC), malate dehydrogenase (MDH), magnesium ions, NADH analog, nonreactive stabilizer, preservative, and Buffer. Approximately 90% of carbon dioxide present in serum is in the form of bicarbonate. The measurement of bicarbonate is useful in the assessment of disturbances of acid-base balance resulting from metabolic or respiratory causes.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and study information for the Teco Carbon Dioxide Reagent Set, based on the provided document:

    Acceptance Criteria and Device Performance

    Acceptance Criteria CategorySpecific CriteriaReported Device Performance (Teco Carbon Dioxide Reagent Set)
    Linearity/Reportable RangeRange over which the assay demonstrates a linear relationship to the analyte concentration. (Predicate: 2.0 to 40.0 mmol/L)8.7 to 40.0 mmol/L (linear up to 64 mmol/L)
    Accuracy/CorrelationComparison to a predicate device, typically measured by linear regression with a high R-squared value. (Predicate: $y = 0.965x + 1.200$)$y = 0.9785x + 0.2636$, $R^2 = 0.9925$, and $R = 0.9962$
    Detection Limit (LoQ)The lowest concentration at which the analyte can be quantitatively determined with acceptable precision (
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    K Number
    K152085
    Date Cleared
    2016-02-24

    (212 days)

    Product Code
    Regulation Number
    862.1160
    Reference & Predicate Devices
    Why did this record match?
    510k Summary Text (Full-text Search) :

    February 24, 2016

    Re: K152085

    Trade/Device Name: LIOUID CO2-2 (LCO2-2) Regulation Number: 21 CFR 862.1160
    KHS
    Carbon Dioxide
    test system
    862.1160
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    For the quantitative in vitro determination of Carbon Dioxide in serum and plasma. Carbon Dioxide measurements are used in the diagnosis and treatment of numerous potentially serious disorders associated with changes in body acid-base balance.

    This in vitro diagnostic device is intended for Rx Only.

    Device Description

    The Liquid CO2-2 (LCO2-2) kit assay consists of ready to use reagent solutions.

    AI/ML Overview

    The provided text describes the acceptance criteria and performance of the LIQUID CO2-2 (LCO2-2) device, which is an in vitro diagnostic for quantitative determination of Carbon Dioxide in serum and plasma.

    Here's the breakdown of the information requested:

    1. Table of Acceptance Criteria and Reported Device Performance:

    Performance CharacteristicAcceptance CriteriaReported Device Performance
    Precision(Not explicitly stated as a single numerical criterion, but evaluated consistent with CLSI EP5-A2 guidelines)QC Level 3: SD 0.79, CV 4.5%
    QC Level 2: SD 0.63, CV 5.5%
    SP Level 1: SD 0.75, CV 6.7%
    SP Level 2: SD 0.93, CV 5.0%
    SP Level 3: SD 1.33, CV 3.8%
    Linearity/Reportable RangeDeviation from linearity
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    K Number
    K140248
    Date Cleared
    2014-03-11

    (40 days)

    Product Code
    Regulation Number
    862.1160
    Reference & Predicate Devices
    Why did this record match?
    510k Summary Text (Full-text Search) :

    Dioxide (CO2)

    Common Name: Routine chemistry analyzer for carbon dioxide

    Classification: 21 CFR § 862.1160
    number- K042362 |
    | Device Class, Regulation Code | Class II, 21 CFR 862.1160
    K140248

    Trade/Device Name: S TEST Reagent Cartridge Carbon Dioxide (CO2) Regulation Number: 21 CFR 862.1160

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The S TEST Reagent Cartridge Carbon Dioxide (CO2) is intended for the quantitative determination of carbon dioxide concentration in serum or lithium heparin plasma using the HITACHI Clinical Analyzer E40. Carbon dioxide measurements are used in the diagnosis and treament of numerous potentially serious disorders associated with changes in body acid-base balance. The S TEST Reagent Cartridge Carbon Dioxide (CO2) is intended for use in clinical laboratories or physician office laboratories. For in vitro diagnostic use only.

    Device Description

    The Hitachi Clinical Analyzer is an automatic, bench-top, wet chemistry system intended for use in clinical laboratories or physician office laboratories. The instrument consists of a desktop analyzer unit, an operations screen that prompts the user for operation input and displays data, a printer, and a unit cover. The analyzer unit includes a single probe, an incubation rotor, carousels for sample cups and reagent cartridges, and a multi-wavelength photometer. The single-use reagent cartridges may be placed in any configuration on the carousel, allowing the user to develop any test panel where the reagent cartridges are available. The S TEST reagent cartridges are made of plastic and include two small reservoirs capable of holding two separate reagents (R1 and R2), separated by a reaction cell/photometric cuvette. The cartridges also include a dot code label that contains all chemistry parameters, calibration factors, and other production-related information, e.g., expiration dating. The dimensions of the reagent cartridges are: 13.5 mm (W) × 28 mm (D) × 20.2 mm (H). System operation: After the sample cup is placed into the carousel, the analyzer pipettes the sample, pipettes the reagent, and mixes (stirs) the sample and reagent together. After the sample and reagent react in the incubator bath, the analyzer measures the absorbance of the sample, and based on the absorbance of the reactions, it calculates the concentration of analyte in the sample. The test system can measure analytes in serum or plasma and results are available in approximately 15 minutes per test. This submission is for Reagent Cartridge Carbon Dioxide.

