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510(k) Data Aggregation

    K Number
    K223718
    Date Cleared
    2023-06-05

    (175 days)

    Product Code
    Regulation Number
    876.1500
    Reference & Predicate Devices
    Why did this record match?
    Applicant Name (Manufacturer) :

    Human Xtensions Ltd.

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

    The HandX is intended to assist in the control of Human Xtensions laparoscopic instruments including needle holder and grasper, for endoscopic manipulation of tissue, including grasping, approximation, ligation, suturing, during laparoscopic surgical procedures. It is intended to be used by trained physicians in an operating room environment in accordance with its Instructions for Use.

    Device Description

    The Self-Righting Needle Holder is a single-use, disposable, ETO sterilized instrument for use with the HandX™ device. The Self-Righting Needle Holder is connected to the HandX™ and transmits the motors' rotations to articulate the movement of the Self-Righting Needle Holder's end effector. Self-Righting Needle Holder orients the suturing needle vertically to 90° mounting. It is designed to address the surgeons' needs relating to suturing for various surgical purposes.

    AI/ML Overview

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

    1. Table of Acceptance Criteria and Reported Device Performance

    TestAcceptance Criteria (Implied from "predefined requirements")Reported Device Performance
    Self-Righting Needle Holder Angle TestThe subject device's articulation angles (when connected to HandX device) should be comparable to the predicate device."The subject device tip articulation ability is comparable to the predicate device."
    SRNH instrument Dimensional AttributeThe subject device's dimensions must be within the specified requirements."The subject device dimensions are within the defined requirements."
    SRNH Suture Holding ForceThe subject device's suture holding force must withstand the defined requirements, comparable to the predicate device."The subject device suture holding force withstands the defined requirements as the predicate device."
    SRNH Needle Pulling MomentThe subject device must maintain the needle in place under external moment, meeting the defined requirement."The subject device complies with the needle pulling moment requirement."
    SRNH Needle Holding ForceThe subject device must maintain the needle in place under external force, meeting the defined requirement."The subject device complies with the needle holder holding force requirement."
    SRNH Needle RightingThe subject device must demonstrate the ability to transition a surgical needle to a "right position" (implicitly defined as 90° mounting, as mentioned in the device description). This implies functionality analogous to the reference device's self-righting capability."The subject device demonstrated transition ability of surgical needles to right position, thus met the predefined requirements." (The device description specifies "Self-Righting Needle Holder orients the suturing needle vertically to 90° mounting," which would be the specific "right position.")

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

    The document does not explicitly state the sample size used for each specific bench test. It mentions "The Self-Righting Needle Holder was subjected to bench testing," but does not provide details on the number of units tested.

    • Data Provenance: The data is generated from bench testing conducted by the device manufacturer, Human Xtensions Ltd., to demonstrate that the design outputs meet the design input requirements. The country of origin of the testing is not explicitly stated, but the company is based in Israel. This is prospective testing for the purpose of the 510(k) submission.

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

    Not applicable. This evaluation involves bench testing against predetermined engineering and performance specifications, not a clinical study requiring expert assessment of ground truth.

    4. Adjudication Method for the Test Set

    Not applicable. As described above, the tests are objective bench tests, not assessments requiring adjudication.

    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 a medical device (surgical instrument), not an AI/imaging diagnostic device. Therefore, an MRMC study is not relevant.

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

    Not applicable. This is a physical surgical instrument, not an algorithm. The device itself (the needle holder) performs the self-righting function, but its operation is "Electromechanically operated, software controlled" by the HandX™ device. The bench tests evaluate the performance of this physical device.

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

    The ground truth for the bench tests is the "predefined acceptance criteria" derived from engineering specifications and comparisons to the predicate and reference devices. These criteria relate to physical properties and functional performance (e.g., specific angles, force thresholds, dimensional tolerances, and the ability to achieve a "right position").

