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510(k) Data Aggregation

    K Number
    K211776
    Date Cleared
    2022-03-01

    (265 days)

    Product Code
    Regulation Number
    880.2910
    Reference & Predicate Devices
    Why did this record match?
    Device Name :

    Microlife Non-Contact Infrared Forehead Thermometer, Model FR1MF1-B (NC150 BT)

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

    The Microlife Non-Contact Infrared Forehead Thermometer, Model FR1MF1-B (NC150 BT) is intended for the intermittent measurement and monitoring of human body temperature. The device is indicated for use by people of all ages in the home. The device can be used in connection with a smart phone running the «Microlife Connected Health +» APP. The memory data can be transferred to the smart phone via Bluetooth.

    Device Description

    The Microlife Non-Contact Infrared Forehead Thermometer, Model FR1MF1-B (NC150 BT) is an electronic thermometer using an infrared sensor, which is composed of thermistor and thermopile, to measures infrared energy radiated from the forehead as well as objects. This energy is collected through the lens and converted to a temperature value. The thermistor measures the ambient temperature of the sensor by changing the resistance. The function of thermopile is to measure the voltage difference between the temperature corresponding to the infrared radiation induction and the temperature difference measured by thermistor. Based on the voltage difference, difference temperature can be calculated, and the target temperature can be obtained by adding thermistor's temperature. The Microlife Non-Contact Infrared forehead thermometer, Model FR1MF1-B (NC150 BT), consists of the following parts: a) Thermopile Sensor b) Microcontroller Unit c) LCD and Backlight d) 4 buttons ("START" button, "ON/OFF" button, "M" button, "MODE" button) e) Alkaline batteries; size AAA, 2 x 1.5 V f) Lens g) Bluetooth module

    AI/ML Overview

    The provided text is a 510(k) summary for the Microlife Non-Contact Infrared Forehead Thermometer, Model FR1MF1-B (NC150 BT). It focuses on demonstrating substantial equivalence to a predicate device (Microlife Non-Contact Infrared Forehead Thermometer, Model FR1DG1 (NC200)) rather than describing an independent study of the device's acceptance criteria and proven performance.

    Therefore, much of the requested information regarding acceptance criteria, specific study design details (sample size, data provenance, expert numbers/qualifications, adjudication, MRMC studies, standalone performance), and ground truth establishment for this specific device's test set (FR1MF1-B) is not explicitly present in the provided document.

    Instead, the document primarily leverages the equivalence to its predicate device (FR1DG1), whose clinical validation is referenced indirectly. The key argument is that because the core measurement technology and algorithm are the same as the predicate which has already undergone clinical testing, a new clinical test for the identical measurement algorithm in the subject device is not required.

    However, I can extract the following information that is available or implied:

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

    The document refers to the accuracy specifications shared between the subject device and the predicate device. These can be considered the performance criteria.

    Acceptance Criteria (Accuracy - Body mode/laboratory)Reported Device Performance (Same as predicate)
    ±0.2 °C: 35.0 ~ 42.0 °C±0.2 °C: 35.0 ~ 42.0 °C
    ±0.3 °C: 34.0 ~ 34.9 °C, 42.1 ~ 43.0 °C±0.3 °C: 34.0 ~ 34.9 °C, 42.1 ~ 43.0 °C
    ±0.4 °F: 95.0 ~ 107.6 °F±0.4 °F: 95.0 ~ 107.6 °F
    ±0.5 °F: 93.2 ~ 94.8 °F, 107.8 ~ 109.4 °F±0.5 °F: 93.2 ~ 94.8 °F, 107.8 ~ 109.4 °F

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

    • Sample Size: Not explicitly stated for the FR1MF1-B (NC150 BT) in a direct clinical test. The document states that a new clinical test is "not necessary" for this device because its measurement algorithm is identical to the predicate (FR1DG1).
    • Data Provenance: Not specified for a direct clinical test on FR1MF1-B (NC150 BT). The predicate device's clinical test report (Clinical Test Report of FR1DG1 NC200) is referenced but not detailed. It is implied that any relevant clinical data comes from the predicate's validation.