    AI/ML Overview

    The provided text describes the 510(k) summary for the Hitachi S TEST Reagent Cartridge Carbon Dioxide (CO2), a device for quantitative determination of carbon dioxide concentration in serum or lithium heparin plasma. The document focuses on demonstrating the substantial equivalence of this device to a legally marketed predicate device (Carbon Dioxide L.3K Assay, Sekisui Diagnostics, PEI, Inc., Canada- K042362) through nonclinical and clinical performance studies.

    Here's an analysis of the acceptance criteria and the studies conducted:

    1. Table of Acceptance Criteria and Reported Device Performance

    The document does not explicitly present a table of "acceptance criteria" but rather describes the performance characteristics tested and their results, often comparing them to the predicate device or established standards. I will infer acceptance criteria based on standard clinical chemistry performance requirements and the described study outcomes.

    Performance CharacteristicAcceptance Criteria (Inferred/Standard)Reported Device Performance (Hitachi S TEST CO2)
    Analytical Sensitivity (Limit of Detection - LoD)Typically, LoD should be low enough to detect clinically relevant low concentrations. LoQ (Limit of Quantitation) should have acceptable precision (e.g., %CV 0.99, slope near 1, y-intercept near 0, within specified reportable range.y = 0.918x + 0.091; r² = 0.9988
    Range: 1.4 to 44.0 mmol/L (Reportable range: 5 to 40 mmol/L)
    Precision (In-house)%CVs should be within acceptable clinical limits for different concentration levels (typically lower %CV for higher concentrations).Within-Run %CV (Total %CV)
    • Low (10.11 mmol/L): 1.3% (4.4%)
    • Middle (19.41 mmol/L): 1.3% (3.7%)
    • High (33.06 mmol/L): 1.2% (3.7%) |
      | Precision (External POL Study) | Similar to in-house, %CVs within acceptable clinical limits. | Total %CV (n=30 for each level at each site)
    • Site 1: 4.1% (Low), 4.8% (Mid), 3.2% (High)
    • Site 2: 6.0% (Low), 4.4% (Mid), 3.7% (High)
    • Site 3: 3.1% (Low), 1.9% (Mid), 3.7% (High) |
      | Interference | Recoveries between 90% and 110% of the neat value in the presence of interferents. | No interference from Lipemia (up to 1,000 mg/dL Intralipid), Ascorbic acid (up to 50 mg/dL), Hemoglobin (up to 1,000 mg/dL), Unconjugated bilirubin (up to 19.1 mg/dL) |
      | Method Comparison (Accuracy) | Strong correlation (r > 0.95), slope close to 1, y-intercept close to 0, and agreement with predicate/reference method. | In-house (vs. standard lab system): n=96, r=0.981, Slope=1.03 (0.97-1.08), y-intercept=0.98 (-0.17-2.12)
      External POL Study (vs. comparative method):
    • Site 1: n=47, r=0.984, y=0.91x+1.49 (Slope CI: 0.87-0.95, Intercept CI: 0.67-2.32)
    • Site 2: n=45, r=0.970, y=0.92x+0.56 (Slope CI: 0.80-1.04, Intercept CI: -2.31-3.43)
    • Site 3: n=47, r=0.982, y=0.92x+0.79 (Slope CI: 0.87-0.97, Intercept CI: -0.43-2.01) |
      | Matrix Comparison (Serum vs. Plasma) | Strong correlation between serum and plasma results (r > 0.95), slope close to 1, y-intercept close to 0. | n=50, r=0.980, Slope=1.00 (0.94-1.05), y-intercept=-0.34 (-1.97-1.30) |
      | Stability (Shelf Life) | Claimed shelf life supported by real-time stability data. | Supported shelf life of 6 months at 2-8°C (real-time testing ongoing). |
      | Reportable Range | Match clinical requirements; within demonstrated linearity. | 5.0 to 40.0 mmol/L (Predicate: 2.9 to 50.0 mmol/L) |
      | Detection Wavelength | Not an acceptance criterion for performance, but a technical specification. | 405/508 nm (Predicate: 405/415 nm) |

    2. Sample Size Used for the Test Set and Data Provenance

    • Analytical Sensitivity (LoD/LoQ): 60 replicates of reagent blank and three low samples. Three low-level specimens in six runs with three instruments over three days for LoQ.
    • Linearity: 10 serial dilutions plus zero standard (n=11), assayed in duplicate.
    • Precision (In-house): Three levels of serum-based commercial controls, each tested in two runs, twice a day, for 20 days.
    • Interference Testing: Two serum pools with approximately 17 and 30 mmol/L carbon dioxide.
    • Method Comparison (In-house): 96 clinical specimens (including 3 spiked and 3 diluted samples).
    • Matrix Comparison: 50 matched serum/plasma samples (including 2 spiked and 4 diluted samples).
    • Precision (External POL Study): Three blinded serum samples (low, middle, high CO2 concentrations). Each sample assayed six times per day for five days, reporting 30 results per level per site.
    • Method Comparison (External POL Study): 47 serum specimens (including three spiked and four diluted samples) per site (Site 2 used 45 samples due to 2 below dynamic range).

    Data Provenance:

    • The studies were performed by Hitachi Chemical Diagnostics, Inc. ("in-house") and at three external Physician Office Laboratory (POL)-type sites.
    • Specific countries of origin for the clinical specimens are not explicitly stated, but the company address is Mountain View, CA, USA, and POL studies suggest U.S. clinical settings.
    • The studies appear to be prospective for the purpose of validating the device's performance characteristics.

