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510(k) Data Aggregation

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

    The Navigator HD Ureteral Access Sheath is indicated for use in endoscopic procedures to facilitate the passage of endoscopes, urological instruments and for the injection of fluids into the urinary tract.

    Device Description

    Navigator™ HD Ureteral Access Sheath Set consists of a semi-rigid outer sheath and a semi-rigid inner dilator with interlocking hub. The set permits utilization of a guidewire to assist in device placement.

    Sheath: The Navigator™ HD Sheath has a sheath hub which is over-molded onto the sheath shaft has three layers: Outer Pebax layer, Reinforced stainless steel coil enhancing torqueability and maneuverability, Inner PTFE liner. The sheath outer layer contains Barium Sulphate as a radiopacifier. In addition to the stainlesssteel coil, a radiopaque marker band is sandwiched between the Pebax and PTFE layers. The radiopaque marker band is located at the sheath tip and, along with the radiopacifier added to the sheath outer layer, enhances fluoroscopic visualization of sheath placement during the procedure. A hydrophilic coating is applied to the entire length of the shaft to reduce friction and facilitate placement of the device.

    Dilator: The Navigator™ HD dilator has a hub with a standard luer lock at the proximal end. The tab on the dilator hub allows it to lock into the sheath hub. The dilator shaft is made of extruded tube Pellethane to allow for dimensional stability, low moisture absorption, and chemical resistance. The dilator tip is made of a softer grade of Pellethane to improve tip flexibility to assist in atraumatic placement. Both the dilator shaft and tip contain Barium Sulfate as a radiopacifier, enhancing visualization under fluoroscopy during the procedure. A hydrophilic coating is applied to the entire length of the dilator to reduce friction and facilitate placement of the device, either when assembled with the sheath or when used separately as a dilatation device.

    AI/ML Overview

    This is a 510(k) premarket notification for a medical device, not an AI/ML device. Therefore, the questions regarding acceptance criteria and studies that prove the device meets these criteria in the context of AI/ML are not applicable here.

    The document discusses the substantial equivalence of the Navigator™ HD Ureteral Access Sheath Set to a previously cleared predicate device.

    Here's the relevant information that can be extracted, addressing the spirit of the request as much as possible for a non-AI/ML device:

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

    The document doesn't present "acceptance criteria" in the typical AI/ML sense (e.g., specific sensitivity/specificity thresholds). Instead, it relies on demonstrating substantial equivalence to an existing predicate device. The performance is assessed by comparing technological characteristics and performing design verification and usability testing related to a minor change.

    Characteristic / "Acceptance Criteria"Proposed Device Performance (Navigator™ HD Ureteral Access Sheath Set K250517)
    Intended Use / Indication for UseIdentical to Predicate (K140323): Facilitate passage of endoscopes, urological instruments, and injection of fluids into the urinary tract in endoscopic procedures.
    ReusabilityIdentical to Predicate: Single Use
    Supplied ConditionIdentical to Predicate: Sterile
    Sterilization MethodIdentical to Predicate: Ethylene Oxide (EO)
    PackagingIdentical to Predicate: Tyvek/Poly pouch
    Hydrophilic CoatingSimilar but different (Lubricent UV540 vs. Lubricent UV460 in Predicate). Performance verified via Design Verification and Summative Usability.
    Dilator & Sheath Mechanical SpecificationsUnchanged from Predicate via implied equivalence. Confirmed by Design Verification.
    Sizes OfferedIdentical to Predicate: 11/13 F, 12/14 F, 13/15 F
    Length (cm)Identical to Predicate: 28, 36 & 46
    BiocompatibilityBiological evaluation assessment concluded no biocompatibility risks, identical contact classification to predicate.
    Shelf-life impact of changeAdditional Design Verification testing executed to verify no impact.

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

    This is a physical medical device. The "test set" would refer to samples of the device undergoing engineering performance testing. The document does not specify sample sizes for the "Design Verification" or "Summative Usability" testing, nor does it mention data provenance (e.g., country of origin, retrospective/prospective clinical data). These would typically be detailed in internal test reports referenced by the submission but not included in this summary.

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

    This is not applicable as this is not an AI/ML device requiring expert ground truth for classification or diagnosis. The "ground truth" for the device's performance relies on engineering specifications and established safety/efficacy profiles of similar devices.

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

    Not applicable for a physical medical device. Adjudication methods are relevant for subjective interpretations of data, typically in clinical studies or AI/ML ground truth establishment.

    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 not an AI/ML device, and no human reader study with or without AI assistance was performed or needed.

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

    Not applicable. This is not an AI/ML algorithm.

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

    The "ground truth" for the device's acceptable performance is based on:

    • Engineering specifications and standards: Ensuring the device meets its design requirements.
    • Performance testing results: Demonstrating functional equivalence and safety (e.g., mechanical performance, biocompatibility).
    • Historical performance of predicate device: The K140323 device, which has a proven track record.

    8. The sample size for the training set:

    Not applicable. This is a physical medical device, not an AI/ML model that requires a training set.

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

    Not applicable, as there is no training set for a physical medical device.

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    K Number
    K240105
    Date Cleared
    2024-08-29

    (226 days)

    Product Code
    Regulation Number
    890.3860
    Reference & Predicate Devices
    Predicate For
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Navigator (model: FMNVG15) and Navigator XL (model: FMNVX06) is a motor driven, indoor and outdoor transportation vehicle with the intended use to provide mobility to a disabled or elderly person limited to a seated position.

    Device Description

    The Navigator (model: FMNVG15) and Navigator XL (model: FMNVX06) is a motor driven, indoor and outdoor transportation vehicle, which a device for assisting action handicapped people and disabled people to move. It is suitable for disabled people with mobility difficulties and elderly people.

    The device consists of front wheel, drive wheel, frame, controller, motor, armrest, backrest, seat cushion, safety belt, pedal, battery box and charger. The device is powered by Li-ion Battery pack (24V 6Ah*2) with 16 Km range, which can be recharged by an off-board battery charger that can be plugged into an AC socket outlet (100-240V, 50/60Hz) when the device is not in use.

    The patient can activate the controller handle (joystick) to control the speed and direction of the wheelchair movement. In addition, when the patient releases the joystick will return back to the central position and the wheelchair will be automatically stopped soon due to automatic electromagnetic brake system. Once the joystick is activated again move to other position, the wheelchair will be re-energized.