    3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts:

    • Not applicable/Not specified for this submission, as a new clinical test for FR1MF1-B (NC150 BT) was deemed unnecessary. This information would be found in the clinical test report for the predicate device (FR1DG1), which is not included here.

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

    • Not applicable/Not specified, as a new clinical test for FR1MF1-B (NC150 BT) was deemed unnecessary.

    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 thermometer, not an AI-assisted diagnostic imaging tool that would involve "human readers" or "AI assistance" in the context of MRMC studies.

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

    • The device itself is a standalone clinical electronic thermometer. Its performance is based on its measurement algorithm and hardware. The document implies that the "measurement algorithm" (which is the core of its standalone performance) for the subject device is "identical" to that of the predicate, which has been validated to standards like ASTM E1965-98 and ISO 80601-2-56. These standards typically involve rigorous standalone testing.

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

    • For clinical thermometers, the "ground truth" for temperature measurement is typically established using highly accurate reference thermometers or direct invasive methods (e.g., rectal or oral core temperature) in a controlled clinical setting, as specified by standards like ASTM E1965-98 and ISO 80601-2-56. The document mentions "Body mode/laboratory" accuracy, indicating the use of controlled laboratory conditions.

    8. The sample size for the training set:

    • Not applicable. This is a non-AI/ML device. There is no concept of a "training set" in the context of this 510(k) submission for a clinical electronic thermometer.

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

    • Not applicable (see point 8).

    Summary of Device Performance Study (as implied for the predicate device, and by extension the subject device):

    The document references that the predicate device (Model FR1DG1 (NC200)) has been validated in accordance with ISO 80601-2-56 and ASTM E1965-98. These are international and US standards for clinical thermometers, which prescribe specific methodologies for clinical accuracy testing.

    • ASTM E1965-98 (Standard Specification for Infrared Thermometers for Intermittent Determination of Patient Temperature): This standard outlines clinical accuracy requirements and test methods for infrared thermometers, including specifics on how to conduct a clinical study to assess performance against a reference temperature. It defines statistical requirements for accuracy (e.g., mean difference, standard deviation) when compared to a reference temperature.
    • ISO 80601-2-56 (Medical electrical equipment - Part 2-56: Particular requirements for basic safety and essential performance of clinical thermometers for body temperature measurement): This international standard also details requirements for clinical accuracy validation of thermometers, including clinical study design, patient population, and statistical analysis.

    The "Clinical Test Report of FR1DG1 NC200" is cited as evidence for the predicate's validation, and thus, indirectly for the subject device's. While the details of that report are not present, it would contain the specific sample sizes, methods for ground truth establishment (likely using high-precision reference thermometers in a clinical setting), and other study parameters. The core argument for K211776's substantial equivalence is that the critical components (IC, sensor, measuring algorithm) affecting temperature measurement performance are identical to the already-cleared predicate.

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    K Number
    K191829
    Date Cleared
    2020-02-13

    (219 days)

    Product Code
    Regulation Number
    880.2910
    Reference & Predicate Devices
    Why did this record match?
    Device Name :

    Microlife Non-Contact Infrared Forehead Thermometer

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

    The Microlife Non-Contact Infrared Forehead Thermometer, Model FR1DG1 (NC200) is intended for the intermittent measurement and monitoring of human body temperature. The device is indicated for use by people of all ages in the home.

    Device Description

    The Microlife Non-Contact Infrared Forehead Thermometer, Model FR1DG1 (NC200) is an electronic thermometer using an infrared sensor to measure infrared energy radiated from the forehead. This energy is collected through the lens and converted to a temperature value. The device uses CapSense Technology to detect distance this technology is used to assist measurement. The concept of proximity sensor detects human electrical proximity level to transform to distance. The distance control feature is added to the user interface to identify the measurement distances are in the correct parameter. In other words, the device will enter into measurement mode after the correct measurement distance is detected. This device can take a measurement automatically when the device detects the distance is appropriate within 5 cm.

    AI/ML Overview

    The provided text describes the Microlife Non-Contact Infrared Forehead Thermometer, Model FR1DG1 (NC200), and its comparison to a predicate device (Microlife Non-Contact Infrared Forehead Thermometer FR1DZ1, K100953) for substantial equivalence in an FDA 510(k) submission.