    3. Number of Experts Used to Establish the Ground Truth for the Test Set and Qualifications of Those Experts

    The document does not specify the number or qualifications of experts used to establish "ground truth" for the test set in the traditional sense of expert consensus for diagnostic interpretation. Instead, the ground truth is established through:

    • Reference Methods/Comparative Methods: In the method comparison studies, a "standard laboratory system" or "comparative method as the reference method" was used. The qualifications of the operators of these reference methods are not provided.
    • Known Concentrations: For studies like linearity, precision, and interference, known concentrations (e.g., commercial controls, spiked samples, diluted samples) are used.
    • Industry Standards: Adherence to CLSI (Clinical and Laboratory Standards Institute) guidelines (e.g., CLSI EP17-A2, CLSI EP-6A, CLSI EP5-A2, CLSI EP7-A2) implies reliance on established laboratory best practices for determining analytical performance.

    4. Adjudication Method for the Test Set

    This type of in vitro diagnostic device (IVD) performance study (analytical and clinical chemistry accuracy/precision) typically does not involve adjudication by multiple human readers in the same way an imaging or pathology study might. Instead, the device's results are compared against:

    • Reference measurements: From the predicate device or a "standard laboratory system."
    • Known values: For controls, linearity standards, and spiked/diluted samples.
      The document states that method comparison samples were assayed "in singleton and in a blinded fashion" (in-house) and "assayed on the Hitachi E40 Clinical Analyzer... and a comparative method as the reference method" (external POL study), implying direct comparison without a formal adjudication panel.

    5. If a Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study Was Done

    No, an MRMC comparative effectiveness study was not done. This type of study design is typically used for diagnostic imaging or pathology devices where multiple human readers interpret cases, and the AI's impact on their performance is assessed. For an in vitro diagnostic (IVD) device like a CO2 reagent cartridge, the evaluation focuses on analytical performance characteristics (accuracy, precision, linearity, etc.) rather than human reader improvement with AI assistance.

    6. If a Standalone (i.e., algorithm only without human-in-the-loop) Performance Was Done

    Yes, the studies conducted are standalone performance studies. The Hitachi S TEST Reagent Cartridge Carbon Dioxide operates as an in vitro diagnostic device on an automated analyzer (Hitachi Clinical Analyzer E40). The performance results (accuracy, precision, linearity, etc.) described are the performance of the device and its associated system without direct "human-in-the-loop" interpretive input influencing the result generation. Human operators load samples and reagents and review results, but the device itself generates the quantitative CO2 concentration.

    7. The Type of Ground Truth Used

    The ground truth for the performance studies was established using a combination of:

    • Reference Measurement/Comparative Method: For method comparison, results from a "standard laboratory system" or "comparative method" served as the reference.
    • Known Values: For analytical studies like linearity, precision, LoD, and interference, commercial controls, calibrators, and spiked/diluted samples with known or traceable concentrations were used.
    • Industry Standards: Adherence to CLSI guidelines ensures that the methods for establishing ground truth for these analytical parameters align with recognized best practices in laboratory medicine.

    8. The Sample Size for the Training Set

    The document does not describe a "training set" in the context of machine learning or AI development. This is an IVD device providing a quantitative measurement based on a chemical reaction and photometric detection. Its underlying "algorithm" is the chemistry reaction and calculation based on Beer-Lambert Law, not a learned AI model that requires a training set. Manufacturers establish internal specifications and calibration parameters based on extensive R&D and analytical validation, but this typically does not involve an external "training set" as understood in AI/ML.

    9. How the Ground Truth for the Training Set Was Established

    As explained above, there is no "training set" for this type of IVD device in the AI sense. The "ground truth" for manufacturing and calibration would be established through:

    • Primary Reference Materials: Traceability to primary reference standards (e.g., American Chemical Society (ACS) reagent grade sodium carbonate alkalimetric standard for CO2).
    • Internal Validation: Rigorous internal testing and validation during the device's development to ensure the chemical reaction and photometric measurements yield accurate and precise results across the dynamic range.
    • Quality Control: Ongoing use of quality control materials with known values to monitor performance.
      The document states, "Each lot of S TEST Reagent Cartridge Carbon Dioxide (CO2) is calibrated by the manufacturer prior to shipment using material referenced to a standard which is traceable to American Chemical Society (ACS) reagent grade sodium carbonate alkalimetric standard." This describes the process for establishing and maintaining calibration, which is akin to "ground truth" for the device's quantitative output.
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    K Number
    K131546
    Date Cleared
    2013-10-09

    (133 days)

    Product Code
    Regulation Number
    862.1160
    Reference & Predicate Devices
    Why did this record match?
    510k Summary Text (Full-text Search) :

    Bicarbonate Reagent

    3.2 Classification Name

    Bicarbonate/carbon dioxide test system (21 CFR § 862.1160
    BREA CA 92821

    Re: K131546

    Trade/Device Name: AU Bicarbonate Reagent Regulation Number: 21 CFR 862.1160

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    AU Bicarbonate reagent is intended for the quantitative determination of Bicarbonate in human serum and plasma on Beckman Coulter AU analyzers.

    Bicarbonate measurements are used in the diagnosis and treatment of numerous potentially serious disorders associated with changes in body acid-base balance.

    For In Vitro Diagnostic Use

    Device Description

    The AU Bicarbonate reagent kit is a liquid, ready to use and consists of four R1 reagent vials in vanous fill volumes. The calibrator is a Beckman Coulter lyophilized chemistry calibrator packaged as catalog number DR0070 and sold separately. The AU Bicarbonate reagent is an enzymatic method utilizing Bicarbonate (HCO3) and phosphoenolpyruvate (PEP), which are converted to oxaloacetate to malate with the concomitant oxidation of reduced nicotinamide adenine dinucleotide (NADH). This oxidation of NADH results in a decrease in absorbance of the reaction mixture measured bichromatically at 380/410nm proportional to the Bicarbonate content of the sample.