    AI/ML Overview

    The provided document, a 510(k) Pre-market Notification for the Navigator and Navigator XL powered wheelchairs, does not describe a study involving an AI/Machine Learning device, expert adjudication, or complex ground truth establishment. Instead, it focuses on demonstrating substantial equivalence to a predicate device through adherence to established performance standards for medical devices like powered wheelchairs.

    Therefore, many of the requested details, such as those related to AI/ML performance, human readers, training/test sets, and expert consensus for ground truth, are not applicable to this document.

    However, I can extract the acceptance criteria and the "device performance" in terms of meeting those criteria.

    Here's a breakdown of the information that is available in the document, formatted to the extent possible according to your request:


    Acceptance Criteria and Device Performance (for a Powered Wheelchair)

    This section describes the performance evaluation of the Forcemech International LLC Navigator and Navigator XL powered wheelchairs against established international standards for wheelchairs. The study's purpose was to demonstrate substantial equivalence to a predicate device (K232193) by meeting these standards.

    1. Table of Acceptance Criteria and Reported Device Performance

    The acceptance criteria are primarily defined by adherence to various parts of the ISO 7176 series of standards and ISO 10993 series for biocompatibility. The reported device performance is that the device meets or complies with these standards.

    Acceptance Criteria (Standard & Clause)Specific Performance Requirement (Implicit from Standard)Reported Device Performance
    Biocompatibility
    ISO 10993-5: 2009Tests For In Vitro CytotoxicityAll user directly contacting materials are compliant.
    ISO 10993-10: 2021Tests For Irritation And Skin SensitizationAll user directly contacting materials are compliant.
    ISO 10993-23: 2021Tests For IrritationAll user directly contacting materials are compliant.
    Performance (ISO 7176 Series)
    ISO 7176-1: 2014Determination of static stabilityTest results meet its design specification.
    ISO 7176-2: 2017Determination of dynamic stability of Powered WheelchairsTest results meet its design specification.
    ISO 7176-3: 2012Determination of effectiveness of brakesTest results meet its design specification.
    ISO 7176-4: 2008Determination of theoretical distance rangeTest results meet its design specification.
    ISO 7176-5: 2008Determination of overall dimensions, mass and manoeuvring spaceDimensions and mass determined after testing.
    ISO 7176-6: 2018Determination of maximum speed, acceleration and deceleration of Powered WheelchairsDimensions and mass determined after testing (likely refers to speeds, acceleration, deceleration).
    ISO 7176-7Measurement of seating and wheel dimensionsSeating and wheel dimensions determined after testing.
    ISO 7176-8: 2014Requirements and test methods for static, impact and fatigue strengthsAll test results meet the requirements in Clause 4.
    ISO 7176-9: 2009Climatic tests for Powered WheelchairsDevice continued to function according to manufacturer's specification after tests.
    ISO 7176-10: 2008Determination of obstacle-climbing ability of electrically powered wheelchairsObstacle-climbing ability determined after testing.
    ISO 7176-11: 2012Test dummiesTest dummies used meet the requirements of ISO 7176-11.
    ISO 7176-13: 1989Determination of coefficient of friction of test surfacesCoefficient of friction of test surfaces determined.
    ISO 7176-14: 2008Power and control systems for electrically powered wheelchairs and wheelchairs - Requirements and test methodsAll test results meet requirements in Clauses 7, 8, 9, 10, 11, 12, 13, 14, 15, 17.
    ISO 7176-15: 1996Requirements for information disclosure, documentation and labelingInformation disclosure, documentation, and labeling meet requirements.
    ISO 7176-16: 2012Resistance to ignition of postural support devicesPerformance meets the requirements.
    ISO 7176-21: 2009Requirements and test methods for electromagnetic compatibility of electrically powered wheelchairs and wheelchairs, and battery chargersEMC performance results meet the requirements.
    ISO 7176-25: 2013Batteries and chargers for powered wheelchairsPerformance of batteries and charger meet requirements in Clause 5 and 6.
    Electrical Safety
    IEC 60601-1-2 (related to EMC)Electromagnetic CompatibilityCompliant. (Note: ISO 7176-21 overlaps here primarily).
    Labeling
    FDA RegulatoryGeneral labeling requirementsConforms to FDA Regulatory.

    The document also provides specific performance values for some parameters, as compared to the predicate device, although these are not explicitly presented as "acceptance criteria" but rather as "comparison elements" that need to demonstrate substantial equivalence:

    ParameterAcceptance Criteria (implied, if different from predicate, must be shown safe/effective)Reported Device PerformancePredicate Device Performance
    Braking distance≤1.5 m≤1.5 m≤1.5 m
    Max safe operational incline degree
    Battery (Type)Li-ion battery, rechargeableLi-ion battery, rechargeableLi-ion battery, rechargeable
    Max speed forwardUp to 6 km/hUp to 6 km/hUp to 6 km/h
    Max Speed backwardLess than 3 km/h (0.8 m/s)Less than 3 km/h (0.8 m/s)Less than 3 km/h (0.8 m/s)
    Max loading weight120 Kg120 Kg120 Kg
    Maximum obstacle climbing40 mm40 mm40 mm

    2. Sample Size for the Test Set and Data Provenance

    • Sample Size for Test Set: The document describes non-clinical testing performed on the device itself. For each standard mentioned (e.g., ISO 7176 series, ISO 10993 series), tests are conducted on a statistically appropriate number of units or materials according to the specific standard's requirements. This is not a patient-based test set but rather a device-based test set. The exact number of units tested for each standard is not specified in this summary but would be detailed in the full test reports.
    • Data Provenance: The tests are "non-clinical tests" conducted to verify compliance with design specifications and substantially equivalence. The location of testing is implicitly China, given the applicant's contact person is in Shanghai, China, and the submission correspondent is also from Shanghai, China. The data would be prospective in the sense that the manufacturer specifically conducted these tests on their device models.

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

    Not applicable. This is a non-clinical device performance study against engineering and safety standards, not a diagnostic AI/ML study requiring expert radiologists for image interpretation or clinical ground truth. The "ground truth" here is the adherence to the published ISO/IEC standards, which are developed by international expert committees through a consensus process.

    4. Adjudication Method for the Test Set

    Not applicable. This is a non-clinical device performance study. The "adjudication" is met by passing the specified tests against the published standard criteria.