    8. The Sample Size for the Training Set

    Not applicable. This is a physical device, not an algorithm that requires a training set. The "software controlled" aspect refers to the HandX™ device controlling the mechanical movement, not an AI/ML algorithm that is "trained."

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

    Not applicable, as there is no training set for this type of device.

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    K Number
    K230491
    Date Cleared
    2023-05-10

    (76 days)

    Product Code
    Regulation Number
    876.1500
    Reference & Predicate Devices
    Why did this record match?
    Applicant Name (Manufacturer) :

    Human Xtensions Ltd.

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

    The HandX™ is intended to assist in the control of Human Xtensions laparoscopic instruments including needle holder, grasper and monopolar instruments, for endoscopic manipulation of tissue, including grasping, approximation, ligation, suturing, cutting and/or coagulation, during laparoscopic surgical procedures. The HandX™ monopolar instruments are connected by a standard cable to a standard electrosurgical power source. It is intended to be used by trained physicians in an operating room environment in accordance with its Instructions for Use

    Device Description

    The Monopolar Scissors is a single-use, disposable, ETO sterilized instrument for use with the HandX™ device. The Monopolar Scissors is connected to the HandX and transmits the motors' rotations to articulate the movement of the Monopolar Scissors' end effector. It is designed to address surgeons' needs relating to the application of monopolar diathermy for various surgical purposes.

    AI/ML Overview

    The provided text describes the HandXTM Monopolar Scissors, a single-use, disposable, ETO sterilized instrument. The device is intended to assist in the control of Human Xtensions laparoscopic instruments for endoscopic manipulation of tissue in various surgical procedures involving grasping, approximation, ligation, suturing, cutting, and/or coagulation.

    Here's an analysis of the acceptance criteria and the study that proves the device meets them:

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

    The document broadly states that "All tests met the predefined acceptance criteria" for various bench tests. However, it does not explicitly list specific numerical acceptance criteria or quantitative performance results for each test. Instead, it confirms that the device passed these tests.

    Test CategorySpecific TestsAcceptance CriteriaReported Device Performance
    Biocompatibility TestingCytotoxicity, Sensitization, Irritation, Acute Systemic Toxicity, Material-Mediated PyrogenicityNot explicitly defined, but based on ISO 10993-1:2018, ISO 14971:2019, and FDA guidance documents, the materials should not cause unacceptable biological reactions or risks when in limited (≤24 hours) contact with tissue or bone."Based upon the biological risk assessment and the results of biocompatibility testing performed on the device, it can be concluded that the device can be considered biocompatible for use as intended."
    Electrical Safety and EMCCompliance with IEC 60601-1, IEC 60601-1-2, IEC 60601-2-2, IEC 60601-2-18, and IEC 60601-1-6.The device must meet the electrical safety and electromagnetic compatibility requirements of the specified IEC standards to ensure safe operation and prevent interference with other equipment."The Monopolar Scissors was found to fully comply with the requirements of the IEC 60601-1, IEC 60601-1-2, IEC 60601-2-2, and IEC 60601-2-18, and IEC 60601-1-6."
    Bench TestingInstrument Dimensional Attribute, Articulation Angle and Roll Range Measurement, Roll and Grasp Torque Measurement Method, Instrument Articulation latency, Impedance Test, Dielectric Strength, Insulation Integrity test, Generator Cable Compatibility with Extension Cables, Proximal Seal Test, Tip Integrity, Deflection Integrity, Cutting Integrity, Performance Test (instrument integrity following simulated use), Human Factors Summative Evaluation, Human Factors Labeling Validation, Instrument Corrosion TestPredefined acceptance criteria for each test to demonstrate that design outputs meet design input requirements and that the device is safe and effective for its intended use. These would typically include specific ranges or thresholds for dimensions, angles, torques, electrical properties, structural integrity after use, and user interaction."All tests met the predefined acceptance criteria. The testing identified no new questions of safety and effectiveness."
    Performance Testing - Animal (Swine Model)Safety (thermal damage evaluation using temperature probes and histopathology evaluation) and functional performance and usability comparison with a reference device.For safety, thermal damage and histopathology results should be acceptable and comparable to the reference device. For performance and usability, the device should function effectively and be usable by qualified personnel, as assessed by questionnaires."It can be concluded that the Monopolar Scissors instrument passed all the per-defined acceptance criteria for safety, performance and usability." "Temperature and histopathology evaluations were performed following slits formation on porcine tissue... as compared to the reference device ENDOPATH® Scissors... in various working modes... and in different energy levels."