    The AU Bicarbonate reagent is designed for optimal performance on Beckman Coulter AU analyzers.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and study information for the AU Bicarbonate Reagent, based on the provided text:

    1. Table of Acceptance Criteria and Reported Device Performance:

    Study CategoryAcceptance CriteriaReported Device Performance
    Method ComparisonSlope: 0.900-1.100
    Intercept: ±2.0 mEq/L
    r (correlation coefficient): ≥ 0.95
    N (sample size): > 100Slope: 0.922
    Intercept: 1.148 mEq/L
    r: 0.9909
    N: 133
    PrecisionWithin-run (Low Pool): ≤3%CV or SD≤1
    Within-run (Med Pool): ≤3%CV or SD≤1
    Within-run (High Pool): ≤3%CV or SD≤1
    Total (Low Pool): ≤7%CV or SD≤1.5 mEq/L
    Total (Med Pool): ≤7%CV or SD≤1.5 mEq/L
    Total (High Pool): ≤7%CV or SD≤1.5 mEq/LWithin-run (Low Pool): %CV 2.5, SD 0.30
    Within-run (Med Pool): %CV 1.1, SD 0.35
    Within-run (High Pool): %CV 0.8, SD 0.34
    Total (Low Pool): %CV 7.5, SD 0.92
    Total (Med Pool): %CV 4.0, SD 1.23
    Total (High Pool): %CV 3.6, SD 1.47
    SensitivityNot explicitly stated as acceptance criteria, but reported values are: LoB = 1.20 mEq/L, LoD = 1.95 mEq/LLoB = 1.20 mEq/L
    LoD = 1.95 mEq/L
    Interfering SubstancesUnconjugated Bilirubin: No significant interference up to 40 mg/dL (defined as recovery within 10% of initial value)
    Conjugated Bilirubin: No significant interference up to 20 mg/dL (defined as recovery within 10% of initial value)
    Hemolysis: No significant interference up to 500 mg/dL (defined as recovery within 10% of initial value)
    Lipemia: No significant interference up to 1000 mg/dL Intralipid (defined as recovery within 10% of initial value)Unconjugated Bilirubin: No significant interference up to 40 mg/dL
    Conjugated Bilirubin: No significant interference up to 20 mg/dL
    Hemolysis: No significant interference up to 500 mg/dL
    Lipemia: No significant interference up to 1000 mg/dL Intralipid (No significant interference is recovery within 10% of initial value)
    Linearity Range2.0 - 45.0 mEq/L2.0 - 45.0 mEq/L (implied, as this is the stated range)
    Expected Values23 - 29 mEq/L23 - 29 mEq/L (implied, as this is the stated range)

    All reported device performances met their respective acceptance criteria as indicated by "Pass" in the Method Comparison and Precision tables.

    2. Sample Size Used for the Test Set and Data Provenance:

    • Method Comparison Test Set: N = 133 samples.
    • Precision Test Set: The document refers to "Low pool," "Med pool," and "High pool" samples. It doesn't specify an overall sample size for the precision study, but implies multiple measurements were taken for each pool (e.g., within-run and total precision across multiple runs/days).
    • Data Provenance: The document does not explicitly state the country of origin or whether the data was retrospective or prospective. It is clinical laboratory data, likely gathered prospectively during validation studies.

    3. Number of Experts Used to Establish the Ground Truth for the Test Set and Qualifications of those Experts:

    • This document describes an in vitro diagnostic reagent for quantitative determination of bicarbonate, not an imaging or diagnostic device requiring expert interpretation for ground truth.
    • The "ground truth" for method comparison is a reference method (Thermo Scientific, TR28321) and for precision is based on statistical measures of reproducibility. No human expert "ground truth" establishment is described for these types of studies.

    4. Adjudication Method for the Test Set:

    • Not applicable. This is a quantitative chemical assay, not an interpretative diagnostic task requiring adjudication. The performance is assessed against predefined statistical and analytical criteria.

    5. If a Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study was Done:

    • No, a Multi-Reader Multi-Case (MRMC) comparative effectiveness study was not done. This type of study is typically for evaluating the impact of an AI algorithm on human reader performance, which is not relevant for an in vitro diagnostic reagent.

    6. If a Standalone (i.e., algorithm only without human-in-the-loop performance) was Done:

    • Yes, this entire study represents the standalone performance of the AU Bicarbonate Reagent on Beckman Coulter AU analyzers. There is no human-in-the-loop component in the measurement and quantification of bicarbonate by this automated system.

    7. The Type of Ground Truth Used:

    • Quantitative Reference Measurement: For the method comparison, the "ground truth" is a comparison against a commercially available and presumably validated reference method (Thermo Scientific TR28321).
    • Statistical Definitions: For precision, the "ground truth" is based on statistical definitions of within-run and total precision, where the target values are the mean concentrations of the control pools.
    • Defined Standards/Limits: For sensitivity, linearity, and interfering substances, the ground truth is established against predefined analytical limits and standards (e.g., NIST standard for calibrator traceability).

    8. The Sample Size for the Training Set:

    • The document does not explicitly refer to a "training set" in the context of machine learning. This is a chemical reagent and instrument system, not an AI/ML algorithm that undergoes a distinct training phase with a labeled dataset. The development and optimization of the reagent itself would involve internal R&D studies, but these are not referred to as a "training set" in this context.