    5. If a Multi-Reader Multi-Case (MRMC) comparative effectiveness study was done

    No. This document explicitly states: "No clinical study is included in this submission." This type of study is for evaluating human performance, typically in diagnostic imaging, and is not relevant for a powered wheelchair's non-clinical safety and performance testing.

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

    Not applicable. This is a medical device (powered wheelchair), not an AI/ML algorithm. The performance evaluation is for the physical device and its electrical/mechanical systems.

    7. The Type of Ground Truth Used

    The ground truth used for this device's acceptance is adherence to well-defined, internationally recognized engineering and safety standards (ISO 7176 series for wheelchairs, ISO 10993 series for biocompatibility, and IEC 60601-1-2 for EMC). These standards dictate specific test methods and acceptance criteria that the device must meet to be considered safe and effective for its intended use.

    8. The Sample Size for the Training Set

    Not applicable. This is a physical device, not an AI/ML model that requires a training set.

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

    Not applicable. There is no AI/ML training set.

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    K Number
    K151255
    Date Cleared
    2015-12-30

    (232 days)

    Product Code
    Regulation Number
    880.5725
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Navigator™ AE is an infiltration pump used with the Cellfina handpiece to cause a flow of dilute Lidocaine from a bag for subcutaneous delivery of anesthetic in a manner controlled manually by a healthcare professional. The Navigator is not intended for use as an IV infusion pump.

    Device Description

    The Navigator AE is an optional fluid delivery mechanism for use with the Cellfina Aesthetic handpiece. The device is comprised of the following major components: (1) a fluid delivery module (pump drive unit); (2) a disposable cassette that is designed for single use; and, (3) a wired USB foot pedal. The Navigator AE components interface with a commercially available single-use handpiece and tubing set that is discarded following use on a specific patient.

    AI/ML Overview

    The provided text describes the acceptance criteria and performance testing of the Navigator Aesthetic Delivery System (Navigator AE), an infiltration pump.

    Here's the breakdown of the information requested:

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

    The document doesn't present a direct table of acceptance criteria with corresponding performance metrics in a concise format. Instead, it describes various performance tests and the overall conclusion that the device "functions as designed and can be operated by the user as intended," and that "The performance data demonstrates that the Navigator Aesthetic Delivery System is substantially equivalent to the named predicates."

    However, we can infer the acceptance criteria from the "Performance Testing Summary" and list the reported performance implicitly:

    Acceptance Criteria (Inferred from Performance Testing Summary)Reported Device Performance (Implicit)
    Functionality
    Characterization of system functionality over expected conditions of use (fluidic properties, environmental characteristics)Testing confirmed system functionality.
    Flow rate characterization, accuracy of volumes dispensed, flow profiles, flow rate accuracyTesting confirmed flow rate characterization, accuracy of volumes dispensed, flow profiles, and flow rate accuracy.
    Occlusion testingOcclusion testing was performed.
    Integrity of fluid pathway componentsIntegrity of fluid pathway components was confirmed.
    Reliability assessmentReliability assessment was performed.
    Shipping studies per ISTA 2aShipping studies per ISTA 2a were performed.
    Software
    Development in accordance with EN 62304:2006Software was developed in accordance with EN 62304:2006 and evaluated.
    Documentation for Major Level of Concern software providedDocumentation for Major Level of Concern software was provided.
    Software verification and validation (including static analysis)Software verification and validation testing, including software static analysis, was performed.
    Zero unresolved software anomaliesZero unresolved software anomalies were reported.
    Electrical Safety and Electromagnetic Compatibility
    Verification through testing in accordance with UL60601-1, IEC 60601-2-24, IEC 60601-1-2Electrical safety and electromagnetic compatibility were verified through testing in accordance with these standards.
    Biological and Drug Compatibility
    Biocompatibility per ISO 10993-1 (Cytotoxicity, Sensitization, Hemolysis, Irritation, Acute Systemic Toxicity)Biocompatibility testing was performed per ISO 10993-1, covering Cytotoxicity, Sensitization, Hemolysis, Irritation, and Acute Systemic Toxicity.
    Extractables/leachables testing per ISO 10993-18Extractables/leachables testing was performed per ISO 10993-18.
    Drug compatibility and particulate analysis per USP <788>Drug compatibility and particulate analysis were performed per USP <788>.
    Sterility and Shelf Life
    Sterilization validation methodology in accordance with ISO 11135Sterilization validation methodology in accordance with ISO 11135 was described.
    Ethylene oxide residuals for ethylene oxide and ethylene chlorohydrin specification limits per ISO 10993-7Ethylene oxide residuals specification limits were established per ISO 10993-7.
    Sterility Assurance Level of 10^-6Sterility Assurance Level is 10^-6.
    Non-pyrogenic claims verified through Kinetic Chromogenic LAL and Material-Mediated Rabbit Pyrogen testing per ISO 10993-11Non-pyrogenic claims were verified through specified testing.
    Shelf Life of 6 months established with accelerated aging data per ASTM F1980A Shelf Life of 6 months was established with accelerated aging data.
    Package integrity and functional attributes remain within specificationsTesting verified package integrity and functional attributes remained within established specifications.
    Human Factors
    Simulated use/human factors studiesA simulated use study of human factors was conducted with intended users in the intended use environment.
    Evaluation of device performance, possible use error, user perception of difficulties, and critical tasks/use scenariosThe study assessed these aspects and demonstrated that the Navigator AE functions as designed and can be operated by the user as intended.

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

    The document does not explicitly state the sample sizes for the "test set" for most of the performance criteria. The testing discussed seems to involve engineering, laboratory, and simulated use studies rather than clinical data with a traditional "test set" of patient cases.

    • Functionality: Number of units or test conditions are not specified.
    • Software: "Zero unresolved software anomalies were reported," but the exact scope or sample size of testing is not detailed.
    • Electrical Safety and EMC: Not specified.
    • Biological and Drug Compatibility: Not specified (e.g., number of samples for each test).
    • Sterility and Shelf Life: Not specified for sterilization validation, but a "Shelf Life of 6 months" was established.
    • Human Factors: A "simulated use study" was conducted with "intended users," but the number of users or sessions is not specified.

    Data Provenance: The studies appear to be laboratory-based and simulated use studies, rather than retrospective or prospective human clinical data from specific countries.

    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 studies described are primarily engineering, software, and laboratory tests, and a simulated human factors study. There is no mention of experts establishing a "ground truth" for a test set in the context of clinical evaluation or image interpretation. A "Clinical Evaluation was determined not to be required for the Navigator AE."

