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510(k) Data Aggregation

    K Number
    K230061
    Device Name
    Insulin Syringe
    Date Cleared
    2023-11-30

    (325 days)

    Product Code
    Regulation Number
    880.5860
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    Insulin syringes are intended for subcutaneous injection of U-100 insulin

    Device Description

    The insulin syringe consists of needle cap, barrel, plunger stopper, needle tube and plunger cap. It is sterile disposable, non-pyrogenic, easy to use and meets all of the required standards. The plunger cap is optional. The single insulin syringe in unit package lacks the plunger cap compared with the product in the multi-unit package. The needle cap is used to protect physical protection of the needle prior to use. The needle tube penetrates the patient's skin to inject fluid into the body. The plunger stopper is the sealing assembly that encloses mandrel component and is used to inject fluid into the body. The barrel is a tube-like and cylindrical structure that holds insulin before the injection. The plunger is the rod pushed down or up depending on clinical use. The plunger cap is used to protect plunger before use. The capacity of the insulin device is 0.3 mL, 0.5 mL and 1 mL. The specification of needle tube is 26G, 27G, 28G, 29G, 30G, 31G, 32G and 33G. The needle length is 5 mm, 6 mm, 8 mm and 10 mm.

    AI/ML Overview

    The provided text describes the acceptance criteria and the study that proves the device meets the acceptance criteria for an Insulin Syringe (K230061).

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

      The document lists the following performance tests and states that the proposed device was tested and demonstrated to be in conformance with the specified FDA recognized standards, and that the performance testing results met the standards' requirements to demonstrate the device's safety and effectiveness. No specific numerical performance values are provided, only conformance to standards.

      Acceptance Criteria (Standard)Reported Device Performance
      ISO 8537-2016: Sterile single-use syringes, with or without needle, for insulinConforms to requirements for: Limits for acidity or alkalinity, Limits for extractable metals, Tolerance on the graduated capacity, Graduation lines, Numbering of scale, Scale interval units, Overall length of scale, Barrel and plunger stopper, Finger grips, Fit of plunger stopper in barrel, Dead space, Freedom from leakage past plunger stopper, Bond between hub and needle tube, Needle cap.
      ISO 7886:1-2017: Sterile hypodermic syringes for single use – Part 1: Syringes for manual useConforms to requirements for Lubricant of syringe.
      ISO 9626-2016: Stainless steel needle tubing for the manufacture of medical devices – Requirements and test methodsConforms to requirements for: Stiffness, Resistance to Breakage, Resistance to Corrosion, Needle O.D., Needle inner diameter.
      ISO 7864-2016: Sterile hypodermic needles for single use - Requirements and test methodsConforms to requirements for: Needle point, Patency of lumen, Cleanliness, Needle length, Lubricant of needle tube, Penetration force and drag force for needles.
      ISO 10993-1 (Biocompatibility)Conforms to requirements for: Cytotoxicity, Sensitization, Irritation, Acute Systemic Toxicity, Hemocompatibility, Pyrogen, Subacute/Subchronic Toxicity, Genotoxicity. (For Externally Communicating Device, Blood Path Indirect, prolonged Contact (>24hrs to 30 days)).
      USP <787> and USP<790> (Particulate testing)Met USP acceptance criteria.
      ISO 11135 (Sterilization)Sterilization process validated, EO and ECH residual does not exceed limit according to ISO 10993-7.
      ASTM F1980-16 (Shelf-Life)Verified claimed shelf-life of 5 years under accelerated aging conditions.
      ASTM D4169-16 (Package integrity - shipping)All packaging deemed acceptable for protection of product and sterility maintenance.
      ASTM D3078-02 (Vacuum Leak Test)Conforms to requirements.
      ASTM F 1929-15 (Dye Penetration Test)Conforms to requirements.
      DIN 58953-6: 2016 (Microbial Barrier Properties Test)Conforms to requirements.
      ASTM F88/F88M-21 (Seal Strength Test)Conforms to requirements.
      FDA Guidance for Medical Devices with Sharps Injury Prevention Features, August 9, 2005 (Simulated Clinical Use Testing)Conducted and demonstrated conformance.
    2. Sample size used for the test set and the data provenance (e.g. country of origin of the data, retrospective or prospective)

      The document does not specify the exact sample sizes used for each test. For instance, for biocompatibility, it states testing was done in compliance with ISO 10993-1, but not the number of samples. The data provenance is not explicitly stated in terms of country of origin or retrospective/prospective nature, but the manufacturer is Anhui Hongyu Wuzhou Medical Manufacturer Co., Ltd. in China.

    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 therefore not provided in the document. The device is a physical medical device (insulin syringe), not an AI/software device that requires expert adjudication for ground truth.

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

      This information is not applicable and therefore not provided in the document, as it pertains to AI/software device assessments.