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

    • Bench Testing: The sample size for each specific bench test is not provided. The data provenance is implied to be from internal laboratory testing.
    • Performance Testing - Animal (Swine Model): The number of animals used is not specified. The study involved qualified personnel performing tasks with both the subject and reference device. This appears to be a prospective study conducted in a controlled environment (animal lab). The country of origin for the data is not explicitly mentioned.

    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)

    • Bench Testing: The document does not mention the use of external experts to establish ground truth for bench tests. These tests are typically evaluated against engineering specifications and validated test methods.
    • Performance Testing - Animal: "Qualified personnel with appropriate experience" executed the evaluation and filled out questionnaires. The specific number or detailed qualifications (e.g., years of experience, specialty) of these personnel are not provided. For thermal damage and histopathology, it is implied that experts (e.g., a pathologist) evaluated the tissue, but their number and specific qualifications are not stated.

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

    The document does not describe any specific adjudication method for reconciling varying opinions, as no multiple expert readings of the test results are mentioned. For bench tests, it's typically a direct comparison to predefined criteria. For the animal study, it appears to be based on observations, measurements, and questionnaires by the "qualified personnel."

    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 performed. This device is a surgical instrument, not an AI-assisted diagnostic tool or an imaging device that would typically involve human readers interpreting results. The animal study did compare the device to a reference device, but this was a functional comparison, not an assessment of human reader performance with or without AI assistance.

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

    No, this question doesn't apply directly to the HandXTM Monopolar Scissors. It is a physical surgical instrument, not an algorithm. Its performance is always with a human-in-the-loop (the surgeon).

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

    • Biocompatibility: Ground truth was established by adherence to recognized international standards (ISO 10993-1, ISO 14971) and FDA guidance, with testing for specific biological endpoints (cytotoxicity, sensitization, etc.).
    • Electrical Safety and EMC: Ground truth was established by compliance with international electrical safety and EMC standards (IEC 60601 series).
    • Bench Testing: Ground truth was based on engineering design input requirements and validated test methods, with established predefined acceptance criteria.
    • Performance Testing - Animal: Ground truth for safety was assessed by "thermal damage evaluation using temperature probes and histopathology evaluation according to FDA Guidance Premarket Notification (510(k)) Submissions for Electrosurgical Devices for General Surgery Guidance for Industry and Food and Drug Administration Staff." For functional performance and usability, it was through direct observation during surgical tasks and post-procedure questionnaires completed by "qualified personnel." This combines objective measurements (temperature, histopathology) with subjective assessment (usability questionnaires).

    8. The sample size for the training set

    The concept of a "training set" is not applicable here as the device is a physical surgical instrument, not an AI/ML algorithm that requires training data.

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

    Not applicable, as no training set was used.

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    K Number
    K222011
    Date Cleared
    2023-01-12

    (189 days)

    Product Code
    Regulation Number
    876.1500
    Reference & Predicate Devices
    Why did this record match?
    Applicant Name (Manufacturer) :

    Human Xtensions Ltd.

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

    The HandX is intended to assist in the control of Human Xtensions laparoscopic instruments including needle holder, grasper and monopolar instruments, for endoscopic manipulation of tissue, including grasping, approximation, ligation, suturing, cutting and/or coagulation, during laparoscopic surgical procedures. The HandX monopolar instruments are connected by a standard cable to a standard electrosurgical power source. It is intended to be used by trained physicians in an operating room environment in accordance with its Instructions for Use.