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

    This information is not applicable/not provided. The performance tests are technical validations (e.g., flow rate accuracy, electrical safety, software V&V) and a simulated human factors study, not clinical studies requiring adjudication of outcomes or diagnoses.

    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 mention of an MRMC study or AI assistance in the document. The Navigator AE is an infusion pump, a hardware device, and not an AI-powered diagnostic or assistive tool for human readers.

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

    This concept is not applicable as the device is an infusion pump. However, much of the performance testing (functionality, software, electrical safety, biological compatibility, sterility) can be considered "standalone" in the sense that it evaluates the device's inherent technical performance without a human operator performing clinical tasks. The human factors study involved human interaction, but its purpose was to evaluate usability and potential use errors.

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

    The "ground truth" for the Navigator AE's performance is established by engineering specifications, recognized national and international standards (e.g., ISO, IEC, UL, ASTM, USP), and documented design requirements. For example:

    • Fluid flow accuracy tested against defined flow rate and volume specifications.
    • Software performance verified against design requirements and EN 62304.
    • Electrical safety tested against UL60601-1, IEC 60601-2-24, and IEC 60601-1-2.
    • Biocompatibility against ISO 10993-1.
    • Sterility against ISO 11135 and a specified Sterility Assurance Level.

    For the human factors study, the "ground truth" would be the expected safe and effective operation of the device by intended users according to its design and instructions, with deviations representing potential use errors.

    8. The sample size for the training set

    This information is not provided and is largely not applicable in the context of device performance testing for an infusion pump. The device does not appear to involve machine learning or AI models that require a "training set." The development process follows engineering and software development methodologies (e.g., V&V per EN 62304), not AI model training.

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

    As there is no mention of a training set for machine learning/AI, this question is not applicable. The "ground truth" for the device's design and operation is established by engineering principles, regulatory requirements, and international standards, as described in point 7.

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    K Number
    K140323
    Manufacturer
    Date Cleared
    2014-03-07

    (25 days)

    Product Code
    Regulation Number
    876.1500
    Reference & Predicate Devices
    Predicate For
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Navigator™ HD Ureteral Access Sheath Set is indicated for use in endoscopic procedures to facilitate the passage of endoscopes, urological instruments and for the injection of fluids into the urinary tract.

    Device Description

    The Navigator ™ HD Ureteral Access Sheath Set is designed to provide the physician with reliable access to the urinary tract, the ability to inject fluids, and act as a conduit for device exchanges. Like all ureteral access sheath sets, Navigator™ HD also protects the ureter during device exchanges, thus helping reduce tissue trauma. This set consists of two components: an inner tapered semirigid dilator and an outer semi-rigid sheath. The outer sheath fits over the inner dilator, and the design of the hub allows the dilator to lock into the sheath. Both the dilator and sheath are radiopaque and have a lubricous hydrophilic coating. The device is offered in three French sizes, 11/13 Fr, 12/14 Fr and 13/15 Fr, in lengths up to 46cm. The Navigator ™ HD Ureteral Access Sheath Set is intended for single use only.

    AI/ML Overview

    The provided text is for a 510(k) summary for a medical device called the "Navigator™ HD Ureteral Access Sheath Set" by Boston Scientific. The information pertains to the regulatory submission process and describes the device's characteristics and intended use, comparing it to a predicate device.

    Crucially, this document does NOT describe a study that involves an AI or software algorithm, nor does it provide performance metrics in the way you've requested for an AI/software-based device.

    The "Performance Testing (Bench Evaluation)" section refers to physical bench tests conducted on the device, such as "Dilator Tip Weld / Shaft Integrity" and "Flexible Tip Weld Integrity (Durability)", to support the addition of a flexural durability specification. This is a hardware device, not a software or AI device.

    Therefore, I cannot provide details on:

    • Acceptance criteria and reported device performance related to AI/software metrics.
    • Sample sizes for test sets, data provenance, or ground truth establishment for AI/software.
    • Number of experts, their qualifications, or adjudication methods for AI/software ground truth.
    • MRMC comparative effectiveness studies or standalone AI performance.
    • Sample size or ground truth for a training set for an AI/software algorithm.

    In summary, the provided document does not contain the information requested as it describes a physical medical device (a ureteral access sheath) and its bench testing, not an AI or software-based device.

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    K Number
    K124053
    Date Cleared
    2013-03-13

    (72 days)

    Product Code
    Regulation Number
    880.5725
    Reference & Predicate Devices
    Predicate For
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Navigator™ Delivery System (Navigator DS) is intended for use in the delivery of medication and/or fluids in a controlled manner. The Navigator DS is indicated for use in the intermittent delivery of medications and other fluids in intra-articular applications.

    Device Description

    The Navigator Delivery System (Navigator DS) consists of a fluid delivery module, a disposable cassette, a reusable cassette housing, disposable vial clamps, per-patient disposable handpiece and tubing, and wired foot pedal. Image integration with qualified ultrasound units occurs by Ethernet cable connection, if desired, allowing simultaneous display of Navigator treatment information on the ultrasound screen and printing of ultrasound images on the patient treatment record.

    AI/ML Overview

    This 510(k) submission (K124053) for the Navigator DS Next Generation Disposables is a Special 510(k) which does not include a traditional study with acceptance criteria and device performance as typically expected for new device submissions or AI/ML-driven devices. Instead, it focuses on demonstrating that a modification to an already cleared device (Navigator DS, K122215) maintains the same safety and performance profile.

    Therefore, many of the typical elements of a study with acceptance criteria and a table of performance are not explicitly present in the provided document. The submission argues for substantial equivalence based on the preservation of technological characteristics, intended use, and performance characteristics of the predicate device, rather than new quantitative performance metrics.

    Here's an analysis based on the provided text, addressing the requested information where applicable, and noting where information is not available due to the nature of a Special 510(k) for a device modification:

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

    Given the nature of this Special 510(k) for a modification (next-generation disposables), specific quantitative performance acceptance criteria and reported device performance in a table format, as one might find for an entirely new device or AI algorithm, are not explicitly provided or required. The acceptance criteria are implicitly that the modified device's performance, safety profile, and intended use are not altered compared to the predicate device.