    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 MRMC study was done, as this is a physical medical device (insulin syringe) and not an AI-assisted diagnostic or imaging device.

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

      Not applicable, as this is a physical medical device.

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

      The "ground truth" for this device is conformance to established international and FDA-recognized standards for sterile single-use syringes and needles, verified through various physical, chemical, and biological tests. This includes mechanical properties, material safety, sterility, packaging integrity, and simulated use. There is no "ground truth" derived from expert consensus or pathology in the context of an AI/software device.

    8. The sample size for the training set

      Not applicable, as this is a physical medical device, not an AI/software device that requires a training set.

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

      Not applicable, as this is a physical medical device.

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    K Number
    K230043
    Date Cleared
    2023-09-20

    (257 days)

    Product Code
    Regulation Number
    880.5570
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Insulin Pen Needle is intended for use with pen injector devices for the subcutaneous injection of insulin. The intended user population of insulin pen needle is for "Adult Use Only" (ages 21yrs old and above).

    Device Description

    The proposed device, Insulin pen needle and insulin injection pen are use cooperatively to inject insulin into the human body. The Insulin Pen Needle is composed of a needle container, a needle shield, a needle hub, a needle tube. The insulin pen needle for single use is offered in various gauge sized and length. The proposed device is available in EO sterilized to achieve a Sterility Assurance Level (SAL) of 106.

    AI/ML Overview

    The provided document is a 510(k) summary for an Insulin Pen Needle. It details the device, its intended use, comparison with a predicate device, and performance data from non-clinical tests.

    Here's a breakdown of the requested information based on the provided text:

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

    The document lists standards that the device conforms to, and states that testing results were in conformance or met acceptance criteria. Specific quantitative acceptance criteria or reported performance values are generally not provided in this 510(k) summary format, which often focuses on demonstrating compliance with recognized standards rather than presenting raw data or detailed performance metrics.

    Acceptance Criteria (Standard / Test)Reported Device Performance
    ISO 11608-2: 2012 (Bench Testing)In conformance with the standard
    ISO 9626: 2016 (Bench Testing)In conformance with the standard
    ISO 7864: 2016 (Bench Testing)In conformance with the standard
    ISO 11135 (Sterilization)Validated in compliance with ISO 11135
    ISO 10993-7 (EO Residual)EO residual doesn't exceed the limit
    ASTM F1980-16 (Shelf-life via accelerated aging)Verified the claimed 5 years shelf-life
    ASTM D3078-02 (Package: Vacuum Leak Test)Performed in compliance with the standard
    ASTM F1929-15 (Package: Dye Penetration Test)Performed in compliance with the standard
    DIN 58953-6: 2016 (Package: Microbial Barrier Properties Test)Performed in compliance with the standard
    ASTM F88/F88M-21 (Package: Seal Strength Test)Performed in compliance with the standard
    ISO 10993 series (Biocompatibility)Conforms to the ISO 10993 series of standards (Patient-contact material)
    Cytotoxicity (Biocompatibility)No Cytotoxicity
    Sensitization (Biocompatibility)No Skin Sensitization
    Irritation (Biocompatibility)No Irritation to Skin
    Systemic Toxicity (Biocompatibility)No Systemic Toxicity (Acute and Subacute)
    Hemolysis (Biocompatibility)No Hemolysis
    Pyrogen (Biocompatibility)No pyrogen
    Particulate Matter (USP <788>)Met the USP acceptance criteria
    FDA Guidance: Medical Devices with Sharps Injury Prevention Features, August 9, 2005 (Simulated Clinical Use Testing)Conducted in compliance with the FDA Guidance
    Bond between hub and needle tube (Clause 4.4 of ISO 11608-2:2012; Clause 4.12 of ISO 7864:2016)Adherence to these clauses
    Needle tip configuration (ISO 7864 standards)Conform with ISO 7864 standards
    SAL (Sterility Assurance Level)10-6
    Endotoxin Limit20 EU per device

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

    The document does not specify sample sizes for any of the tests conducted. It also does not explicitly state the country of origin for the data or whether the studies were retrospective or prospective. It only mentions that the manufacturer is in Anhui, China, and the correspondent is in Shanghai, China, implying the tests were likely performed or managed from China.

    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 in the document. The device is an Insulin Pen Needle, which is a physical medical device. Its performance is evaluated through bench testing against recognized standards (e.g., ISO, ASTM, USP) and biocompatibility testing, not through expert-reviewed diagnostic outputs that require a "ground truth" derived from human experts.

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

    This information is not applicable and not provided. As explained above, the device's performance is determined by objective physical and chemical tests, not by human interpretation or clinical 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

    This information is not applicable and not provided. MRMC studies are relevant for diagnostic imaging devices or AI-assisted diagnostic tools, not for a physical device like an Insulin Pen Needle. The document explicitly states "Clinical testing: Not Applicable."

