Search Filters

Search Results

Found 6 results

510(k) Data Aggregation

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

    Unimed Reusable SpO2 Sensors are indicated for continuous non-invasive monitoring of functional oxygen saturation of arterial hemoglobin (SpO2) and pulse rate (PR) for adult patients weighing greater than 30 kg and pediatric patients weighing 10-50 kg. These devices are for prescription use only.

    Device Description

    The subject devices are Unimed Reusable SpO2 Sensors intended for non-invasive measurement of functional oxygen saturation of arterial hemoglobin (SpO2) and pulse rate (PR) in clinical settings. The sensors are designed for compatibility with GE B40i, and are supplied non-sterile.

    Each sensor consists of a connector, a cable, and a reusable patient-contacting sensor element incorporating a light-emitting diode (LED) and photodetector (PD). The sensors are available in multiple configurations, including finger clip, wrap, and soft-tip types, to accommodate various patient needs and anatomical sites.

    The subject devices operate on the same principle and share similar design features, materials, and performance characteristics as the predicate device.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and the study details for the Unimed Reusable SpO2 Sensors, based on the provided FDA 510(k) clearance letter:

    Acceptance Criteria and Device Performance

    CriteriaAcceptance CriteriaReported Device Performance
    Saturation Accuracy, No Motion (70-100%)±3%±3%
    Pulse Rate Accuracy, No Motion±2 bpm (30-250 bpm)±2 bpm (30-250 bpm)
    BiocompatibilityPass ISO 10993 cytotoxicity, skin irritation, and skin sensitivity testsPass ISO 10993 cytotoxicity, skin irritation, and skin sensitivity tests

    Study Information

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

      • Sample Size: Twelve human adult volunteers were enrolled for the clinical study. The study contains more than the minimum 200 data points.
      • Data Provenance: The study was conducted on human adult volunteers and includes sufficient darkly pigmented subjects (three dark subjects with Fitzpatrick Type 5-6). It is a prospective clinical study. The country of origin is not explicitly stated but implies testing in a controlled clinical environment, likely linked to the manufacturer's location or a designated clinical trial site.
    2. Number of experts used to establish the ground truth for the test set and the qualifications of those experts:

      • The document implies that arterial oxygen saturation (SaO2) as determined by co-oximetry was used as the ground truth. This is a direct measurement from blood samples. Therefore, typical "experts" in the sense of human readers adjudicating images are not applicable here. The accuracy of co-oximetry itself is the standard.
    3. Adjudication method (e.g., 2+1, 3+1, none) for the test set:

      • Not applicable. The ground truth (SaO2 by co-oximetry) is a direct, objective measurement, not subject to human interpretation or adjudication in the same way as an imaging study.
    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 sensor (hardware) for SpO2 and pulse rate measurement, not an AI-assisted diagnostic tool or an imaging system that would involve human reader interpretation. No MRMC study was conducted.
    5. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done:

      • Not applicable. The device is a sensor that measures physiological parameters. Its performance is inherent to its design and function, not an algorithm's performance. The "clinical test data" section describes the validation of the sensor's accuracy in vivo.
    6. The type of ground truth used:

      • Arterial oxygen saturation (SaO2) as determined by co-oximetry. This is an objective "gold standard" for blood oxygen measurement.
    7. The sample size for the training set:

      • Not applicable. This device is a hardware sensor, not a machine learning model that requires a training set. The clinical study described is for validation/testing, not training.
    8. How the ground truth for the training set was established:

      • Not applicable, as there is no training set for this type of device.
    Ask a Question

    Ask a specific question about this device

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

    The Unimed disposable blood pressure cuff (Models U1682S-C51N to U1685S-C51N) is an accessory used in conjunction with noninvasive blood pressure measurement systems. It is non-sterile and for single-patient use. The cuff is available in neonatal sizes (4–15 cm limb circumference). The cuff is not designed, sold, or intended for use except as indicated.

    Device Description

    The Unimed Disposable Neonatal NIBP Cuffs (Models U1682S-C51N, U1683S-C51N, U1684S-C51N, U1685S-C51N) are single-patient-use accessories for non-invasive blood pressure (NIBP) measurement. Each cuff is designed for neonatal limb circumferences ranging from 4 cm to 15 cm (Neonate 2 through Neonate 5) as follows.