    Acceptance Criteria (Implied)Reported Device Performance
    Technological aspects are preserved."All technological aspects of the Navigator DS device are preserved."
    Intended use is not altered."The Navigator DS intended use and performance characteristics are not altered by this modification." "The indication for use, intended use...have not been altered."
    Performance characteristics are not altered."The Navigator DS intended use and performance characteristics are not altered by this modification." "Performance Data: Testing of the Navigator DS was carried out, including performance testing and human factors evaluations. All data demonstrated that the safety and performance of the Navigator DS is not affected by the modification." "The system has been demonstrated to provide the same level of performance as the predicate device."
    Safety profile is acceptable and not negatively impacted."A Safety Case and Hazard Analysis demonstrated an acceptable risk profile based on design-based risk mitigation and satisfactory performance and human factors testing." "The next-generation disposables do not raise any new questions of safety or effectiveness and the system has been demonstrated to provide the same level of performance as the predicate device." "The Navigator DS next-generation disposables... do not raise any new issues regarding safety or effectiveness, and therefore is suitable for commercial sale."
    No new questions of safety or effectiveness are raised."The next-generation disposables do not raise any new questions of safety or effectiveness..."

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

    This document does not specify a "test set" in the context of clinical data or algorithm validation with a specific sample size. The performance testing and human factors evaluations mentioned are engineering and usability tests, not a clinical study on a patient cohort. Therefore, information on patient sample size, data provenance, or retrospective/prospective nature is not applicable and not provided.

    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 applicable and not provided. Since there is no clinical "test set" or diagnostic algorithm requiring ground truth establishment by experts, this detail is absent.

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

    This information is not applicable and not provided for the same reasons as #3.

    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

    An MRMC comparative effectiveness study is typically performed for AI or imaging devices where human interpretation is involved. This device (an infusion pump with disposables) is a mechanical system, not an AI/imaging device requiring human interpretation, nor does it incorporate AI assistance for human readers. Therefore, no MRMC study was performed, and this information is not applicable.

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

    This refers to the performance of an AI algorithm directly. The Navigator DS is an infusion pump, a hardware device, not an AI algorithm. Therefore, no standalone algorithm performance study was done, and this information is not applicable.

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

    This information is not applicable and not provided. As noted, there's no clinical "test set" requiring ground truth for a diagnostic purpose. The "ground truth" here is effectively the accepted performance and safety profile of the predicate device, against which the modified device's engineering and human factors performance were compared.

    8. The sample size for the training set

    This information is not applicable and not provided. The Navigator DS is a mechanical infusion pump, not an AI/machine learning model that requires a training set.

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

    This information is not applicable and not provided for the same reasons as #8.

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    K Number
    K122649
    Date Cleared
    2012-12-12

    (104 days)

    Product Code
    Regulation Number
    876.1500
    Reference & Predicate Devices
    Predicate For
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The UASS is indicated for use in endoscopic procedures to facilitate the passage of endoscopes, urological instruments and for the injection of fluids into the urinary tract.

    Device Description

    The Navigator TM HD Ureteral Access Sheath Set is designed to provide the physician with reliable access to the urinary tract, the ability to inject fluids, and act as a conduit for device exchanges. Like all ureteral access sheath sets, Navigator™ HD also protects the ureter during device exchanges, thus helping reduce tissue trauma. This set consists of two components: an inner tapered semi-rigid dilator and an outer semi-rigid sheath. The outer sheath fits over the inner dilator, and the design of the hub allows the dilator to lock into the sheath. Both the dilator and sheath are radiopaque and have a lubricous hydrophilic coating. The device is offered in three French sizes, 11/13 Fr, 12/14 Fr and 13/15 Fr, in lengths up to 46cm.

    To guide the access sheath into the body orifice, the dilator is advanced over up to a .038" guidewire. The device can be visualized under x-ray (fluoroscopy) during placement to confirm location. The proposed device can accept other urological instrumentation with OD's compatible with the sheath's OD of 11, 14 and 13 Fr.

    The proposed device is provided sterile single use. The packaging materials used for the proposed Navigator™ HD are commonly used materials for packaging medical devices and similar to the predicate device. The device will be packaged in a labeled, single polyfilm/tyvek peel pouch, which will be placed in a labeled, paperboard shelf carton.

    AI/ML Overview

    Acceptance Criteria and Study for Navigator™ HD Ureteral Access Sheath

    The Navigator™ HD Ureteral Access Sheath is a Class II medical device, and its acceptance criteria and the study proving its compliance were assessed through performance testing (bench evaluation) to demonstrate substantial equivalence to its predicate device, the Navigator™ Ureteral Access Sheath. This is a traditional 510(k) pathway, which typically relies on demonstrating substantial equivalence to a legally marketed predicate device rather than conducting extensive clinical efficacy trials for novel devices.

    1. Table of Acceptance Criteria and Reported Device Performance

    The acceptance criteria for each test were implicitly met if the "results of the performance testing demonstrate equivalence of the Navigator™ HD to the predicate Ureteral Access Sheath Set." The document explicitly states this after listing the conducted tests. The device performance (results) for each specific test are not numerically provided in this summary but are summarized as demonstrating equivalence.

    Acceptance Criteria CategorySpecific Test (Performance Parameter)Reported Device Performance
    Physical DimensionsWorking LengthEquivalence to predicate demonstrated
    Sheath & Dilator Outer DiameterEquivalence to predicate demonstrated
    Mechanical PropertiesSheath & Dilator StiffnessEquivalence to predicate demonstrated
    Dilator Tip StiffnessEquivalence to predicate demonstrated
    Sheath & Dilator Tensile StrengthEquivalence to predicate demonstrated
    Sheath & Dilator Hub to Shaft IntegrityEquivalence to predicate demonstrated
    Dilator Tip to Shaft IntegrityEquivalence to predicate demonstrated
    Latch Holding Force & DurabilityEquivalence to predicate demonstrated
    Fluid/Flow CharacteristicsDilator Luer (Compliance with ISO 594-2)Equivalence to predicate demonstrated
    Dilator Hub Leak ResistanceEquivalence to predicate demonstrated
    Ease of Use/FunctionalityDilator/Guidewire TrackabilityEquivalence to predicate demonstrated
    Transition Force of Dilator and Sheath TipsEquivalence to predicate demonstrated
    Sheath Circular ProfileEquivalence to predicate demonstrated
    Dilator Slideability from SheathEquivalence to predicate demonstrated
    Sheath Internal Passage Resistance/FrictionEquivalence to predicate demonstrated
    Sheath Internal Passage DurabilityEquivalence to predicate demonstrated
    Overall Safety/Effectiveness(Implied through all above tests)Considered safe and effective for intended use; substantially equivalent to predicate.