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

    This information is not applicable and not provided. This question pertains to AI/algorithm performance. The device is a physical medical device, not an algorithm.

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

    This information is not applicable for this device. Ground truth is generally used in diagnostic studies or AI performance evaluations against a known correct answer. For an Insulin Pen Needle, performance is assessed against established engineering and biological standards.

    8. The sample size for the training set

    This information is not applicable and not provided. A training set is used for machine learning algorithms. The device is a physical medical device.

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

    This information is not applicable and not provided. This question pertains to machine learning.

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    K Number
    K223323
    Date Cleared
    2023-03-24

    (144 days)

    Product Code
    Regulation Number
    862.1675
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Blood Collection Needle (with/without Needle Holder) is intended to be used with a vacuum blood collection tube for the collection of venous blood.

    Device Description

    The subject devices are blood collection devices used in routine venipuncture procedures, which form a channel between the patient's vein and the evacuated blood collection tube intended to collect blood.

    The Blood Collection Needle (with/without Needle Holder) is intended for single use only and consists of a bottom sheath or needle holder, needle tube, rubber cap, upper sheath, and hub. They are available in different configurations.

    The product is to be used by appropriately trained healthcare professionals only in accordance with these instructions.

    It is manufactured from tubular stainless steel sharpened at both ends and is attached to the hub:

    • -The subject devices are available with a pre-attached needle holder or without a needle holder; the hub is threaded on one side to connect with the needle holder, which is used to guide the needle into an evacuated blood collection tube. This needle's end is shorter and fitted with a protective rubber cap and a needle holder.
    • The opposite end of the needle is longer for withdrawing blood and is fitted with a needle sheath.

    The subject devices are available in different specifications of needle gauge (25G-18G) and length (3/4"-1 1/2").

    The proposed devices are only packaged as sterile, disposable, and single-patient use.

    The devices are packaged for sterile, single-use, and single-patient use only.

    AI/ML Overview

    There is no information in the provided text about acceptance criteria or a study proving the device meets acceptance criteria. The document is a 510(k) summary for a blood collection needle, which focuses on demonstrating substantial equivalence to a predicate device rather than presenting detailed acceptance criteria and supporting studies in the way you've described.

    Specifically, the document states:

    • "To establish substantial equivalence to the identified predicate devices, we performed the tests noted below on the subject devices. The testing results proved that the device complies with the applicable standards requirement and is substantially equivalent to the predicate devices." (Page 8)
    • "No clinical data was submitted in this submission." (Page 10)

    Therefore, I cannot provide the requested table or answer the specific questions about sample sizes, ground truth establishment, expert adjudication, or MRMC studies, as this information is not present in the provided text for this specific device. The document primarily references compliance with various ISO and ASTM standards for performance, biocompatibility, sterilization, and packaging, rather than a specific study with defined acceptance criteria and detailed results.

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    K Number
    K222141
    Date Cleared
    2022-10-21

    (93 days)

    Product Code
    Regulation Number
    862.1675
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The safety blood collection needle without a needle holder is intended to be used with a vacuum blood collection tube to collect venous blood. The safety shield is intended to protect against accidental needle stick injury.

    Device Description

    The proposed device is a blood collection device to form a channel between the patient's vein and the evacuated blood collection tube intended for blood collection. The Pipe pluq piercing needle is designed with a rubber cap, which can be activated to cover the needle immediately following venipuncture to aid in the protection against accidental needle stick injury. The product is to be used by appropriately trained healthcare professionals only in accordance with these instructions. The Safety blood collection needles without needle holders are manufactured from tubular stainless steel sharpened at both ends that are attached as follows:

    • -The threaded hub has one side that is to connect with the needle holder, which is used to guide the needle into a vacuum blood collection tube. This end of the needle is shorter and fitted with a rubber cap and a needle hub.
    • -The opposite end of the needle tube is 3/4"-1 1/2" for blood collection and is fitted with a protective sleeve.
      The needle hub and protective cap protect the needle tube.
      The safety feature is easily operated through the release of a latch mechanism whereby the user slides a safety shield over the needle as it is removed from the patient. Once the needle is covered, the safety shield locks in place. This mechanism is substantially equivalent to that of the predicate device.
      The devices are packaged as sterile, single-use, and single-patient use only.
      The proposed device is comprised of the components listed below:
      1. Bottom sheath
      1. Rubber cap
      1. Needle hub
      1. Connecting base
      1. Safety shield
      1. Needle tube
      1. Upper sheath
    AI/ML Overview

    The provided text describes a 510(k) premarket notification for a medical device called "Safety Blood Collection Needle (Without Needle Holder)". This notification primarily focuses on establishing "substantial equivalence" to a predicate device, rather than providing detailed acceptance criteria and a comprehensive study report in the way scientific literature or a clinical trial would. Therefore, some of the requested information, particularly regarding specific numerical performance metrics, sample sizes for test/training sets, expert qualifications, and effect sizes for AI, is either not applicable or not explicitly stated in the document.