    Here's an analysis of the acceptance criteria and study information:

    1. Table of Acceptance Criteria and Reported Device Performance

    The document states that the Microlife Non-Contact Infrared Forehead Thermometer, Model FR1DG1 (NC200) intends to meet the accuracy requirements of the ISO 80601-2-56: 2017 standard (implicitly, as it's listed as a standard the device was tested against and clinical testing was done according to ASTM E1965-98, which typically defines accuracy limits for clinical thermometers).

    The device's reported laboratory accuracy is as follows:

    Temperature Range (°C)Accuracy (°C)Temperature Range (°F)Accuracy (°F)
    35.0 ~ 42.0±0.295.0 ~ 107.6±0.4
    34.0 ~ 34.9±0.393.2 ~ 94.8±0.5
    42.1 ~ 43.0±0.3107.8 ~ 109.4±0.5

    The document also mentions that "the test report demonstrated that the clinical data, represented by clinical bias met the acceptance criteria of the clinical study protocol." However, the specific numerical acceptance criteria for clinical bias are not explicitly stated in the provided text.

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

    • Sample Size for Test Set: 116 subjects.
      • 38 infants (newborn to one year)
      • 41 children (greater than one to five years)
      • 37 adults (greater than five years old)
    • Data Provenance: The document does not explicitly state the country of origin. It describes a "clinical study" which implies prospective data collection, but does not explicitly state "prospective."

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

    This information is not provided in the document. The study is described as a "randomization, simple blind homologous control, pairing design of clinical investigation," and it states that "clinical bias met the acceptance criteria," suggesting a comparison against a reference thermometer measurement taken by an expert, but the number and qualifications of such experts are not detailed.

    4. Adjudication Method for the Test Set

    The adjudication method is not explicitly stated. The study design mentions "simple blind homologous control" and "pairing design," but doesn't specify how ground truth discrepancies (if any) were resolved or if multiple readers were involved in establishing the ground truth measurements.

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

    This information is not provided. The text describes a clinical study to assess the accuracy of the device itself, not a comparative effectiveness study involving human readers with and without AI assistance. The device is a thermometer, not an AI diagnostic tool.

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

    Yes, a standalone study was performed. The clinical testing described is primarily focused on the device's ability to measure temperature directly, without human interpretation of complex images or data where "human-in-the-loop" would typically apply. The "clinical bias met the acceptance criteria" refers to the instrument's performance.

    7. Type of Ground Truth Used

    The ground truth used was clinical data obtained from a "randomization, simple blind homologous control, pairing design of clinical investigation." In thermometer studies, this typically involves comparing the device's readings against a highly accurate reference thermometer (e.g., a rectal or oral mercury/electronic thermometer, or another gold standard for body temperature measurement) by an expert under controlled conditions. The term "clinical bias" supports this interpretation.

    8. Sample Size for the Training Set

    This information is not provided. The document makes no mention of a "training set," as the device is a medical measurement instrument. While it has algorithms (e.g., PH15.0 Algorithm for temperature calculation), these are typically developed through engineering and calibration, not through machine learning training sets in the same way an AI diagnostic algorithm would be.

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

    This information is not provided, as the concept of a "training set" with established ground truth in the context of machine learning does not directly apply to the development and validation of this type of electronic thermometer. The algorithms for temperature calculation would be based on physical principles, calibration, and engineering, rather than a data-driven training process with labeled ground truth data.

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    K Number
    K170662
    Date Cleared
    2017-11-22

    (264 days)

    Product Code
    Regulation Number
    880.2910
    Reference & Predicate Devices
    Why did this record match?
    Device Name :

    Non Contact Infrared Forehead Thermometer

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

    Non Contact Infrared Forehead Thermometer is a non-sterile, reusable, handheld device. It can be used by consumers in homecare environment and doctors in clinic as reference. It is intended for measuring human body temperature of all ranges of people by detecting infrared heat from the forehead.