    Device Description

    The HandX™ Monopolar Spatula is a single-use sterile electrosurqical electrode for use with the HandX™ device. The Monopolar Spatula is connected to the HandX™ device and transmits the device motors' rotation to articulate the movement of the end effector of the Monopolar Spatula. It is designed to address surgeons' needs relating to the application of monopolar diathermy for various surgical purposes.

    The Monopolar Spatula is connected to a standard electrosurgical unit via a standard generator cable.

    AI/ML Overview

    This document is a 510(k) summary for the HandX Monopolar Spatula, a medical device. It describes the device's intended use, comparison to a predicate device, and performance data.

    Here's an analysis of the provided text in relation to acceptance criteria and study proving device meets those:

    The provided text describes a 510(k) premarket notification for a medical device called the "HandX Monopolar Spatula". This document primarily focuses on demonstrating substantial equivalence to a previously cleared predicate device, rather than establishing acceptance criteria and conducting a study to prove the device meets those criteria in the context of an Artificial Intelligence (AI) or machine learning device.

    The HandX Monopolar Spatula is an electrosurgical electrode, not an AI or machine learning device. Therefore, many of the typical criteria and study elements associated with AI device performance validation (like sensitivity, specificity, MRMC studies, ground truth establishment with experts, training set size, etc.) are not applicable to this submission.

    The "acceptance criteria" for this device are primarily related to its physical, electrical, and biological performance, demonstrating it's as safe and effective as existing similar devices.

    However, I will extract relevant information from the document that touches upon "acceptance criteria" and "studies" as best as possible, interpreting them within the context of a traditional medical device submission.


    1. Table of Acceptance Criteria and Reported Device Performance

    Based on the provided text, the "acceptance criteria" are implied by successful completion of various tests, demonstrating compliance with standards and equivalence to the predicate. The "reported device performance" is the statement that these tests were passed successfully.

    Category / Test TypeImplied Acceptance CriteriaReported Device Performance
    BiocompatibilityCompliance with ISO 10993-1, demonstrating negligible risk of toxicity (cytotoxicity, sensitization, acute systemic toxicity, material mediated pyrogenicity)."The device was deemed to pose a negligible risk of toxicity and is considered to have met the requirements of ISO 10993-1:2018 and FDA's corresponding guidance and to be safe for use as intended."
    Electrical Safety & EMCFull compliance with IEC 60601-1, IEC 60601-1-2, IEC 60601-2-2, IEC 60601-2-18, and IEC 60601-1-6."The Monopolar Spatula was found to fully comply with the requirements of IEC 60601-1, IEC 60601-1-2, IEC 60601-2-2, IEC 60601-2-18, and IEC 60601-1-6."
    Bench TestingDesign outputs meet design input requirements; device is safe and effective for intended use; all tests meet predefined acceptance criteria."All tests [Dimensional attributes, Seal Test, Tip Pull to Failure] met the predefined acceptance criteria, and testing identified no new questions of safety and effectiveness."
    Thermal Effects TestingSubstantially equivalent thermal behavior compared to predicate and reference devices."The results supported the substantially equivalent thermal behavior of the Monopolar Spatula compared to the predicate and reference devices." (Based on ex-vivo and in-vivo studies using a porcine model to evaluate thermal behavior and lateral thermal spread).
    Human Factors/UsabilityDevice can be used safely and effectively in accordance with its labeling."A summative evaluation study (per IEC 62366-1) confirmed that the device can be used safely and effectively in accordance with its labeling."

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

    • Sample Size: Not explicitly stated for most tests. For Thermal Effects Testing, it mentions a "porcine model," implying animal subjects, but no specific number of animals or trials. For Human Factors/Usability, a "summative evaluation study" was done, but the number of participants is not provided.
    • Data Provenance: The document does not specify the country of origin for the data. The studies appear to be pre-market validation studies conducted by the manufacturer, rather than retrospective or prospective clinical data from a specific patient population.