    • U1682S-C51N: 4 cm - 8 cm.
    • U1683S-C51N: 6 cm - 11 cm.
    • U1684S-C51N: 7 cm - 13 cm.
    • U1685S-C51N: 8 cm - 15 cm.
      The cuffs are intended to be used with compatible blood pressure monitors employing oscillometry. They are non-sterile, and are disposed of after single-patient use to reduce cross-contamination risks.
    AI/ML Overview

    This 510(k) clearance letter is for a Disposable Neonatal NIBP Cuff. It does not describe an AI/ML powered medical device, nor does it detail a study involving AI/ML.

    Therefore, many of the requested criteria related to AI/ML device validation (e.g., sample size for test/training sets, data provenance, number of experts for ground truth, MRMC study, standalone performance, etc.) are not applicable to this document.

    The document primarily focuses on establishing substantial equivalence to a predicate device through non-clinical testing and material biocompatibility.

    Here's the information that can be extracted from the provided text, primarily related to the non-clinical testing performed to meet acceptance criteria for a physical medical device:


    Acceptance Criteria and Device Performance for Disposable Neonatal NIBP Cuff

    The acceptance criteria for this device are primarily based on established international standards for non-invasive blood pressure cuffs and biocompatibility. The performance is demonstrated through non-clinical testing, confirming adherence to these standards.

    1. Table of Acceptance Criteria and Reported Device Performance

    Acceptance Criteria (Standard Compliance)Reported Device Performance (Test Results)
    ISO 81060-1:2007 (Non-invasive sphygmomanometers – Requirements and test methods for non-automated measurement type)The device met all design specifications based on testing conducted in accordance with this standard.
    ISO 80601-2-30:2018 (Medical electrical equipment — Part 2-30: Particular requirements for basic safety and essential performance of automated non-invasive sphygmomanometers)The device met all design specifications based on testing conducted in accordance with this standard.
    Biocompatibility - ISO 10993-5 (Tests for in vitro cytotoxicity)The materials used in the proposed cuffs demonstrated biocompatibility, indicating suitability for intended use.
    Biocompatibility - ISO 10993-10 (Tests for skin sensitization)The materials used in the proposed cuffs demonstrated biocompatibility, indicating suitability for intended use.
    Biocompatibility - ISO 10993-23 (Tests for irritation)The materials used in the proposed cuffs demonstrated biocompatibility, indicating suitability for intended use.
    Pressure LimitsThe device operates within the accepted range of 0-300 mmHg, which is the same as the predicate device.

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

    • Sample Size: Not specified in the provided document. The non-clinical testing likely involved a representative sample of each cuff model (U1682S-C51N, U1683S-C51N, U1684S-C51N, U1685S-C51N).
    • Data Provenance: The document states "Non-clinical tests were conducted..." but does not specify the country of origin where the testing was performed. Given the manufacturer's location (Shenzhen, China), it's plausible the testing was conducted there or at a certified lab supporting the manufacturer. The testing is described as non-clinical, implying it was laboratory-based product verification and validation, not retrospective or prospective human clinical data collection.

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

    This is not applicable. This document describes the clearance of a physical medical device (NIBP cuff) via substantial equivalence, not an AI/ML algorithm. Therefore, there is no mention of "ground truth" derived from expert consensus on medical images or data. The "ground truth" for this device would be the defined specifications and performance requirements established by the relevant ISO standards.

    4. Adjudication Method for the Test Set

    This is not applicable. Adjudication methods like 2+1 or 3+1 are typically used in clinical trial settings, especially for AI/ML performance evaluation where multiple human readers might disagree on findings. For non-clinical device testing like this, adherence to predefined test protocols and specifications is the primary method of evaluation.

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

    No, a MRMC comparative effectiveness study was not done. This type of study is relevant for evaluating the impact of AI assistance on human reader performance, which is not applicable to a non-AI medical device like a blood pressure cuff.

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

    No, a standalone performance evaluation of an algorithm was not done. This is not an AI/ML device.