    Device Description

    The thermometer measures the temperatures of people by detecting the energy. The external probe plays an important role in the measuring process. As soon as the thermometer is placed near the body and the radiation sensor is activated, the measurement will be taken instantly by detection of the infrared heat. The thermometer includes two models: TVT-200, TVT-200 PLUS. The TVT-200 model includes four colors: pink, grey, orange and purple. While TVT-200 PLUS has only orange color. The Non Contact Infrared Forehead Thermometer is composed by an IR sensor, a Human temperature measurement button, an object temperature button, Battery compartment, Buzzer, °C /°F button, a LCD and an enclosure. The functions of TVT-200 and TVT-200 PLUS are the same, except the Back Light.

    AI/ML Overview

    The provided text describes the acceptance criteria and the study conducted for the Non Contact Infrared Forehead Thermometer (Models: TVT-200, TVT-200 PLUS).

    Here's the breakdown of the information requested:


    1. Table of Acceptance Criteria and Reported Device Performance

    The acceptance criteria are primarily derived from the standards the device claims to meet, specifically ASTM E1965-98 (2009) and ISO 80601-2-56: 2009. The reported device performance indicates that the device passed all tests against these standards.

    Acceptance Criteria / SpecificationReported Device Performance (Compliance)
    Measuring Accuracy±0.2°C (0.4°F)
    Measuring Range (Forehead mode)32° to 43°C (89.6°F to 109.4°F). Meets minimum rated output range of clinical thermometer requirement from 35°C to 42°C (ISO 80601-2-56).
    Display Resolution0.1°C / 0.1°F
    BiocompatibilityComplies with ISO 10993-5:2009, ISO 10993-10:2010. Patient contact materials (ABS with colorants, Glass and Metal) passed ISO 10993-1:2009, ISO 10993-5:2009, ISO 10993-10:2010 Biocompatibility Test.
    Electrical SafetyPassed IEC 60601-1:2005+A1:2012, IEC 60601-1-11:2010, IEC 60601-1 (for battery)
    EMCPassed IEC 60601-1-2:2014
    Bench PerformancePassed ISO 80601-2-56 First Edition 2009-10-01, ASTM E1965-98 (Reapproved 2009)
    Clinical AccuracyPassed ASTM E1965-98 (Reapproved 2009)
    Cleaning/DisinfectionCleaning has been validated according to ASTM E2314-03(2014).

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

    The document states:

    • Sample Size: Not explicitly mentioned in terms of number of subjects or measurements. It only states that the "[c]linical performance test protocol and data analysis is conducted as the requirement of ASTM E1965-98 (2009)." This standard typically specifies requirements for clinical accuracy testing, which involves a certain number of subjects and repeated measurements.
    • Data Provenance: Not explicitly stated (e.g., country of origin, retrospective or prospective). However, clinical accuracy tests for medical devices are generally prospective.

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

    This information is not provided in the document. For a thermometer, "ground truth" for temperature is typically established by reference thermometers (e.g., rectal or oral thermometers) measured by trained personnel, not necessarily by "experts" in the sense of radiologists.


    4. Adjudication Method for the Test Set

    This information is not provided in the document.


    5. If a Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study was done, If so, what was the effect size of how much human readers improve with AI vs without AI assistance

    This is not applicable to this device. The device is a non-contact infrared thermometer, which is a standalone measurement device, not an AI-assisted diagnostic tool that aids human readers.


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

    Yes, a standalone performance assessment was done. The entire testing listed under "Nonclinical tests" and "Clinical accuracy" (bench performance, clinical accuracy) evaluates the device's performance without human interpretation or intervention in the temperature measurement itself. The device is intended for direct measurement.


    7. The Type of Ground Truth Used

    For the clinical accuracy testing, based on the reference to ASTM E1965-98 (2009), the ground truth would be measurements from a clinically accepted reference thermometer (e.g., a rectal or oral thermometer whose accuracy is established) taken concurrently with the non-contact forehead thermometer.


    8. The Sample Size for the Training Set

    This information is not applicable. The device is an infrared thermometer, not a machine learning or AI algorithm that requires a "training set" in the conventional sense. Its performance is based on its physical design and calibration, which are verified through the outlined tests.


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

    This information is not applicable for the same reason as in point 8.