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

    • Sample Size: The document does not specify the exact sample sizes used for each individual performance test. It broadly states "Boston Scientific has conducted performance testing with samples aged at T=0 and T=25 months accelerated aging."
    • Data Provenance: The data is from retrospective bench testing conducted by Boston Scientific, the device manufacturer. The "country of origin of the data" is not explicitly stated but is implied to be internal testing by Boston Scientific (headquartered in Marlborough, MA, USA).

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

    This type of information is not applicable to this submission. The "ground truth" here is based on engineering specifications and performance benchmarks, not human expert interpretation of medical images or conditions. The tests are objective measurements of physical and mechanical properties.

    4. Adjudication Method for the Test Set

    Not applicable. Performance testing, particularly bench testing for medical devices, involves objective measurements against predefined specifications or comparison to a predicate device's performance, not subjective adjudication by experts.

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

    No, an MRMC comparative effectiveness study was not conducted. This device is a physical instrument, and its effectiveness is determined by its mechanical properties and ability to facilitate procedures, not by human interpretation of its output. MRMC studies are typically for diagnostic imaging devices or algorithms that aid in clinical decision-making.

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

    Not applicable. This device is a physical ureteral access sheath, not an algorithm or AI system. Therefore, no standalone algorithm performance study was performed.

    7. Type of Ground Truth Used

    The "ground truth" for this device's performance testing is based on engineering specifications and established performance characteristics of the predicate device. The tests quantify physical attributes and functional capabilities (e.g., tensile strength, stiffness, trackability, leak resistance) against acceptable ranges or the performance of a similar, already-approved device.

    8. Sample Size for the Training Set

    Not applicable. As this is a physical medical device and not an AI/ML algorithm requiring a training set, there is no "training set" in the context of this submission. The "training" for the device's design comes from engineering principles and existing device knowledge.

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

    Not applicable. As there is no training set for an AI/ML algorithm, this question is not relevant. The device's design and manufacturing processes are established based on engineering standards and regulatory requirements.

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    K Number
    K122215
    Date Cleared
    2012-10-26

    (93 days)

    Product Code
    Regulation Number
    880.5725
    Reference & Predicate Devices
    Predicate For
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The NavigatorTM Delivery System (Navigator DS) is intended for use in the delivery of medication and/or fluids in a controlled manner. The Navigator DS is indicated for use in the intermittent delivery of medications and other fluids in intra-articular applications.

    Device Description

    The Navigator Delivery System (Navigator DS) consists of a fluid delivery module, a daily disposable cassette, a per-patient disposable handpiece and tubing set, and wired foot pedal. Image integration with qualified ultrasound units occurs by Ethernet cable connection, if desired, allowing simultaneous display of Navigator treatment information on the ultrasound screen and printing of ultrasound images on the patient treatment record.

    AI/ML Overview

    Here's an analysis of the provided text regarding the acceptance criteria and study for the Navigator™ Delivery System (Navigator DS):

    1. Table of Acceptance Criteria and Reported Device Performance

    Based on the provided text, the submission is for a minor modification to an already cleared device, the Navigator DS (K120830). The modification involves "modified resistance thresholds." The core approach to acceptance criteria is demonstrating that this minor change does not negatively impact safety or performance and that the device remains substantially equivalent to the predicate.

    Acceptance Criteria CategorySpecific Criteria (Inferred from text)Reported Device Performance (Summary)
    SafetyAcceptable risk profile after modification.Safety Case and Hazard Analysis demonstrated an acceptable risk profile based on design-based risk mitigation and satisfactory performance testing.
    PerformancePerformance of the Navigator DS is not affected by the modification (modified resistance thresholds). Device provides the same level of performance as the predicate.All data demonstrated that the safety and performance of the Navigator DS is not affected by the modification.
    Functional EquivalenceIndication for use, intended use, technological characteristics, principles of operation, and performance are not altered. No new questions of safety or effectiveness.The Navigator DS, as modified, maintains its indication for use, intended use, technological characteristics, principles of operation, and performance, and does not raise new issues of safety or effectiveness.

    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 or a distinct, statistically powered performance test with a specific sample size. Instead, it refers to "Performance Data: Testing of the Navigator DS."

    • Sample Size for Test Set: Not explicitly stated. The nature of the testing implies engineering/performance testing rather than a patient-based clinical study.
    • Data Provenance: Not specified. Given it's a device modification, the testing would likely be internal to the manufacturer (Carticept Medical, Inc.). It is not stated whether this was retrospective or prospective data, but "testing" generally implies prospective data generation. There is no information about the country of origin for the data beyond the manufacturer's location in Alpharetta, GA, USA.

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

    This information is not applicable or not provided in the context of this submission. The submission is for a minor device modification and relies on engineering performance testing and risk analysis, not on expert-adjudicated ground truth derived from clinical data (e.g., radiologist reviews of images).

    4. Adjudication Method for the Test Set

    This information is not applicable or not provided. Since there's no mention of a human-reviewed test set or clinical study requiring adjudication, this concept does not apply to the provided data.

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

    No, an MRMC comparative effectiveness study was not done. The submission explicitly states: "A Clinical Evaluation was determined not to be required as the device design, intended use and indication for use are preserved." This type of study would involve human readers evaluating cases, which is not relevant for this device modification.

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

    This question is not applicable to the Navigator DS. The Navigator DS is an "Infusion Pump, External" and not an AI or algorithm-based diagnostic device. The performance data discussed refers to the physical and functional performance of the infusion pump itself (e.g., pressure thresholds, fluid delivery mechanics), not a standalone algorithm's accuracy.

    7. The Type of Ground Truth Used

    The "ground truth" here is the established performance specifications and safety requirements for an infusion pump, and the demonstrated functional equivalence to its predicate device. This is based on:

    • Engineering specifications and test methods: To verify the modified resistance thresholds meet the intended design and function.
    • Risk analysis (Safety Case and Hazard Analysis): To ensure the device's operation remains safe within defined parameters.
    • Comparison to predicate device performance: The predicate (K120830) itself would have had its performance and safety verified against established standards. This submission states "the system has been demonstrated to provide the same level of performance as the predicate device."