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

    • Not Applicable in the context of an AI device. For this physical device, "ground truth" generally refers to design specifications, validated measurement techniques, and established safety standards. There is no mention of "experts" establishing a "ground truth" as would be done for diagnostic AI. The "Human Factors/Usability" study would likely involve trained medical professionals, but their role is to test usability, not establish a diagnostic ground truth.

    4. Adjudication Method for the Test Set

    • Not Applicable. As there is no "ground truth" being established by multiple readers/experts in a diagnostic sense, no adjudication method (like 2+1, 3+1) is mentioned or relevant.

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

    • No. This is not an AI/diagnostic device. An MRMC study is not relevant to demonstrating the safety and effectiveness of a surgical instrument of this type. The comparison is primarily against a predicate device based on physical, electrical, and biological performance characteristics, rather than diagnostic accuracy or human reader performance.

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

    • Not Applicable. This is a physical surgical instrument that always requires a human in the loop for its operation. It does not contain an "algorithm" in the sense of an AI/machine learning component that could operate standalone.

    7. The Type of Ground Truth Used

    The "ground truth" for this medical device's performance validation is derived from:

    • Mechanical and Electrical Engineering Standards: Compliance with relevant IEC standards (e.g., IEC 60601 series).
    • Biocompatibility Standards: Compliance with ISO 10993-1.
    • Predefined Acceptance Criteria: Established internally by the manufacturer for bench tests (Dimensional attributes, Seal Test, Tip Pull to Failure).
    • Comparative Performance: Demonstrating substantial equivalence in thermal behavior to a predicate and reference device in animal models.
    • Usability Standards: Compliance with IEC 62366-1 for human factors/usability.

    8. The Sample Size for the Training Set

    • Not Applicable. This device does not use an AI/machine learning component, so there is no concept of a "training set" for an algorithm.

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

    • Not Applicable. As per point 8, there is no training set for an algorithm.
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    K Number
    K212214
    Device Name
    HandX
    Date Cleared
    2021-09-13

    (60 days)

    Product Code
    Regulation Number
    876.1500
    Reference & Predicate Devices
    Why did this record match?
    Applicant Name (Manufacturer) :

    Human Xtensions Ltd.

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

    The HandX is intended to assist in the control of Human Xtensions laparoscopic instruments including needle holder, grasper and monopolar instruments, for endoscopic manipulation of tissue, including grasping, approximation, ligation, suturing, cutting and/or coagulation, during laparoscopic surgical procedures. The HandX monopolar instruments are connected by a standard cable to a standard electrosurgical power source. It is intended to be used by trained physicians in an operating room environment in accordance with its Instructions for Use.

    Device Description

    The Human Xtensions HandX is a handheld powered laparoscopic device. The HandX enables, by its attached instruments Grasper, Needle Holder and Monopolar Hook, the surgeon to perform a variety of minimally invasive surgeries. As the device is controlled by the surgeon's hand, it acts as a "surgeon's hand extension," enhancing maneuverability and control.

    The HandX device is electromechanically controlled and includes both hardware and software. The device is comprised of two main parts: the Handpiece and the Instrument. The Handpiece consists of a reusable Control Interface (CI) handle and Handpiece Body that translates the surgeon's maneuvers and movements of their hands by means of control buttons to the instrument-articulating tip. The tip moves according to the CI's direction. Prior to use, a set of Power Cable, Finger Pads, Arc and Spacer are assembled on the Handpiece and the Handpiece is covered with a standard sterile cover (not provided with the HandX device). After use, the Instrument is disposed of, and the Handpiece is cleaned and disinfected per specifications in the Instructions for Use.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and study proving the device meets them, based on the provided FDA 510(k) summary for Human Xtensions Ltd.'s HandX device:

    Important Note: The provided document is a 510(k) summary, which focuses on demonstrating substantial equivalence to a predicate device rather than presenting a detailed clinical study for novel performance claims. Therefore, the "study" demonstrating the device meets acceptance criteria primarily revolves around usability testing for a new operating mode and showing that this modification does not introduce new safety or effectiveness concerns. There is no large-scale clinical trial data presented to assess diagnostic accuracy or treatment efficacy as might be seen for AI-driven diagnostic tools.