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    K Number
    K122221
    Date Cleared
    2013-03-29

    (247 days)

    Product Code
    Regulation Number
    880.2910
    Reference & Predicate Devices
    Why did this record match?
    Device Name :

    NEXUS IR30 NON-CONTACT INFRARED FOREHEAD THERMOMETER

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

    Nexus IR30 Thermometer is an electronic thermometer using an infrared sensor to detect human body temperature from the surface of human skin without contact. It is for use on people of all ages (infants, children, adolescents, and adults) in the homecare environment.

    Device Description

    Nexus IR30 Thermometer is characterized by measuring human body temperature from the surface of human skin. It utilizes infrared technology to measure infrared energy emitted from the skin surface when making a temperature measurement.

    AI/ML Overview

    The Nexus IR30 Thermometer is a clinical electronic thermometer using an infrared sensor to detect human body temperature from the surface of human skin without contact. It is intended for use by people of all ages in a homecare environment.

    The provided document K122221 does not contain specific acceptance criteria or an explicit study proving the device meets said criteria in the format typically expected for medical device performance studies (e.g., a detailed clinical trial or rigorous bench test with statistical analysis against predefined thresholds). Instead, this 510(k) submission relies on demonstrating substantial equivalence to a predicate device.

    Here's an analysis of the information related to performance and substantial equivalence:

    1. Table of Acceptance Criteria and Reported Device Performance

    As noted, the document does not explicitly state specific acceptance criteria such as accuracy ranges (e.g., +/- 0.2°C at certain temperatures) or clinical performance metrics (e.g., sensitivity, specificity for fever detection). Instead, the performance is
    demonstrated by asserting substantial equivalence to its predicate device.

    Acceptance Criteria (Implied)Reported Device Performance
    System accuracySubstantially equivalent to predicate device U-RIGHT TD-1240 Thermometer (K113159).
    Software verification and validationConfirmed performance, safety, and effectiveness are equivalent to the predicate device.
    Safety testsConfirmed performance, safety, and effectiveness are equivalent to the predicate device.

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

    The document does not specify a separate "test set" in the context of a clinical study with human subjects. The verification and validation activities mentioned are typically bench tests and engineering analyses rather than clinical trials. Therefore, information on sample size and data provenance (e.g., country of origin, retrospective/prospective) for a clinical test set is not provided in this submission.

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

    This type of information is not relevant or provided in this 510(k) summary, as it does not describe a clinical study where expert consensus would establish ground truth for a test set.

    4. Adjudication Method for the Test Set

    Not applicable, as no clinical test set requiring adjudication is described.

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

    No MRMC comparative effectiveness study is mentioned. The device is a thermometer, and MRMC studies are typically for imaging or diagnostic tools where human interpretation of complex cases is involved.

    6. Standalone (Algorithm Only) Performance

    The device itself is a standalone thermometer; there is no "algorithm only" performance separate from the human interaction of taking a temperature reading. The performance of the device (system accuracy) is assessed as a complete unit. The document states that "A comparison of system accuracy performance demonstrated that Nexus IR30 Thermometer and U-RIGHT TD-1240 Thermometer (cleared under K113159) are substantially equivalent." This implies that quantitative tests were performed on the device to show its accuracy and that the results were comparable to the predicate. However, detailed results of these tests (e.g., mean difference, standard deviation, bias) are not included in this summary.

    7. Type of Ground Truth Used

    For a thermometer, the "ground truth" for accuracy testing is typically established using reference temperature standards (e.g., blackbody radiators for infrared thermometers) that are calibrated to a known precise temperature. The document states that "Software verification and validation, performance and safety tests confirmed that the performance, safety and effectiveness of the Nexus IR30 Thermometer are equivalent to the predicate device." While not explicitly stated, it is inferred that these tests would involve comparing the device's readings to established metrological standards.

    8. Sample Size for the Training Set

    This information is not applicable. The Nexus IR30 Thermometer is not an AI/machine learning device that requires a "training set" in the conventional sense. Its function is based on infrared physics and sensor technology, not a learned model from data.