    9. How the Ground Truth for the Training Set Was Established:

    • Not applicable, as this device does not involve a machine learning "training set." The performance characteristics are established through analytical validation studies rather than machine learning model training.
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    510k Summary Text (Full-text Search) :

    . § 862.1160)
    Product Code KHS | |
    | | Trade Name:
    Direct Bilirubin Reagent ACE Total Bilirubin Reagent ACE Magnesium Reagent Regulation Number: 21 CFR 862.1160

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The ACE Carbon Dioxide (CO2-LC) Reagent is intended for the quantitative determination of carbon dioxide concentration in serum and lithium heparin plasma using the ACE, ACE Alera, and ACE Axcel Clinical Chemistry Systems. Bicarbonate/carbon dioxide measurements are used in the diagnosis and treatment of numerous potentially serious disorders associated with changes in body acid-base balance. This test is intended for use in clinical laboratories or physician office laboratories. For in vitro diagnostic use only.

    The ACE Direct Bilirubin Reagent is intended for the quantitative determination of direct bilirubin concentration in serum and lithium heparin plasma using the ACE, ACE Alera, and ACE Axcel Clinical Chemistry Systems. Measurements of the levels of bilirubin, an organic compound formed during the normal and abnormal destruction of red blood cells, is used in the diagnosis and treatment of liver, hemolytic, hematological and metabolic disorders, including hepatitis and gall bladder block. This test is intended for use in clinical laboratories or physician office laboratories. For in vitro diagnostic use only.

    The ACE Total Bilirubin Reagent is intended for the quantitative determination of total bilirubin concentration in serum and lithium heparin plasma using the ACE, ACE Alera and ACE Axcel Clinical Chemistry System. Measurements of the levels of bilirubin, an organic compound formed during the normal and abnormal destruction of red blood cells, is used in the diagnosis and treatment of liver, hemolytic, hematological and metabolic disorders, including hepatitis and gall bladder block. This test is intended for use in clinical laboratories or physician office laboratories. For in vitro diagnostic use only.

    The ACE Magnesium Reagent is intended for the quantitative determination of magnesium in serum and lithium heparin plasma using the ACE, ACE Alera and ACE Axcel Clinical Chemistry Systems. Magnesium measurements are used in the diagnosis and treatment of hypomagnesemia (abnormally low plasma levels of magnesium) and hypermagnesemia (abnormally high plasma levels of magnesium). This test is intended for use in clinical laboratories or physician office laboratories. For in vitro diagnostic use only.

    Device Description

    In the ACE Carbon Dioxide (CO2-LC) Reagent assay, serum carbon dioxide (in the form of bicarbonate) reacts with phosphoenolpyruvate in the presence of phosphoenolpyruvate carboxylase and magnesium to yield oxaloacetic acid and phosphate. In the presence of malate dehydrogenase, the reduced cofactor is oxidized by oxaloacetic acid. The reduced cofactor absorbs strongly at 408 nm whereas its oxidized form does not. The rate of decrease in absorbance, monitored bichromatically at 408 nm/692 nm, is proportional to the carbon dioxide content of the sample.

    In the ACE Direct Bilirubin Reagent assay, sodium nitrite added to sulfanilic acid forms diazotized sulfanilic acid. Bilirubin glucuronide in serum reacts with diazotized sulfanilic acid to form azobilirubin, which absorbs strongly at 554 nm. The increase in absorbance, measured bichromatically at 554 nm/692 nm, one minute after sample addition, is directly proportional to the direct bilirubin concentration.

    In the ACE Total Bilirubin Reagent assay, sodium nitrite, when added to sulfanilic acid, forms diazotized sulfanilic acid. Bilirubin in serum reacts with diazotized sulfanilic acid to form azobilirubin, which absorbs strongly at 554 nm. The inclusion of dimethyl sulfoxide (DMSO) in the reagent as an accelerator causes both direct and indirect bilirubin to react rapidly. The increase in absorbance, measured bichromatically at 554 nm/692 nm, is directly proportional to the total bilirubin concentration in the sample.

    Magnesium ions in serum react with Xylidyl blue-1 in an alkaline medium to produce a red complex which is measured bichromatically at 525 nm/692 nm. The intensity of color produced is directly proportional to the magnesium concentration in the sample. EGTA prevents calcium interference by preferential chelation of calcium present in the sample. A surfactant system is included to remove protein interference.

    AI/ML Overview

    The provided text describes several in vitro diagnostic reagents (ACE Carbon Dioxide (CO2-LC) Reagent, ACE Direct Bilirubin Reagent, ACE Total Bilirubin Reagent, and ACE Magnesium Reagent) and their associated performance data. There isn't information about an AI-powered device or software. Therefore, questions related to AI aspects like multi-reader multi-case studies, effect size of AI assistance, or standalone algorithm performance are not applicable.

    The acceptance criteria are not explicitly stated as clear thresholds in the provided document; rather, the document presents detailed performance data (precision, linearity, interference, and method comparison) that demonstrates the device's capability to perform as intended and to be substantially equivalent to its predicate devices. The "reported device performance" is presented directly through tables and statistical analyses for each reagent.

    Here's an attempt to structure the available information based on the request, interpreting "acceptance criteria" as the performance demonstrated to support substantial equivalence:

    1. Table of Acceptance Criteria and Reported Device Performance

    Since explicit "acceptance criteria" (i.e., predefined thresholds for performance metrics) are not provided in the document, the "Reported Device Performance" below represents the data presented that presumably met the internal criteria for demonstrating substantial equivalence. The document primarily focuses on precision, linearity, interference, and method comparison with predicate devices and between different systems (ACE, ACE Alera, ACE Axcel).