    8. The Sample Size for the Training Set

    This information is not applicable or not provided. The Navigator DS is a hardware device, not a machine learning algorithm. Therefore, there is no "training set" in the context of AI/ML development.

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

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

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    K Number
    K120830
    Date Cleared
    2012-04-16

    (28 days)

    Product Code
    Regulation Number
    880.5725
    Reference & Predicate Devices
    Predicate For
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Navigator™ Delivery System (Navigator DS) is intended for use in the delivery of medication and/or fluids in a controlled manner. The Navigator DS is indicated for use in the intermittent delivery of medications and other fluids in intra-articular applications.

    Device Description

    The Navigator Delivery System (Navigator DS) consists of a fluid delivery module, a daily disposable cassette, a per-patient disposable handpiece and tubing set, and wired foot pedal. Image integration with qualified ultrasound units occurs by Ethernet cable connection, if desired, allowing simultaneous display of Navigator treatment information on the ultrasound screen and printing of ultrasound images on the patient treatment record.

    AI/ML Overview

    This is a 510(k) summary for a minor modification to an existing device, the Navigator™ Delivery System (Navigator DS). The modification involves an "alarm modification" and does not alter the device design, intended use, or indication for use. Therefore, the information provided is limited, and many of the requested criteria for studies would not be applicable or available in this type of submission.

    Here's an attempt to answer your questions based on the provided text:

    1. Table of Acceptance Criteria and Reported Device Performance

    The submission does not explicitly state numerical acceptance criteria in the format typically seen for diagnostic performance studies (e.g., sensitivity, specificity thresholds). Instead, the acceptance criterion for this modification was that the safety and performance of the device are not affected by the alarm modification.

    Acceptance CriteriaReported Device PerformanceStudy Type
    Safety and performance of the Navigator DS are not affected by the alarm modification.All data demonstrated that the safety and performance of the Navigator DS is not affected by the alarm modification.Performance Testing, Safety Case and Hazard Analysis
    Acceptable risk profile.A Safety Case and Hazard Analysis demonstrated an acceptable risk profile based on design-based risk mitigation and satisfactory performance testing.Safety Case and Hazard Analysis

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

    • Sample Size for Test Set: Not specified. The document states "Testing of the Navigator DS was carried out, including performance testing." It does not provide details on the number of units or test scenarios.
    • Data Provenance: Not specified. Given the nature of a medical device modification, it is almost certainly prospective testing conducted by the manufacturer, rather than retrospective clinical data.

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

    • This information is not provided. Given that this is a performance test for a mechanical/software alarm modification, "ground truth" would likely be established by engineering specifications and direct observation/measurement of system behavior by qualified engineers/testers, rather than clinical experts.

    4. Adjudication Method for the Test Set

    • This information is not provided. Adjudication methods like "2+1" or "3+1" are typically used in clinical studies for diagnostic accuracy, which is not the focus of this submission. The "adjudication" for performance testing of an alarm would be based on whether the alarm triggered correctly under expected conditions and did not trigger incorrectly.

    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

    • No, an MRMC comparative effectiveness study was not done. This type of study is relevant for AI-powered diagnostic aids, assessing how AI impacts human interpretation. The Navigator DS is an infusion pump, and this submission concerns a minor alarm modification, not AI.

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

    • This question is not applicable to this device. The Navigator DS is a physical medical device, an infusion pump, not an AI algorithm. "Standalone performance" would refer to the pump's ability to deliver fluids as intended, which was assured to be unaffected by the alarm modification.

    7. The Type of Ground Truth Used

    • The term "ground truth" as typically used in AI/diagnostic studies (e.g., pathology, outcomes data) is not directly applicable here. For performance testing of an alarm modification on an infusion pump, the "ground truth" would be the engineering specifications and design requirements for alarm behavior in various conditions (e.g., occlusion, low fluid), and the observed behavior of the device during testing.

    8. The Sample Size for the Training Set

    • Not applicable/Not provided. This is not an AI/machine learning device that requires a training set. The device's functionality is based on its physical and software design, not learned from data.

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

    • Not applicable. As stated above, this device does not use a "training set" in the context of AI/machine learning.
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    K Number
    K112067
    Date Cleared
    2011-09-16

    (59 days)

    Product Code
    Regulation Number
    880.5725
    Reference & Predicate Devices
    Predicate For
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Navigator™ Delivery System (Navigator DS) is intended for use in the delivery of medication and/or fluids in a controlled manner. The Navigator DS is indicated for use in the intermittent delivery of medications and other fluids in intra-articular applications.

    Device Description

    The Navigator Delivery System (Navigator DS) consists of a fluid delivery module, a daily disposable cassette, a per-patient disposable handpiece and tubing set, and wired foot pedal. Image integration with qualified ultrasound units occurs by Ethernet cable connection, if desired, allowing simultaneous display of Navigator treatment information on the ultrasound screen and printing of ultrasound images on the patient treatment record. Qualified ultrasound imaging units include the SonoSite M-Turbo and SonoSite M-MSK, (configuration part numbers L05323 and L05600, respectively).

    AI/ML Overview

    This document describes the 510(k) submission for the Navigator™ Delivery System (Navigator DS) with added image integration capability. The submission asserts that this modification does not introduce new safety or effectiveness concerns, and thus, a full clinical evaluation was not required. The study focuses on demonstrating that the added image integration feature does not negatively impact the device's original safety and performance.

    Here's an analysis of the provided information:

    1. Table of Acceptance Criteria and Reported Device Performance

    Acceptance CriteriaReported Device Performance
    Software ValidationAll data demonstrated that the safety and performance of the Navigator DS is not affected by the added ability to interface with ultrasound accessories.
    Electrical Testing of Connected DevicesAll data demonstrated that the safety and performance of the Navigator DS is not affected by the added ability to interface with ultrasound accessories.
    Simulated Use TestingAll data demonstrated that the safety and performance of the Navigator DS is not affected by the added ability to interface with ultrasound accessories.
    Acceptable Risk Profile (based on design-based risk mitigation)A Safety Case and Hazard Analysis demonstrated an acceptable risk profile based on design-based risk mitigation and satisfactory performance testing.

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

    The document does not specify a distinct "test set" in the traditional sense of a clinical or retrospective data set for evaluating an algorithm's performance on patient data. Instead, it appears the "test set" refers to the device itself and its interaction with the added feature. Therefore, there is no mention of sample size for patient data or data provenance (e.g., country of origin, retrospective/prospective). The testing described focuses on the device's engineering performance.