    7. The Type of Ground Truth Used

    The "ground truth" for this device's performance is established by compliance with recognized consensus standards (ISO 81060-1, ISO 80601-2-30, and ISO 10993 series for biocompatibility). The device's performance metrics are evaluated against the specific requirements and test methods outlined in these standards.

    8. The Sample Size for the Training Set

    This is not applicable. There is no training set mentioned as this is not an AI/ML device.

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

    This is not applicable. There is no training set mentioned as this is not an AI/ML device.

    Ask a Question

    Ask a specific question about this device

    K Number
    K243086
    Date Cleared
    2025-02-20

    (143 days)

    Product Code
    Regulation Number
    870.2700
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    Models: U403-91, U410-91 Unimed Reusable Finger Clip SpO2 Sensors are indicated for continuous non-invasive monitoring of functional oxygen saturation of arterial hemoglobin (SpO2) and pulse rate (PR) for adult patients weighing greater than 30 kg. These devices are for prescription use only.

    Device Description

    The subject devices, Unimed Reusable Finger Clip SpO2 Sensors (UXXX-91 Series), are fully compatible reusable sensors for use with Philips Itellivue MP30. These sensors are supplied non-sterile. The subject sensors (Models: U403-91 and U410-91) consist of a plug/connector (Philips D8 sensor connector), a cable, and a patient-contacting (finger clip) where light-emitting diode (LED) and photodetector (PD) are located. The subject sensors share the same principle of operation as the predicate device for functional oxygen saturation of arterial hemoglobin (SpO2) and pulse rate (PR) measurements. Patient-contacting materials of the subject sensors include ABS, silicone, and TPU, all of which have been qualified against biocompatibility requirements in ISO 10993-5, ISO 10993-10, and ISO 10993-23.

    AI/ML Overview

    The Unimed Reusable Finger Clip SpO2 Sensors (UXXX-91 Series) are subject to the following acceptance criteria and the performance study described was conducted to prove the device meets these criteria. It's important to note that the provided document is a 510(k) summary, which is a premarket notification to demonstrate substantial equivalence to a legally marketed predicate device, not necessarily a full clinical trial report for novel device approval.

    1. Table of Acceptance Criteria and Reported Device Performance

    Feature / Acceptance CriteriaSubject Device (Model: U410-91, U403-91) Reported PerformancePredicate Device (K062605) Performance
    Performance (Arms)
    Saturation Accuracy (SpO2), No Motion (70-100%)±3% (70-100%)±3% (70-100%)
    Pulse Rate Accuracy (PR), No Motion (30-250 bpm)±3 bpm (30-250 bpm)±2% or 1 bpm, whichever is greater (30 to 300 bpm)
    Low Perfusion Accuracy (SpO2, 70-100%)SpO2 ±3% (70-100%)SpO2 ±3% (70-100%)
    Low Perfusion Accuracy (Pulse, 30-250 bpm)Pulse ±3 bpm (30-250 bpm)Pulse ±2% or 1 bpm, whichever is greater (30 to 300 bpm)

    Note¹: The document states that according to ISO 80601-2-61:2017, both Subject Device and Predicate Device have validated accuracy over the claimed pulse range and are therefore considered substantially equivalent, despite the difference in stated accuracy metrics for pulse rate.

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

    • Sample Size:
      • Clinical Study Test Set: 12 human adult volunteers.
      • Data Points: The clinical study contains "more than the minimum 200 data points."
    • Data Provenance:
      • The document implies the clinical study was conducted by or on behalf of Unimed Medical Supplies Inc., which is based in China. The data provenance regarding the country of origin of the study conduct is therefore likely China or an authorized testing facility.
      • The study involved clinical hypoxia tests, which are prospective in nature, as they involve actively inducing hypoxia in volunteers to collect data on sensor performance.

    3. Number of Experts Used to Establish Ground Truth and Qualifications

    The document does not explicitly state the number of experts or their specific qualifications for establishing the ground truth. However, for pulse oximetry accuracy studies involving induced hypoxia, the ground truth (arterial oxygen saturation, SaO2) is typically established by co-oximetry readings from arterial blood samples, which are analyzed by laboratory equipment. This process relies on the accuracy of the co-oximeter and the proper drawing and handling of blood samples by trained medical personnel. It doesn't involve subjective expert consensus in the same way an imaging study would.

