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510(k) Data Aggregation

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

    The monitor is indicated for use by healthcare professionals whenever there is a need for monitoring the physiological parameters of patients. The monitor is intended to be used for monitoring and recording of, and to generate alarms, for, multiple physiological parameters of adults, pediatrics, and neonates. The monitor is intended for use by trained healthcare professionals in a hospital environment. The monitor is also intended for use during patient transport inside and outside of the hospital environment. The monitor is only for use on one patient at a time. It is not intended for home use. Not a therapeutic device. The monitor is for prescription use only. The ECG measurement is intended to be used for diagnostic recording of rhythm and detailed morphology of complex cardiac complexes (according to AAMI EC 11). ST segment monitoring is intended for use with adult patients only and is not clinically validated for use with neonatal and pediatric patients. The Predictive Temperature unit is intended for use with adult and pediatric patients in a hospital environment. The SSC Sepsis Protocol, in the ProtocolWatch clinical decision support tool, is intended for use with adult patients only. The derived measurement Pulse Pressure Variation (PPV) is intended for use with sedated patients receiving controlled mechanical ventilation and mainly free from cardiac arrhythmia. The PPV measurement has been validated only for adult patients. The transcutaneous gas measurement (tcGas) is restricted to neonatal patients only. BIS is intended for use under the direct supervision of a licensed health care practitioner or by personnel trained in its proper use. It is intended for use on adult and pediatric patients within a hospital or medical facility providing patient care to monitor the state of the brain by data acquisition of EEG signals. The BIS may be used as an aid in monitoring the effects of certain anesthetic agents. Use of BIS monitoring to help guide anesthetic administration may be associated with the reduction of the incidence of awareness with recall in adults during general anesthesia and sedation.

    Device Description

    The Philips IntelliVue Patient Monitors family comprises the multiparameter patient monitor series: MP2, X2, MP5, MP5T, MP5SC, MP20, MP30, MP40, MP50, MP60, MP70, MP80, MP90 and MX600, MX700, and MX800. Each monitor consists of a display unit including built-in or separate central processing unit (CPU) and physiological measurement modules. All monitors share the same architecture of CPU units and exactly the same software is executed on each monitor. The monitors measure physiological parameters such as: Sp02, pulse, ECG, arrhythmia, ST, QT, respiration, invasive and noninvasive blood pressure, temperature, CO2, spirometry, C.O., CCO, tcp02/ tcpCO2, S02, Sv02, Scv02, EEG, and BIS. They generate alarms, record physiological signals, store derived data, and communicate derived data and alarms to the central station. IntelliVue series MP2, X2, MP5, MP5T, MP5SC, MP20, and MP30 are robust, portable, lightweight, compact in size and modular in design patient monitors with interfaces to dedicated external measurement devices. Models MP2, X2, MP5, MP5T, and MP5SC also incorporate multiple built-in physiological measurements. IntelliVue series MP40, MP50, MP60, MP70, MX600, MX700, and MX800 are patient monitors with built-in central processing unit, flat panel display and interfaces to dedicated external measurement devices. Models MX600, MX700, and MX800 have widescreen displays. IntelliVue series MP80 and MP90 are patient monitors with flat panel display and central processing unit as separate components. They have interfaces to dedicated external measurement devices.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and the study information based on the provided text, structured as requested:

    Acceptance Criteria and Device Performance Study for Philips IntelliVue Patient Monitors (Software Revision J.04)

    Overview:
    The submission describes a software modification to existing Philips IntelliVue Patient Monitors (MP2, X2, MP5, MP5T, MP5SC, MP20, MP30, MP40, MP50, MP60, MP70, MP80, MP90, MX600, MX700, and MX800) to introduce a new SpO2 intelligent alarm delay feature called 'Smart Alarm Delay'. The study aims to demonstrate that this modified device is as safe and effective as the predicate devices.