    1. Table of Acceptance Criteria and Reported Device Performance

    The core "acceptance criteria" here relate to the safety and effectiveness of the new "inverted control mode" and ensuring that the modified device (HandX) remains substantially equivalent to its predicates (HX Device and Monopolar Hook).

    Acceptance Criteria (Implicit from 510(k) context)Reported Device Performance (from "Performance Data" section)
    Safety: The addition of the inverted control mode does not introduce new or unacceptable safety risks."The testing demonstrated that potential safety-critical consequences are reasonably mitigated by the design of the inverted control mode and its associated instructional materials, which were clear and easy to understand by both novel and experienced users."
    Effectiveness: The device, with the new control mode, remains effective for its intended use.The document states this difference ("inverted control mode") "does not raise new questions of safety or effectiveness, as it does not alter the fundamental therapeutic purpose of the device or its basic principles of operation (users control the inserted instruments in the same manner, just using one or another set of vectors)." It also notes, "The new mode also does not change the key metrics for evaluating device safety and performance, and is supported by successful usability testing." The implication is that since usability was successful, and the fundamental principle of operation remains, effectiveness is maintained. No specific quantitative effectiveness metrics are provided beyond this qualitative statement based on usability.
    Usability: The inverted control mode is usable and understandable by target users."The company conducted usability testing of the inverted control mode in line with IEC 62366-1:2015 and ANSI/AAMI HE75:2009/(R)2018, as well as FDA's 2016 guidance document. The testing demonstrated that potential safety-critical consequences are reasonably mitigated by the design of the inverted control mode and its associated instructional materials, which were clear and easy to understand by both novel and experienced users."
    Substantial Equivalence: The HandX (with new mode) is substantially equivalent to predicate devices.The overall conclusion of the 510(k) is: "Based on the intended use, technological characteristics, principles of operation, and usability testing, it can be concluded that the HandX is substantially equivalent to its predicate devices." The detailed comparison table in Section 5 shows the similarities and only identifies the addition of the "inverted control mode" as a notable difference, which they argue does not raise new questions of safety or effectiveness.

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

    • Sample Size for Test Set: The document does not specify the exact sample size (number of participants) for the usability testing. It mentions "both novel and experienced users," implying a mix of experience levels, but no specific count.
    • Data Provenance: The document does not explicitly state the country of origin for the usability testing data. However, the submitter is "Human Xtensions Ltd., Netanya, Israel," suggesting the testing could have been conducted in Israel or elsewhere (e.g., US, given the US legal representation). It was prospective usability testing conducted specifically for this submission.

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

    • For this type of 510(k) (device modification based on usability), the concept of "ground truth" as it applies to diagnostic image analysis (e.g., presence/absence of disease) is not directly applicable.
    • Instead, the "ground truth" is established by adherence to usability standards and the ability of users to successfully and safely operate the device. The "experts" involved would implicitly be human factors engineers, clinical experts (surgeons) participating in the usability study, and potentially regulatory experts reviewing the study design and results.
    • The document does not specify the number or qualifications of these implicit "experts" beyond mentioning "novel and experienced users" in the usability study.

    4. Adjudication Method for the Test Set

    • Adjudication methods like "2+1" or "3+1" are typically used in studies where multiple readers interpret medical images to resolve discrepancies.
    • This is a usability study for a surgical instrument's control mode. The "adjudication" would involve human factors engineers observing user performance, collecting user feedback, and analyzing quantitative (e.g., task completion time, errors) and qualitative (e.g., subjective ratings, comments) data against pre-defined success criteria for usability and safety.
    • The document does not describe a specific adjudication method in the sense of reconciling differing expert opinions on a "ground truth" diagnosis. Usability assessment is a different paradigm.