    4. Adjudication Method for the Test Set

    Not applicable. For pulse oximetry accuracy studies using induced hypoxia and co-oximetry, the ground truth is an objective physiological measurement from a laboratory instrument (co-oximeter) from arterial blood samples. There is no human adjudication process involved in establishing this ground truth, unlike with subjective visual assessments in imaging.

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

    No. The provided document details a clinical study to validate the device's standalone accuracy against established physiological measurements (co-oximetry) in human volunteers. It is not an MRMC study comparing human reader performance with and without AI assistance, as the device is a sensor for measuring physiological parameters, not an AI-powered diagnostic imaging tool.

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

    Yes. The clinical hypoxia test described is a standalone performance test for the Unimed Reusable Finger Clip SpO2 Sensors. The study directly assesses the device's ability to accurately measure SpO2 against the ground truth (SaO2 from co-oximetry) without human interpretation or intervention in the measurement process itself.

    7. The Type of Ground Truth Used

    The ground truth used was outcomes data / physiological measurement, specifically:

    • Arterial oxygen saturation (SaO2) as determined by co-oximetry. This is considered the gold standard for measuring oxygen saturation in blood for pulse oximeter accuracy studies.

    8. The Sample Size for the Training Set

    The document does not specify a separate "training set" sample size. For medical device premarket notifications like this, the focus is on a verification/validation study (the "clinical study" mentioned here) rather than an AI/machine learning model where distinct training and test sets are common. The device is a sensor, not a machine learning algorithm that undergoes a training phase.

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

    As this is a sensor device and not an AI/ML model, there isn't a "training set" in the typical sense for which ground truth would be established for model training. The "ground truth" (SaO2 via co-oximetry) was established for the 12-subject clinical validation study as described above.

    Ask a Question

    Ask a specific question about this device

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

    Unimed Reusable Finger Clip SpO2 Sensors are indicated for continuous non-invasive monitoring of functional oxygen saturation of arterial hemoglobin (SpO2) and pulse rate (PR) for adult patients weighing greater than 30 kg and pediatric patients weighing 10-50 kg. These devices are for prescription use only.

    Device Description

    The subject devices, Unimed Reusable Finger Clip SpO2 Sensors, are fully compatible reusable sensors for use with monitors that incorporate Masimo technology. These sensors are supplied non-sterile. The subject sensors consist of a plug/connector (U403-125 and U103-125 with M8 sensor connector, and U403-254 and U103-254 with M10 sensor connector), a cable, and a patient-contacting (finger clip) where light-emitting diode (LED) and photodetector (PD) are located. The subject sensors share the same principle of operation as the predicate device for functional oxygen saturation of arterial hemoglobin (SpO2) and pulse rate (PR) measurements. Also, the subject sensors have identical material composition and performance characteristics to the predicate device.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and study information for the Unimed Reusable Finger Clip SpO2 Sensors, based on the provided text:

    1. Table of Acceptance Criteria and Reported Device Performance

    FeatureAcceptance Criteria (Predicate Device)Reported Device Performance (Subject Device)Comparison
    Saturation Accuracy, No Motion (70-100%)± 3%± 3%Identical
    Pulse Rate Accuracy, No Motion (30-250 bpm)± 3 bpm (30-250 bpm)± 3 bpm (30-250 bpm)Identical

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

    • Sample Size: The document states that the clinical study was conducted with "human adult volunteers," including "sufficient darkly pigmented subjects." However, the exact number of subjects (the sample size) is not specified.
    • Data Provenance: The data is prospective as it was collected in a "clinical study... under an approved protocol with subject informed consent." The country of origin is not explicitly stated, but the submission is from "Unimed Medical Supplies Inc." located in "Shenzhen, China." It's reasonable to infer the study was conducted there or arranged by their organization.

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

    The document mentions that "arterial oxygen saturation (SaO2) as determined by co-oximetry" was used to establish the ground truth. This is a direct physiological measurement and does not involve human expert interpretation for ground truth establishment. Therefore, information about the number or qualifications of experts for ground truth is not applicable in this context.