    9. 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
    K100953
    Date Cleared
    2010-05-17

    (41 days)

    Product Code
    Regulation Number
    880.2910
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Device Name :

    MICROLIFE NON-CONTACT INFRARED FOREHEAD THERMOMETER, MODEL FR1DZ1

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

    The Microlife Non-Contact Infrared Forehead Thermometer, Model FR1DZ1 is intended for the intermittent measurement and monitoring of human body temperature. The device is indicated for use by people of all ages in the home.

    Device Description

    The Microlife Non-contact Infrared Forehead Thermometer, Model FR1DZ1 is an electronic thermometer using an infrared sensor (thermopile) to detect body temperature from the forehead. Microlife FR1DZ1 specially enables you to take measurements and judge the readings according to vour local habits. It can measure for three types of readings comparable to readings measured at such three conventional measuring sites as rectal, oral, and axillary with an ordinary pen-type thermometer.

    This Infrared Forehead Thermometer enables very safe and reliable measurements and with its technology the thermometer offers a very high clinical accuracy and has been designed to provide a maximum of userfriendliness.

    The Microlife Non-Contact Infrared Forehead Thermometer consists mainly of seven parts:

    • a) Thermopile Sensor
    • b) ASIC
    • c) E2PROM IC
    • d) Lens
    • e) LCD and Backlight
    • f) 3 Keys (Offset 2 keys: optional), 1 Buzzer
    • g) 2 batteries AAA (LR03)
    AI/ML Overview

    This document describes the Microlife Non-Contact Infrared Forehead Thermometer, Model FR1DZ1, and studies supporting its regulatory submission.

    1. Table of Acceptance Criteria and Reported Device Performance

    The submission references compliance with ASTM E1965, which sets standards for infrared thermometers. While the precise acceptance criteria and detailed device performance metrics from the study are not explicitly itemized in the provided text, the standard implies the following (common for clinical thermometers):

    Acceptance Criteria (Implied by ASTM E1965)Reported Device Performance (from "8. Discussion of Clinical Tests Performed")
    Clinical AccuracyClinical data was presented evaluating clinical bias, clinical uncertainty, and clinical repeatability.
    Clinical RepeatabilityClinical data was presented evaluating clinical bias, clinical uncertainty, and clinical repeatability.
    Clinical BiasClinical data was presented evaluating clinical bias, clinical uncertainty, and clinical repeatability.

    Note: The document states that "Clinical data was presented evaluating clinical bias, clinical uncertainty and clinical repeatability per clinical validation for Microlife FR1DZ1," but it does not provide the specific numerical values or acceptance thresholds used within ASTM E1965 for the 510(k) summary.

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

    The text states that "Controlled human clinical studies were conducted in accordance with ASTM E1965." However, the sample size used for the test set is not specified. The data provenance is also not specified (e.g., country of origin, retrospective or prospective), beyond being "controlled human clinical studies."

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

    This information is not provided in the given text.

    4. Adjudication Method for the Test Set

    This information is not provided in the given text.

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

    A multi-reader multi-case (MRMC) comparative effectiveness study was not mentioned or implied in the provided text, as the device is a standalone thermometer, not an AI-assisted diagnostic tool for human readers.

    6. Standalone Performance

    A standalone performance study was done. The clinical studies evaluating "clinical bias, clinical uncertainty and clinical repeatability" directly assess the algorithm's (thermometer's) performance without human interpretation as part of the measurement process. The device's primary function is to provide a direct temperature reading.

    7. Type of Ground Truth Used

    The ground truth for the clinical studies would have been established by a reference method for temperature measurement (e.g., a highly accurate rectal thermometer or other standardized clinical thermometer). This is implied by the adherence to ASTM E1965, which outlines methods for clinical accuracy evaluation against a reference standard. The specific reference method is not explicitly stated in the provided text, but it would be a form of clinical measurement data.

    8. Sample Size for the Training Set

    This information is not applicable for this device as it is a physical thermometer with embedded algorithms for temperature conversion, not a machine learning model that undergoes a training phase with a distinct training set. The algorithms are based on established thermometry principles.

    9. How Ground Truth for the Training Set Was Established

    This information is not applicable for this device, as explained in point 8.

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