    1. Table of Acceptance Criteria and Reported Device Performance

    The document does not explicitly present a quantitative table of acceptance criteria with corresponding performance metrics for the 'Smart Alarm Delay' feature in the format often seen for diagnostic devices (e.g., sensitivity, specificity, accuracy). However, the "Summary of V&V activities" section outlines the general performance goals and outcomes.

    Acceptance Criteria CategorySpecific Criteria/GoalReported Device Performance
    Clinical EvaluationUsers' understanding of the 'Smart Alarm Delay' feature as described in the Instructions for Use (IFU)."The vast majority of test persons understood the implications of using the new SpO2 Smart Alarm Delay feature."
    Users' perception of the feature's usefulness and clinical meaningfulness."They regarded it as a helpful alternative to the existing SpO2 standard alarm delay."
    Functionality TestingEffectiveness of implemented design risk mitigation measures (from Hazard Analysis)."The test results have confirmed the effectiveness of implemented design risk mitigation measures."
    Safe, effective, and according to specifications and IFU for SpO2 alarm derivation and delays of modified software."All specified criteria have been met. The test results have confirmed that the SpO2 alarm derivation and the SpO2 alarm delays of the modified IntelliVue Monitors have functioned safe, effective and according to the specifications and Instructions for Use."
    Regression TestingFunctionality of related, unmodified software parts."All specified criteria have been met. The test results have confirmed that the SpO2 parameter of the modified IntelliVue Monitors have functioned safe, effective and according to the specifications and Instructions for Use."
    Functionality of alarms of the IntelliVue Patient Monitors."All specified criteria have been met. The test results have confirmed that the alarms of the modified IntelliVue Monitors have functioned safe, effective and according to the specifications and Instructions for Use."
    Performance (Accuracy/Safety)Device performance, accuracy, and compliance with SpO2 standard ISO 9919."The modification does not affect device performance in general and device accuracy in particular... The modification does also not affect any safety and performance aspects covered by the SpO2 standard ISO 9919. Therefore, verification and validation executed on the subject IntelliVue Patient Monitors according to the standard ISO 9919 prior to the minor modification... is still valid and covers the modified devices."

    2. Sample Size and Data Provenance for the Test Set

    • Sample Size: The document does not specify the exact number of individuals (test persons) involved in the clinical evaluation. It refers to "two user groups - one consisting of physicians and one consisting of nurses" and later "the vast majority of test persons." This suggests a qualitative assessment rather than a statistically powered performance study.
    • Data Provenance: Not explicitly stated, but clinical evaluation of user understanding implies prospective testing with healthcare professionals. The country of origin for this specific clinical evaluation is not mentioned.

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

    • The "clinical evaluation" appears to focus on user comprehension and acceptance, not on establishing a traditional clinical "ground truth" for diagnostic accuracy.
    • Number of Experts: Two user groups were formed: "one consisting of physicians and one consisting of nurses." The exact number of individuals within each group is not provided.
    • Qualifications of Experts:
      • Physicians
      • Nurses
      • No specific years of experience or subspecialty are mentioned.

    4. Adjudication Method for the Test Set

    Not applicable. The clinical evaluation described is a qualitative assessment of user understanding and perception, not a diagnostic accuracy study requiring adjudication of results.

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

    No. The document describes a software modification to an existing patient monitor to add an intelligent alarm delay feature. The "clinical evaluation" focused on user understanding and acceptance of this feature, not on comparing reader performance with and without AI assistance.

    6. Standalone Performance Study (Algorithm Only)

    No, not in the traditional sense of a standalone diagnostic algorithm performance study. The modification is an alarm delay feature within an existing monitoring system. The document states:

    • "The new 'Smart Alarm Delay' feature is isolated from the SpO2 measurement algorithm, i.e. signal acquisition and numeric processing."
    • "The devices hardware and all accessories including, but not limited to the SpO2 sensors remain completely unchanged."
    • "The modification does not affect device performance in general and device accuracy in particular."
    • Performance aspects covered by ISO 9919 from prior V&V are considered still valid.