    ACE Carbon Dioxide (CO2-LC) Reagent

    MetricAcceptance Criteria (Inferred from study design and historical data, not explicitly stated values)Reported Device Performance (Summary of results across systems/sites)
    Precision (In-House)(Implied to be comparable to or better than predicate and acceptable for clinical use)Serum:
    Low: ~1.1-2.5% CV (Within-Run), ~5.6-7.5% CV (Total)
    Mid: ~1.2-1.5% CV (Within-Run), ~3.3-3.7% CV (Total)
    High: ~0.6-2.8% CV (Within-Run), ~2.6-3.2% CV (Total)
    Plasma:
    Low: ~1.3-3.0% CV (Within-Run), ~3.8-6.1% CV (Total)
    Mid: ~0.7-1.2% CV (Within-Run), ~5.0-5.5% CV (Total)
    High: ~1.0% CV (Within-Run), ~2.3-2.5% CV (Total)
    Precision (POL sites)(Implied to be comparable to in-house and acceptable for clinical use)ACE:
    Low (Sample 1): ~1.6-3.3% CV (Within-Run), ~3.0-4.3% CV (Total)
    Mid (Sample 2): ~1.7-3.1% CV (Within-Run), ~2.7-7.4% CV (Total)
    High (Sample 3): ~1.8-2.4% CV (Within-Run), ~2.4-6.4% CV (Total)
    ACE Alera:
    Low (Sample 1): ~1.3-2.0% CV (Within-Run), ~3.0-6.7% CV (Total)
    Mid (Sample 2): ~0.9-1.7% CV (Within-Run), ~2.4-3.9% CV (Total)
    High (Sample 3): ~1.0-1.6% CV (Within-Run), ~3.1-5.8% CV (Total)
    Method Comparison (Serum vs. Plasma)(Slope near 1, intercept near 0, high correlation)ACE: Slope: 1.031, Intercept: -1.03, Correlation: 0.9922
    ACE Alera: Slope: 1.000, Intercept: -0.09, Correlation: 0.9955
    ACE Axcel: Slope: 0.988, Intercept: -0.35, Correlation: 0.9889
    Method Comparison (POL vs. In-House)(Slope near 1, intercept near 0, high correlation)ACE (POL 1-3 vs. In-House ACE): Slopes: 0.963-0.984, Intercepts: -0.71-1.29, Correlations: 0.9530-0.9908
    ACE Alera (POL 1-3 vs. In-House ACE): Slopes: 0.972-0.987, Intercepts: 0.10-0.57, Correlations: 0.9767-0.9903
    Detection Limits (ACE Alera)(Appropriate for clinical use)LoB: 1.27 mEq/L, LoD: 1.97 mEq/L, LoQ: 3.03 mEq/L
    Linearity (ACE Alera)(Linearity up to/beyond desired measuring range)Linear to: 50 mEq/L (Equation: y=1.006x + 0.01)
    Interferences (ACE Alera)(No significant interference from common interferents)No significant interference at or below Icterus 58.8 mg/dL, Hemolysis 250 mg/dL, Lipemia 2388 mg/dL, Ascorbic Acid 6 mg/dL

    ACE Direct Bilirubin Reagent

    MetricAcceptance Criteria (Inferred from study design and historical data, not explicitly stated values)Reported Device Performance (Summary of results across systems/sites)
    Precision (In-House)(Implied to be comparable to or better than predicate and acceptable for clinical use)Serum:
    Low: ~12.5-24.5% CV (Within-Run), ~14.0-30.0% CV (Total)
    Mid: ~0.9-1.6% CV (Within-Run), ~1.2-2.2% CV (Total)
    High: ~0.6-1.5% CV (Within-Run), ~1.1-1.7% CV (Total)
    Plasma:
    Low: ~16.6-26.6% CV (Within-Run), ~19.7-35.4% CV (Total)
    Mid: ~0.8-2.4% CV (Within-Run), ~1.1-2.8% CV (Total)
    High: ~0.7-1.9% CV (Within-Run), ~1.1-2.3% CV (Total)
    Precision (POL sites)(Implied to be comparable to in-house and acceptable for clinical use)ACE:
    Low (Sample 1): ~2.9-4.2% CV (Within-Run), ~2.9-4.9% CV (Total)
    Mid (Sample 2): ~1.0-1.8% CV (Within-Run), ~1.3-2.1% CV (Total)
    High (Sample 3): ~1.3-2.3% CV (Within-Run), ~2.0-2.3% CV (Total)
    ACE Alera:
    Low (Sample 1): ~2.5-5.1% CV (Within-Run), ~2.5-5.4% CV (Total)
    Mid (Sample 2): ~1.0-1.5% CV (Within-Run), ~1.0-1.9% CV (Total)
    High (Sample 3): ~0.6-2.6% CV (Within-Run), ~1.3-2.6% CV (Total)
    Method Comparison (Serum vs. Plasma)(Slope near 1, intercept near 0, high correlation)ACE: Slope: 1.021, Intercept: 0.00, Correlation: 0.9982
    ACE Alera: Slope: 1.005, Intercept: 0.01, Correlation: 0.9978
    ACE Axcel: Slope: 1.004, Intercept: 0.00, Correlation: 0.9983
    Method Comparison (POL vs. In-House)(Slope near 1, intercept near 0, high correlation)ACE (POL 1-3 vs. In-House ACE): Slopes: 1.003-1.022, Intercepts: 0.04-0.11, Correlations: 0.9984-0.9986
    ACE Alera (POL 1-3 vs. In-House ACE): Slopes: 0.969-0.995, Intercepts: 0.09-0.11, Correlations: 0.9984-0.9991
    Detection Limits (ACE Alera)(Appropriate for clinical use)LoB: 0.06 mg/dL, LoD: 0.08 mg/dL, LoQ: 0.12 mg/dL
    Linearity (ACE Alera)(Linearity up to/beyond desired measuring range)Linear to: 14.0 mg/dL (Equation: y=1.015x + 0.16)
    Interferences (ACE Alera)(No significant interference from common interferents)Not Applicable (Icterus), No significant interference at or below Hemolysis 62.5 mg/dL, Lipemia 782 mg/dL, Ascorbic Acid 6 mg/dL