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

    • No, an MRMC comparative effectiveness study was not done.
      • This type of study is common for AI-driven diagnostic tools to show improvement in human reader performance.
      • The HandX device is a surgical instrument with a modified control mode, not an AI diagnostic tool.
      • The study described is a usability study for the new control mode, not a comparative effectiveness study pitting human readers with vs. without AI assistance.

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

    • Not applicable.
      • The HandX is a physical surgical instrument with electromechanical and software components, designed for human operation. It is not an "algorithm" in the sense of an AI model that operates in a standalone capacity (e.g., analyzing images without human input).
      • Its "performance" is inherently human-in-the-loop, as it's a tool controlled by a surgeon.

    7. The Type of Ground Truth Used

    • For the usability study, the "ground truth" is based on usability standards and successful task completion/safe operation.
      • This is established by adherence to standards like IEC 62366-1:2015 and ANSI/AAMI HE75:2009/(R)2018, and the observation that "potential safety-critical consequences are reasonably mitigated" and instructional materials were "clear and easy to understand."
      • It is not clinical "outcomes data" or "pathology" in the traditional sense for a diagnostic device.

    8. The Sample Size for the Training Set

    • Not applicable / No training set described.
      • This device is not an AI/ML algorithm that requires a "training set" of data in the manner that a deep learning model would.
      • The software aspect discussed pertains to the control interface logic ("direct control" vs. "inverted control"), which is programmed, not "trained" on a dataset in the AI sense.

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

    • Not applicable. As there is no described training set for an AI/ML algorithm, the concept of establishing ground truth for it does not apply. The device's functionality is based on engineering design and programming, verified through testing (including usability).
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    K Number
    K203603
    Device Name
    Monopolar Hook
    Date Cleared
    2021-02-01

    (54 days)

    Product Code
    Regulation Number
    876.1500
    Reference & Predicate Devices
    Why did this record match?
    Applicant Name (Manufacturer) :

    Human Xtensions Ltd.

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

    The HandX is intended to assist in the control of Human Xtensions laparoscopic instruments including needle holder, grasper and monopolar instruments, for endoscopic manipulation of tissue, including grasping, approximation, ligation, suturing, cutting and/or coagulation, during laparoscopic surgical procedures.

    The HandX monopolar instruments are connected by a standard electrosurgical power source. It is intended to be used by trained physicians in an operating room environment in accordance with its Instructions for Use.

    Device Description

    The Monopolar Hook is a single use sterile electrosurgical electrode for use with the HandX™ device. The Monopolar Hook is connected to the HandX device and transmits the HandX device motors' rotation in order to articulate the movement of the end effector of the Monopolar Hook. It is designed to address surgeons' needs relating to the application of monopolar diathermy for various surgical purposes.

    The Monopolar Hook is connected to a standard electrosurgical unit via a standard generator cable.

    AI/ML Overview

    The provided text is a 510(k) Premarket Notification Summary for the "Monopolar Hook" device by Human Xtensions Ltd. It primarily focuses on demonstrating substantial equivalence to predicate devices, rather than describing a study proving the device meets acceptance criteria for an AI/algorithm-driven, diagnostic, or prognostic medical device.

    Therefore, much of the requested information (acceptance criteria for an AI model, sample sizes for test/training sets, expert ground truth establishment, MRMC studies, standalone performance, etc.) is not present in the provided document, because the Monopolar Hook is a physical surgical instrument, not an AI or algorithm-based device.