    This indicates that the fundamental SpO2 measurement accuracy itself was not re-evaluated as a standalone algorithm performance, as the algorithm for SpO2 measurement remained unchanged. The focus was on the alarm delay logic and its user-facing implications.

    7. Type of Ground Truth Used

    For the "clinical evaluation" regarding the 'Smart Alarm Delay' feature, the "ground truth" appears to be user understanding and subjective opinion as gathered directly from physicians and nurses. For the core SpO2 measurement, the ground truth and performance validation are based on prior verification and validation activities conducted according to ISO 9919 for the predicate device, which are deemed still valid.

    8. Sample Size for the Training Set

    Not applicable. This submission is for a software modification adding an alarm delay feature, not a machine learning or AI algorithm that requires a dedicated training set for model development. The 'Smart Alarm Delay' is described as being "based on the same fundamental principle" as the predicate's 'SatSeconds' alarm management technique, implying a rule-based or empirically derived logic rather than a learned model.

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

    Not applicable, as no training set for a machine learning model was described or used.

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    K Number
    K091395
    Date Cleared
    2009-06-05

    (25 days)

    Product Code
    Regulation Number
    870.1025
    Reference & Predicate Devices
    Why did this record match?
    Reference Devices :

    K062392, K063725, K71426, K81793, K082633, K083228

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

    Indicated for use by health care professionals whenever there is a need for monitoring the physiological parameters of patients. Intended for monitoring and recording of and to generate alarms for multiple physiological parameters of adults, pediatrics and neonates in hospital environments. The MP5 is also intended for use in transport situations within and outside of hospital environments.

    Device Description

    The Philips IntelliVue MP5 Patient Monitor is a device for monitoring and recording of and to generate alarms for, multiple physiological parameters. The modification is the introduction of software release G.1.

    AI/ML Overview

    Here's a summary of the acceptance criteria and study information based on the provided text for the Philips IntelliVue MP5 Patient Monitor:

    1. Table of Acceptance Criteria and Reported Device Performance

    The provided document does not contain a specific table detailing quantitative acceptance criteria and corresponding reported device performance metrics. Instead, it states:

    Criterion TypeDetails
    Acceptance Criteria"Pass/Fail criteria were based on the specifications cleared for the predicate device."
    Device Performance"Test results showed substantial equivalence. The results demonstrate that the Philips IntelliVue MP5 Patient Monitor meets all reliability requirements and performance claims."

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

    The document does not specify the sample size used for the test set or the data provenance (e.g., country of origin, retrospective or prospective). It simply mentions "Verification, validation, and testing activities."

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

    The document does not provide information about the number of experts used to establish ground truth or their qualifications.

    4. Adjudication Method for the Test Set

    The document does not specify any adjudication method used for the test set.

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

    No multi-reader multi-case (MRMC) comparative effectiveness study is mentioned in the provided text, nor is there any discussion of an effect size for human readers improving with or without AI assistance. The device is a patient monitor, not an AI-assisted diagnostic tool in the sense of image interpretation.

    6. Standalone (Algorithm Only) Performance Study

    The document describes "system level and regression tests as well as testing from the hazard analysis" to establish performance, functionality, and reliability. This implies standalone testing of the software (algorithm only) as part of the system, but specific details or dedicated "standalone study" results are not provided beyond the general statement of meeting requirements.

    7. Type of Ground Truth Used

    The document implies that the ground truth for testing was based on "specifications cleared for the predicate device" and "reliability requirements and performance claims." This suggests internal engineering specifications and expected performance, rather than external expert consensus, pathology, or outcomes data in a clinical trial sense.

    8. Sample Size for the Training Set

    The document does not mention any training set or its sample size. This is a software update for a patient monitor, and the testing described focuses on verification and validation against established specifications, not on an AI model that requires a distinct training phase.

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

    Since no training set is mentioned, there is no information on how its ground truth was established.