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

    Not applicable. This is an engineering and functional performance evaluation of a device modification, not an assessment of an AI's diagnostic or predictive capabilities requiring expert-established ground truth on medical data.

    4. Adjudication Method for the Test Set

    Not applicable, as there is no mention of a human-in-the-loop diagnostic task requiring adjudication.

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

    No, an MRMC comparative effectiveness study was not done. The submission explicitly states: "A Clinical Evaluation was determined not to be required as the device design, intended use and indication for use are preserved." This indicates the focus was not on comparing human reader performance with or without AI assistance but rather on the safety and functionality of the device with a new feature.

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

    The primary focus of this submission is a device modification. The "image integration capability" described is about displaying treatment information from the Navigator DS on an ultrasound screen and printing ultrasound images on patient treatment records. It does not appear to be an AI algorithm with standalone diagnostic or predictive performance. Therefore, a standalone algorithm performance study as typically understood for AI-driven devices was not conducted. The "software validation" mentioned would cover the functionality of this integration.

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

    The "ground truth" in this context refers to the expected functional performance and safety of the device. This was established through:

    • Software Validation: Ensuring the software for image integration works as intended.
    • Electrical Testing: Verifying safe electrical operation of connected devices.
    • Simulated Use Testing: Confirming the device performs safely and effectively in simulated scenarios.
    • Safety Case and Hazard Analysis: Identifying potential risks and ensuring mitigation measures are effective.

    These are engineering and safety benchmarks, not clinical ground truth derived from expert consensus, pathology, or outcomes data.

    8. The Sample Size for the Training Set

    Not applicable. The described image integration is a functional modification to a device and does not involve an AI algorithm that would typically require a "training set" of medical data.

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

    Not applicable, for the same reason as point 8.

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    K Number
    K101194
    Date Cleared
    2011-07-11

    (439 days)

    Product Code
    Regulation Number
    880.5725
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Navigator™ Delivery System (Navigator DS) is intended for use in the delivery of medication and/or fluids in a controlled manner. The Navigator DS is indicated for use in the intermittent delivery of medications and other fluids in intra-articular applications.

    Device Description

    The device consists of a fluid delivery module (motor driven piston syringe pump), a daily disposable cassette, a per-patient disposable handpiece and tubing set. and a wired foot pedal. The fluid delivery module delivers the medications or fluids from off-the-shelf vials via aspirated dispense. The user interface is via touch screen that allows the user to define per-delivery treatment volumes and regimens of off-the-shelf medications or fluids in accordance with their labeled indication and proposed dosage. Delivery of the user-defined regimen occurs through depression of the foot pedal that actuates dispense of the fluids through three individual fluid lines within the cassette. The fluid is then transported through the per-patient tubing and handpiece set where off-the-shelf needles are attached.

    AI/ML Overview

    The provided text describes the Navigator™ Delivery System (Navigator DS), an infusion pump, and its regulatory submission. It does not contain information about acceptance criteria and a study proving the device meets these criteria in the typical format of a clinical or performance study with specific metrics and results. The document focuses on regulatory approval based on substantial equivalence to a predicate device and various engineering and safety tests.

    Therefore, most of the requested information cannot be extracted from this text.

    Here's what can be gathered based on the provided input:

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

      • The document states: "The test results demonstrated that the Navigator DS functions as designed and can be operated by the user as intended through the user interface and instructions provided. The results demonstrate that the Navigator DS is as safe and effective and performs as well as the predicate device."
      • Specific quantitative acceptance criteria (e.g., flow rate accuracy within X%, volume accuracy within Y%) and corresponding reported performance values are not provided in this summary.
      • The tests mentioned include:
        • Characterization of system functionality over viscosity, temperature, and pressure extremes.
        • Flow rate characterization.
        • Accuracy of volumes dispensed.
        • Flow profiles and rate accuracy.
        • Occlusion testing.
        • Integrity of fluid pathway components.
        • Software verification and validation.
        • Design verification and validation.
        • Sterilization validation.
        • Microbial ingress testing.
        • Viral ingress testing.
        • Dye ingress testing.
        • Cleaning validation.
        • Disinfection validation.
        • Biocompatibility.
        • IPA residuals assessment.
        • Chemical compatibility and extractables/leachables testing.
        • Simulated use/human factors studies.
        • Electrical safety testing.
        • Shipping validations.
    2. Sample sized used for the test set and the data provenance

      • The document mentions "simulated use study of human factors" and "performance testing" but does not specify sample sizes for any of these tests.
      • Data provenance (e.g., country of origin, retrospective/prospective) is not mentioned.
    3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts

      • Ground truth or expert review in the context of device performance metrics is not explicitly discussed. The "simulated use study" involved "intended users," but their qualifications for establishing a "ground truth" are not detailed.
    4. Adjudication method for the test set

      • An adjudication method (e.g., 2+1, 3+1) is not mentioned as this type of study was not conducted.
    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

      • An MRMC study is relevant for imaging devices or AI-assisted diagnostic tools. The Navigator DS is an infusion pump. Therefore, an MRMC comparative effectiveness study was not conducted, and AI assistance is not applicable to this device's stated function.
    6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done

      • This question is typical for AI/algorithmic devices. The Navigator DS is a mechanical infusion pump with software control. Its "standalone performance" is implicitly covered by the various engineering and functional tests mentioned (flow rate accuracy, volume dispensed, etc.), which assess the device's inherent capabilities separate from a human operator's specific actions, although the human factors study evaluates device operation by users.
    7. The type of ground truth used

      • For an infusion pump, "ground truth" would typically refer to established engineering standards, physical measurements (e.g., actual vs. desired fluid volume, actual vs. desired flow rate), and safety specifications. The document implies these were used as the basis for performance evaluation, stating tests were "carried out to meet all elements of FDA's Draft Guidance 'Total Product Life Cycle: Infusion Pump - Premarket Notification [510(k)] Submissions'." However, specific details are not provided.
    8. The sample size for the training set

      • The concept of a "training set" is relevant for machine learning models. This device is an electromechanical infusion pump, not an AI/ML device. Therefore, a "training set" in this context is not applicable. The device's software was subject to "software verification and validation," which involves testing against requirements, but not "training" in the ML sense.
    9. How the ground truth for the training set was established

      • As a "training set" is not applicable, the establishment of its ground truth is also not applicable.
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