    The "Performance Data" section describes validation for a physical medical device, not an AI system. It mentions:

    • Biocompatibility testing: Catheterized as an externally communicating device in limited contact (≤24 hours) with tissue or bone. Endpoints considered: cytotoxicity, sensitization, acute systemic toxicity, and material mediated pyrogenicity.
    • Electrical Safety and ElectroMagnetic Compatibility (EMC): Compliance with IEC 60601-1, IEC 60601-1-2, IEC 60601-2-2, and IEC 60601-2-18, and IEC 60601-1-6.
    • Bench Testing: Evaluated device performance against design inputs, demonstrating safety and effectiveness.
      • Tests included: Physical/Dimensional Inspection and Tip Measurements, Functional Test, Impedance Test, DC Hipot-Ramp to Failure, Generator Cable Pull Test, Seal Test, Sterile Barrier, Mechanical Strength – Pull to Failure, Passivation Verification Corrosion Test, Shaft's Insulation Integrity Test.
      • Acceptance Criteria & Performance: "All tests met the predefined acceptance criteria." Specific quantitative criteria and detailed performance values are not provided in this summary document, only the statement of compliance.
    • Animal Study (Pre-clinical): Tested in a porcine model to evaluate safety, functional performance, and usability.
      • Safety assessed via histopathology evaluation of slits performed by the Monopolar Hook compared to the predicate device.
      • Performance: "The Monopolar Hook performed similarly when compared to the predicate device."

    Based on the provided document, here's what can be extracted and what cannot:

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

      Acceptance Criteria DescriptionReported Device Performance (Summary)Quantifiable Performance Data Provided?
      BiocompatibilityCompliance with ISO 10993-1 for cytotoxicity, sensitization, acute systemic toxicity, material mediated pyrogenicity.No specific data, only "considered".
      Electrical Safety / EMCFull compliance with IEC 60601 series standards (IEC 60601-1, -1-2, -2-2, -2-18, -1-6).No specific data, only "fully comply."
      Bench Testing (Multiple aspects)All predefined acceptance criteria were met for:
    • Physical/Dimensional Inspection & Tip Measurements
    • Functional Test
    • Impedance Test
    • DC Hipot-Ramp to Failure
    • Generator Cable Pull Test
    • Seal Test
    • Sterile Barrier
    • Mechanical Strength – Pull to Failure
    • Passivation Verification Corrosion Test
    • Shaft's Insulation Integrity Test | No specific quantitative acceptance criteria or performance values are detailed in this summary. |
      | Animal Study (Safety/Similarity) | Device safety (histopathology of slits) and functional performance were evaluated. Performed similarly to the predicate device. | No specific histopathology results or quantitative performance metrics for "similarly." |
    1. Sample sizes used for the test set and the data provenance:

      • Test Set Sample Size: Not specified for any of the tests. The animal study mentions a "porcine model" but not the number of animals used.
      • Data Provenance: Not specified (e.g., country of origin, retrospective/prospective). This is a medical device clearance, not a clinical trial or AI validation study.
    2. 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):

      • Not applicable/Not mentioned. The device is a surgical instrument, not an AI diagnostic tool requiring expert ground truth for image interpretation. The histopathology in the animal study would presumably be conducted by a pathologist, but details are not provided.
    3. Adjudication method (e.g. 2+1, 3+1, none) for the test set:

      • Not applicable/Not mentioned.
    4. If a multi reader multi case (MRMC) comparative effectiveness study was done, If so, what was the effect size of how much human readers improve with AI vs without AI assistance:

      • Not applicable. This is not an AI-assisted diagnostic device.
    5. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done:

      • Not applicable.
    6. The type of ground truth used (expert consensus, pathology, outcomes data, etc.):

      • For the animal study, safety was assessed by a "histopathology evaluation" of lesions. This implies pathological assessment served as a form of ground truth for safety comparison.
    7. The sample size for the training set:

      • Not applicable. This is a physical device, not an AI model.
    8. How the ground truth for the training set was established:

      • Not applicable. This is a physical device, not an AI model.
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