    ACE Total Bilirubin Reagent

    MetricAcceptance Criteria (Inferred from study design and historical data, not explicitly stated values)Reported Device Performance (Summary of results across systems/sites)
    Precision (In-House)(Implied to be comparable to or better than predicate and acceptable for clinical use)Serum:
    Low: ~11.0-21.3% CV (Within-Run), ~13.9-21.3% CV (Total)
    Mid: ~1.0-1.1% CV (Within-Run), ~1.0-1.1% CV (Total)
    High: ~0.4-0.7% CV (Within-Run), ~0.5-0.8% CV (Total)
    Plasma:
    Low: ~20.3-23.7% CV (Within-Run), ~21.3-29.4% CV (Total)
    Mid: ~0.5-1.0% CV (Within-Run), ~0.5-1.1% CV (Total)
    High: ~0.5-0.6% CV (Within-Run), ~0.5-0.7% CV (Total)
    Precision (POL sites)(Implied to be comparable to in-house and acceptable for clinical use)ACE:
    Low (Sample 1): ~3.4-5.5% CV (Within-Run), ~3.7-5.8% CV (Total)
    Mid (Sample 2): ~0.5-1.7% CV (Within-Run), ~1.3-3.7% CV (Total)
    High (Sample 3): ~1.0-1.2% CV (Within-Run), ~1.2-2.1% CV (Total)
    ACE Alera:
    Low (Sample 1): ~4.2-4.9% CV (Within-Run), ~4.5-5.2% CV (Total)
    Mid (Sample 2): ~0.7-2.0% CV (Within-Run), ~0.8-2.1% CV (Total)
    High (Sample 3): ~0.5-1.4% CV (Within-Run), ~0.6-1.7% CV (Total)
    Method Comparison (Serum vs. Plasma)(Slope near 1, intercept near 0, high correlation)ACE: Slope: 1.017, Intercept: 0.01, Correlation: 0.9996
    ACE Alera: Slope: 1.020, Intercept: 0.00, Correlation: 0.9993
    ACE Axcel: Slope: 1.008, Intercept: 0.00, Correlation: 0.9995
    Method Comparison (POL vs. In-House)(Slope near 1, intercept near 0, high correlation)ACE (POL 1-3 vs. In-House ACE): Slopes: 0.979-1.000, Intercepts: 0.00-0.04, Correlations: 0.9995-0.9998
    ACE Alera (POL 1-3 vs. In-House ACE): Slopes: 0.957-1.020, Intercepts: 0.01-0.07, Correlations: 0.9991-0.9998
    Detection Limits (ACE Alera)(Appropriate for clinical use)LoB: 0.11 mg/dL, LoD: 0.14 mg/dL, LoQ: 0.14 mg/dL
    Linearity (ACE Alera)(Linearity up to/beyond desired measuring range)Linear to: 40.0 mg/dL (Equation: y=1.004x + 0.03)
    Interferences (ACE Alera)(No significant interference from common interferents)Not Applicable (Icterus), No significant interference at or below Hemolysis 62.5 mg/dL, Lipemia 951 mg/dL, Ascorbic Acid 6 mg/dL

    ACE Magnesium Reagent

    MetricAcceptance Criteria (Inferred from study design and historical data, not explicitly stated values)Reported Device Performance (Summary of results across systems/sites)
    Precision (In-House)(Implied to be comparable to or better than predicate and acceptable for clinical use)Serum:
    Low: ~3.1-5.1% CV (Within-Run), ~4.3-5.9% CV (Total)
    Mid: ~1.7-2.6% CV (Within-Run), ~1.8-3.0% CV (Total)
    High: ~1.0-1.4% CV (Within-Run), ~1.6-1.7% CV (Total)
    Plasma:
    Low: ~2.4-4.7% CV (Within-Run), ~4.1-6.8% CV (Total)
    Mid: ~2.4-2.8% CV (Within-Run), ~2.6-3.7% CV (Total)
    High: ~0.9-1.6% CV (Within-Run), ~1.8-1.9% CV (Total)
    Precision (POL sites)(Implied to be comparable to in-house and acceptable for clinical use)ACE:
    Low (Sample 1): ~3.3-4.6% CV (Within-Run), ~5.0-6.3% CV (Total)
    Mid (Sample 2): ~1.3-2.5% CV (Within-Run), ~2.8-3.5% CV (Total)
    High (Sample 3): ~1.1-1.8% CV (Within-Run), ~1.4-3.1% CV (Total)
    ACE Alera:
    Low (Sample 1): ~3.0-6.0% CV (Within-Run), ~4.5-8.4% CV (Total)
    Mid (Sample 2): ~2.0-2.9% CV (Within-Run), ~2.5-5.2% CV (Total)
    High (Sample 3): ~0.9-1.9% CV (Within-Run), ~1.6-4.8% CV (Total)
    Method Comparison (Serum vs. Plasma)(Slope near 1, intercept near 0, high correlation)ACE: Slope: 0.957, Intercept: 0.04, Correlation: 0.9765
    ACE Alera: Slope: 0.986, Intercept: 0.05, Correlation: 0.9817
    ACE Axcel: Slope: 0.986, Intercept: 0.025, Correlation: 0.9892
    Method Comparison (POL vs. In-House)(Slope near 1, intercept near 0, high correlation)ACE (POL 1-3 vs. In-House ACE): Slopes: 0.970-1.026, Intercepts: -0.04-0.16, Correlations: 0.9902-0.9927
    ACE Alera (POL 1-3 vs. In-House ACE): Slopes: 0.990-1.010, Intercepts: -0.11-0.00, Correlations: 0.9870-0.9930
    Detection Limits (ACE Alera)(Appropriate for clinical use)LoB: 0.26 mg/dL, LoD: 0.37 mg/dL, LoQ: 0.37 mg/dL
    Linearity (ACE Alera)(Linearity up to/beyond desired measuring range)Linear to: 6.1 mg/dL (Equation: y=0.959x + 0.27)
    Interferences (ACE Alera)(No significant interference from common interferents)No significant interference at or below Icterus 50 mg/dL, Hemolysis 500 mg/dL, Lipemia 620 mg/dL, Ascorbic Acid 6 mg/dL