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    Why did this record match?
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    Indicated for use by health care professionals whenever there is a need for monitoring the physiological parameters of patients. Intended for monitoring and recording of and to generate alarms for multiple physiological parameters of adults, pediatrics and neonates in hospital environments. The MP2, X2, MP20, MP30, MP40, and MP50 are additionally intended for use in transport situations within hospital environments. The MP5 is also intended for use during patient transport outside of a hospital environment.

    Device Description

    The Philips MP2, X2, MP5, MP20, MP30, MP40, MP50, MP60, MP70, MP80, and MP90 IntelliVue Patient Monitors. The modification is the introduction of the models MP2 and X2 IntelliVue Patient Monitors and the introduction of software release F.00 for the entire IntelliVue Patient Monitors family, models MP2, X2, MP5, MP20, MP30, MP40, MP50, MP60, MP70, MP80, and MP90.

    AI/ML Overview

    The Philips IntelliVue Patient Monitors (models MP2, X2, MP5, MP20, MP30, MP40, MP50, MP60, MP70, MP80, and MP90, with software release F.00) are intended for monitoring and recording multiple physiological parameters and generating alarms for adults, pediatrics, and neonates in hospital environments. Some models (MP2, X2, MP20, MP30, MP40, MP50) are also for hospital transport, and the MP5 is for transport outside the hospital. They are intended for use by healthcare professionals.

    Acceptance Criteria and Device Performance:

    The provided 510(k) summary states that "Pass/Fail criteria were based on the specifications cleared for the predicate devices." However, it does not provide specific quantitative acceptance criteria or detailed reported device performance metrics in a table. It generally states that "test results showed substantial equivalence" and that the "results demonstrate that the Philips IntelliVue Patient Monitors meet all reliability requirements and performance claims."

    Acceptance Criteria (Generic as specific criteria are not provided)Reported Device Performance (Generalized as specific metrics are not provided)
    Device functions as intended without hazardous failures.Testing established performance, functionality, and reliability.
    Meets safety and performance requirements.Test results showed substantial equivalence to predicate devices.
    Conforms to EMC and environmental standards.EMC and environmental test results were satisfactory.
    Maintains reliability.Meets all reliability requirements.

    Study Details:

    1. Sample size for the test set and data provenance:
      The document does not specify the sample size for the test set or the data provenance (e.g., country of origin, retrospective/prospective). It only mentions "system level and regression tests, safety and performance tests, EMC and environmental tests, such as testing from the hazard analysis."

    2. Number of experts used to establish the ground truth for the test set and qualifications:
      This information is not provided in the document.

    3. Adjudication method for the test set:
      This information is not provided in the document.

    4. Multi-reader multi-case (MRMC) comparative effectiveness study:
      No MRMC comparative effectiveness study is mentioned. The submission focuses on demonstrating substantial equivalence to predicate devices through technical verification and validation, not comparative effectiveness with human readers.

    5. Standalone (algorithm only without human-in-the-loop performance) study:
      The submission describes testing activities for the device itself ("Verification, validation, and testing activities establish the performance, functionality, and reliability characteristics of the modified devices"). This implies standalone performance testing of the device's functions, but details on specific standalone performance metrics or a study explicitly labeled as such are not provided. The device is a patient monitor, implying continuous monitoring of physiological parameters by the device itself before human interpretation.

    6. Type of ground truth used:
      The document does not explicitly state the type of ground truth used for performance evaluation, beyond stating that "Pass/Fail criteria were based on the specifications cleared for the predicate devices." For physiological monitoring, ground truth would typically come from calibrated reference measurements or expert clinical assessment for phenomena like arrhythmia detection.

    7. Sample size for the training set:
      This information is not provided. The document describes verification and validation activities for the device, but does not mention "training sets," which implies that this device might not incorporate machine learning or AI that requires a distinct training phase in the way a diagnostic imaging AI would.

    8. How the ground truth for the training set was established:
      As no training set is explicitly mentioned or implied to be relevant to the device's development as described, this information is not provided.

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