    4. Adjudication Method for the Test Set

    Not applicable. As noted above, the ground truth was established by co-oximetry, which is an objective measurement, not a subjective interpretation requiring adjudication.

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

    No, a Multi-Reader Multi-Case (MRMC) comparative effectiveness study was not done. The device is an oximeter sensor, which directly measures physiological parameters (SpO2 and pulse rate). Its performance is evaluated against a gold standard method (co-oximetry), not by comparing human reader performance with and without AI assistance.

    6. Standalone (Algorithm Only Without Human-in-the-Loop Performance) Study

    Yes, the clinical study performed appears to be a standalone (algorithm only) performance evaluation. The device, an SpO2 sensor, directly provides measurements. The study evaluated the accuracy of these measurements against a reference method (co-oximetry) without integrating a human in the loop for interpreting the device's output.

    7. Type of Ground Truth Used

    The ground truth used was outcomes data (physiological measurements), specifically "arterial oxygen saturation (SaO2) as determined by co-oximetry." Co-oximetry is considered a clinical gold standard for measuring blood oxygen levels.

    8. Sample Size for the Training Set

    Not applicable. The document describes a medical device (SpO2 sensor), not an AI/machine learning algorithm that requires a training set. The device operates based on physical principles (two-wavelength relative optical absorption) and is validated through clinical performance against a reference standard.

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

    Not applicable. As the device is not an AI/machine learning algorithm, there is no training set and therefore no ground truth established for a training set.

    Ask a Question

    Ask a specific question about this device

    K Number
    K222213
    Date Cleared
    2022-12-19

    (147 days)

    Product Code
    Regulation Number
    870.2700
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The pulse oximeter is indicated for the noninvasive spot checking of functional oxygen saturation of arterial hemoglobin (SpO2) and pulse rate (PR) for adult and pediatic (≥10Kg) patients during both no motion and for patients who are well or poorly perfused.

    Pulse Oximeter is intended for hospitals, hospital-type facilities, home environments.

    Device Description

    The Pulse Oximeter is a small, lightweight, portable, digit pulse oximeter that displays numerical values for functional oxygen saturation of arterial hemoglobin (SpO2), pulse rate (PR) and perfusion index (PI) by measuring the absorption of red and infrared light passing through perfused tissue. It indicated for adult and pediatric (≥10Kg) patients during both no motion and motion conditions, and for patients who are well or poorly perfused.

    The device consists of probe, electronic circuits, OLED/LED display (differentiated by models) and plastic housing which powered by two alkaline AAA batteries.

    AI/ML Overview

    The provided text describes the Unimed Medical Supplies Pulse Oximeter (UC-200, UC-201, UC-202, UC-203, UC-204, UC-100, UC-101, UC-102, UC-103, UC-104) and its acceptance criteria as well as the study that proves it meets those criteria.

    Acceptance Criteria and Device Performance

    The device's performance is compared against the ISO 80601-2-61 standard for pulse oximeters. The acceptance criteria and reported device performance are presented in the table below:

    Table 1: Acceptance Criteria and Reported Device Performance

    Feature/MetricAcceptance Criteria (per ISO 80601-2-61)Reported Device Performance (All Models unless specified)
    Measurement Accuracy (SpO2)
    SpO2, No Motion70 – 100%, 2% ARMS, adults/pediatrics70 – 100%, 2% ARMS, adults/pediatrics
    SpO2, Motion70 – 100%, 3% ARMS, adults/pediatrics70 – 100%, 3% ARMS, adults/pediatrics
    SpO2, Low Perfusion70 – 100%, 2% ARMS, adults/pediatrics70 – 100%, 2% ARMS, adults/pediatrics (for UC-200/UC-100)
    Measurement Accuracy (Pulse Rate)
    Pulse Rate, No Motion25 – 250 BPM, 2 BPM ARMS, adults/pediatrics25 – 250 BPM, 2 BPM ARMS, adults/pediatrics
    Pulse Rate, Motion25 – 250 BPM, 4 BPM ARMS, adults/pediatrics25 – 250 BPM, 4 BPM ARMS, adults/pediatrics
    Pulse Rate, Low Perfusion25 – 250 BPM, 2 BPM ARMS, adults/pediatrics25 – 250 BPM, 2 BPM ARMS, adults/pediatrics (for UC-200/UC-100)
    Display Range
    Oxygen Saturation (SpO2)0-100%0-100%
    Pulse Rate (PR)25-250 beats per minute (BPM)25-250 beats per minute (BPM)
    Perfusion Index (PI)0.02-20%0.02-20%
    Display Resolution
    SpO21%1%
    PR1 BPM1 BPM
    Other Compliance Standards
    BiocompatibilityISO 10993-1, ISO 10993-5, ISO 10993-10ISO 10993-1, ISO 10993-5, ISO 10993-10
    Electrical SafetyIEC 60601-1, IEC 60601-1-11IEC 60601-1, IEC 60601-1-11
    EMCIEC 60601-1-2IEC 60601-1-2
    Photobiological SafetyIEC 62471IEC 62471
    UsabilityIEC 60601-1-6, IEC 62366-1IEC 60601-1-6, IEC 62366-1
    SymbolsEN ISO 15223-1EN ISO 15223-1