    2. Sample Size Used for the Test Set and the Data Provenance

    The document describes several types of studies:

    • In-House Precision:

      • CO2-LC: Low, Mid, High serum and plasma samples were tested (number of replicates per sample and runs is implicitly part of SD/CV calculation, but not explicitly stated).
      • Direct Bilirubin: Low, Mid, High serum and plasma samples.
      • Total Bilirubin: Low, Mid, High serum and plasma samples.
      • Magnesium: Low, Mid, High serum and plasma samples.
      • Data Provenance: In-house (Alfa Wassermann Diagnostic Technologies, LLC, West Caldwell, NJ), prospective testing.
    • POL (Physician Office Laboratory) Precision: Studies conducted at 3 POL sites.

      • CO2-LC: 3 samples at each of 3 POL sites and in-house.
      • Direct Bilirubin: 3 samples at each of 3 POL sites and in-house.
      • Total Bilirubin: 3 samples at each of 3 POL sites and in-house.
      • Magnesium: 3 samples at each of 3 POL sites and in-house.
      • Data Provenance: Not explicitly stated but inferred to be from POLs in the USA (prospective testing under typical POL conditions).
    • In-House Matrix Comparison (Serum vs. Plasma):

      • CO2-LC: 53-54 pairs (serum/plasma) on ACE and ACE Alera; 51 pairs on ACE Axcel.
      • Direct Bilirubin: 102 pairs on ACE; 101 pairs on ACE Alera; 56 pairs on ACE Axcel.
      • Total Bilirubin: 102 pairs on ACE and ACE Alera; 56 pairs on ACE Axcel.
      • Magnesium: 101 pairs on ACE and ACE Alera; 55 pairs on ACE Axcel.
      • Data Provenance: In-house, retrospective (presumably collected for a range of values).
    • POL Method Comparison (In-House ACE vs. POL ACE/Alera):

      • CO2-LC: 45-46 samples per POL site comparison.
      • Direct Bilirubin: 49-51 samples per POL site comparison.
      • Total Bilirubin: 48-50 samples per POL site comparison.
      • Magnesium: 50-52 samples per POL site comparison.
      • Data Provenance: Not explicitly stated but inferred to be from POLs in the USA (prospective testing under typical POL conditions) compared against in-house data.
    • Detection Limits (LoB, LoD, LoQ), Linearity, Interferences (ACE Alera):

      • Sample sizes for detection limits and linearity: Not explicitly stated, typically involves multiple replicates at various concentrations.
      • Sample sizes for interferences: Not explicitly stated, typically involves samples spiked with various concentrations of interferents.
      • Data Provenance: In-house.

    3. Number of Experts Used to Establish the Ground Truth for the Test Set and the Qualifications of Those Experts

    This information is not provided in the document. For in vitro diagnostic assays, the "ground truth" is typically the reference method or established clinical laboratory results obtained from a highly accurate and calibrated instrument or laboratory using validated methods, rather than human expert consensus for image or clinical interpretation. The document compares performance against other (presumably established) methods and predicate devices.

    4. Adjudication Method for the Test Set

    This concept (e.g., 2+1, 3+1 for resolving discrepancies) is not applicable to these types of in vitro diagnostic device studies. Performance is measured numerically and objectively.

    5. Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study

    No. This is an in vitro diagnostic assay, not an AI-powered diagnostic imaging device.

    6. Standalone (i.e., algorithm only without human-in-the-loop performance) was done

    Not applicable. This is not an AI algorithm. The performance data presented are for the reagent and instrument system.

    7. The Type of Ground Truth Used

    For precision studies, the "ground truth" is the true concentration of the analyte in the control material or patient sample, which is established by reference methods or manufacturing specifications of the control materials. For method comparison studies, the predicate device's results or an established in-house method are used as the comparative reference. The document states the intended use is for "quantitative determination" of analytes, implying comparison to a quantitative gold standard.

    8. The Sample Size for the Training Set

    Not applicable. This is not a machine learning device and therefore does not have a "training set" in that context. The development of reagents and the establishment of their performance characteristics do not involve machine learning training sets.

    9. How the Ground Truth for the Training Set was Established

    Not applicable, as there is no "training set" for these reagents in the context of AI/ML.

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