    Study Proving Acceptance Criteria is Met

    The document states that the subject devices (Unimed Pulse Oximeters) are identical to the predicate device (Nariq Bio-Medical Pulse Oximeter, K211632). Therefore, the studies conducted for the predicate device are used to demonstrate the substantial equivalence and compliance of the subject device.

    Here's the breakdown of the study details based on the provided text:

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

      • The document does not explicitly state the sample size for the test set of the predicate device.
      • The data provenance is not explicitly mentioned as retrospective or prospective, nor is the country of origin specified in detail for the clinical data. It generally refers to clinical testing that aligns with ISO 80601-2-61:2017.
    • 2. 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. The general reference is to compliance with ISO standards, which implies the ground truth methodology as defined in those standards for pulse oximetry accuracy.
    • 3. Adjudication method (e.g. 2+1, 3+1, none) for the test set:

      • This information is not provided in the document. The text indicates that the predicate devices have undergone clinical testing that meets relevant consensus standards (ISO 80601-2-61:2017), which would dictate the clinical study design and ground truth establishment methods for SpO2 accuracy.
    • 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:

      • This is not applicable to this device. The device is a pulse oximeter for measuring SpO2 and pulse rate, not an AI-assisted diagnostic tool for human readers.
    • 5. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done:

      • The performance metrics provided (SpO2 and PR accuracy) are inherent to the device's measurement algorithms and sensors. Therefore, the bench and clinical testing of the predicate device assesses the standalone performance of the oximetry technology. No human-in-the-loop component is mentioned for these accuracy measurements.
    • 6. The type of ground truth used (expert consensus, pathology, outcomes data, etc):

      • For SpO2 accuracy claims, the ground truth would typically be established through controlled desaturation studies against a co-oximeter (which provides gold standard arterial blood gas measurements). This is implied by the adherence to ISO 80601-2-61, which outlines these requirements.
    • 7. The sample size for the training set:

      • This information is not applicable as the device is not described as an AI/ML product developed with a training set in the conventional sense. Its performance is based on established optical measurement principles.
    • 8. How the ground truth for the training set was established:

      • This information is not applicable for the same reason as above.
    Ask a Question

    Ask a specific question about this device

    K Number
    K210019
    Date Cleared
    2021-03-04

    (59 days)

    Product Code
    Regulation Number
    868.1400
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The CO2 Mainstream Module is intended to provide carbon dioxide monitoring system during anesthesia/recovery in Emergency Medicine/Transport or Respiratory care.

    Device Description

    The CO2 Mainstream module is a non-dispersive infrared gas analyzer with an auto-zero adjustment systemand gain control. The operation of the CO2 Mainstream module is based on CO2 energy absorption rates. CO2 molecules absorb infrared light energy of specific wavelengths, with the amount of energy absorbed being directly related to the CO2 concentration. When an IR light beam is passed through a gas sample containing CO2, the electronic signal from the infrared sensor (which measures the remaining light energy), can be obtained. This signal is then compared to theenergy of the IR source, and calibrated to reflect CO2 concentration in the sample accurately. Calibration is performed using the infrared sensor's response to a known concentration of CO2 stored in the module's memory. The circuit module retains the atmospheric absolute pressure sensors and control of the pressure sensor. Modules can measure atmospheric pressure, and atmospheric can compensate the calculation for the concentrations of carbon dioxide, which improves the design accuracy. The module then determines CO2 concentration in the breathing gases by measuring the amount of light absorbed by these gases. EtCO2 displays a numerical value in millimeters of mercury (mmHg), percent(%), or kilopascals (kPa). In addition, a CO2 waveform (Capnogram) may be displayed, which is a valuable clinical tool that can be used to assess patient airway integrity and proper endotracheal tube placement. Respiration rate is calculated by measuring the time interval between detected breaths.

    AI/ML Overview

    Here's an analysis of the provided text regarding the acceptance criteria and study for the Unimed CO2 Mainstream Module:

    1. A table of acceptance criteria and the reported device performance

    The provided document describes acceptance criteria in the context of "EtCO2 Accuracy" and "Respiration Rate Accuracy." It also states that the device complies with ISO 80601-2-55. The table below combines the reported performance with these accuracy criteria.

    MetricAcceptance Criteria (Specified in the text as EtCO2 Accuracy / Respiration Rate Accuracy)Reported Device Performance (Implied by the criteria, stated as matching the predicate)
    EtCO2 Accuracy (at 760 mmHg, ambient temperature of 25°C)040 mmHg ±2 mmHg4170 mmHg ±5% of reading71100 mmHg ±8% of reading101150mmHg ±10% of reading040 mmHg ±2 mmHg4170 mmHg ±5% of reading71100 mmHg ±8% of reading101150mmHg ±10% of reading
    Respiration Rate Accuracy±1% of reading or ±1 breaths/min, whichever is greater±1% of reading or ±1 breaths/min, whichever is greater
    CO2 Response Time<70 ms<70 ms
    CO2 Measurement Range0-150 mmHg, 0-19.7%, 0-20 kPa0-150 mmHg, 0-19.7%, 0-20 kPa
    Respiration Rate Measure Range3 - 150 breaths/minute (RPM)3 - 150 breaths/minute (RPM)
    Performance Standards ComplianceISO 80601-2-55Complies with ISO 80601-2-55

    2. Sample size used for the test set and the data provenance (e.g. country of origin of the data, retrospective or prospective)

    The document mentions "Bench testing for Inspired CO2 range and accuracy, and Respiration rate range and accuracy in accordance to ISO 80601-2-55". However, it does not specify the sample size used for this bench testing. The data provenance is not explicitly stated in terms of country of origin or whether it was retrospective or prospective, beyond stating it was "Bench testing."

    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)

    This information is not provided in the document. The testing described is bench testing, which typically uses calibrated equipment and reference gases as ground truth, not human experts for interpretation.

    4. Adjudication method (e.g. 2+1, 3+1, none) for the test set

    This information is not applicable and therefore not provided, as the study involves bench testing against defined standards and reference measurements, not human adjudication of diagnostic outcomes.

    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

    There is no MRMC comparative effectiveness study mentioned in the document. The device is a CO2 mainstream module, not an AI-assisted diagnostic tool for human readers.

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

    The entire performance evaluation described is essentially a standalone (algorithm/device only) performance assessment, as it focuses on the accuracy of the device's measurements against established benchmarks and standards. However, the term "standalone" is often used in the context of AI algorithms. Here, it refers to the direct measurement capabilities of the hardware device, without human intervention in its measurement process.

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

    The ground truth for the performance testing (EtCO2 accuracy, Respiration Rate accuracy) is established by calibrated reference gases and instrumentation that provide known concentrations of CO2 and controlled respiratory rates for bench testing, in accordance with ISO 80601-2-55.

    8. The sample size for the training set

    The document does not mention a training set. This device is a hardware CO2 measurement module, not an AI model that requires a training set. Its operational principles are based on non-dispersive infrared gas analysis and calibration to known CO2 concentrations.

    9. How the ground truth for the training set was established

    Since there is no training set for this type of device, this question is not applicable. The device's internal calibration in the manufacturing process would rely on highly accurate reference gases and equipment.

    Ask a Question

    Ask a specific question about this device

    Page 1 of 1