    Based on the provided text, here's an analysis of the acceptance criteria and supporting information:

    1. Table of Acceptance Criteria and Reported Device Performance

    The acceptance criteria are implicitly defined by compliance with applicable international standards (ISO, AAMI, ASTM) and demonstrating performance equivalent to the predicate device. The reported performance is generally stated as "Complies with" or "Identical," implying that the device met the requirements of these standards. Exact numerical values for performance are not typically included in a 510(k) summary unless there's a specific, quantifiable, and comparative requirement to highlight.

    Acceptance Criterion (Implicit)Reported Device Performance
    Functional Performance (e.g., needle sharpness, strength)Complies with ISO 9626 (Stainless steel needle tubing requirements), ISO 7864 (Sterile hypodermic needles requirements), ISO 80369-7 (Small-bore connectors), ISO 80369-20 (Common test methods), ISO 23908 (Sharps injury protection), ISO 6009 (Color coding for identification)
    Biocompatibility (tissue interaction, toxicity)Complies with ISO 10993-1 (Biological evaluation), ISO 10993-5 (Cytotoxicity), ISO 10993-10 (Sensitization, Intracutaneous Reactivity), ISO 10993-11 (Acute Systemic Toxicity, Pyrogen Test), ISO 10993-4 (Hemolytic Properties, Complement activity, Coagulation - PPT Test)
    Sterilization Efficacy (elimination of microorganisms)Complies with ISO 11135-1 (Ethylene oxide sterilization), ISO 11737-1/2 (Microbiological methods), ISO 10993-7 (Ethylene Oxide Residuals), AAMI/ANSI ST72 (Bacterial endotoxins)
    Package Integrity & Shelf Life (maintaining sterility)Complies with AAMI/ANSI/ISO 11137-1 (Radiation sterilization), AAMI/ANSI/ISO 11737-2 (Sterility tests), AAMI/ANSI/ISO 11607-1 (Packaging requirements), ASTM F1929 (Dye Penetration), ASTM F1980 (Accelerated Aging), ASTM D3078 (Bubble Emission), DIN58953-6 (Microbial barrier testing), ASTM F88/F88M (Seal Strength)
    Safety Mechanism Effectiveness (prevention of needlesticks)Identical to predicate: "The safety shield is intended to prevent needle sticks." (Implicitly meets predicate's acceptance for this feature)
    Indications for UseSubstantially equivalent to predicate, designed for venous blood collection with vacuum tubes and protection against accidental needle stick injury.
    Operating ModeIdentical (Manual)
    Sterile StatusIdentical (Yes)
    Single Patient UseIdentical (Yes)

    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 performance test. It refers to compliance with standards like ISO and ASTM, which typically outline specific testing methodologies and required sample quantities. For instance, ISO 2859-1 (Sampling procedures for inspection by attributes) is mentioned, indicating statistically derived sample sizes for lot-by-lot inspection, but the actual number of units tested is not reported.
    • Data Provenance: The testing was non-clinical ("Non-Clinical Performance Testing"). The origin of the data is the manufacturer's testing, conducted to demonstrate compliance with international standards. There is no mention of country of origin for the data itself, only the manufacturer's location (Anhui, China). The data is implicitly "retrospective" in the sense that it was generated for this specific submission to demonstrate compliance.

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

    This information is not applicable in the context presented. The document describes a medical device (a blood collection needle), not an AI/ML-based diagnostic system that requires expert interpretation for ground truth establishment. The "ground truth" for this device's performance is objective measurements against established engineering and biological standards.

    4. Adjudication Method for the Test Set

    This information is not applicable. Adjudication methods (like 2+1, 3+1) are typically used in clinical studies or AI/ML evaluations where there might be disagreement among human annotators or evaluators. For the engineering and biological tests described (e.g., tensile strength, sterility, biocompatibility), the results are objective measurements against defined criteria, not subjective interpretations 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

    This information is not applicable. The device is not an AI-assisted diagnostic or interpretation tool. It is a physical medical device (blood collection needle). Therefore, an MRMC study and AI-related effect sizes are irrelevant to this submission.

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

    This information is not applicable. The device is not an algorithm.

    7. The Type of Ground Truth Used

    The "ground truth" for this device's performance is based on objective measurements defined by nationally and internationally recognized standards. These include:

    • Engineering Specifications: Standards like ISO 9626 (stainless steel needle tubing), ISO 7864 (hypodermic needles), ISO 80369 series (small-bore connectors), ISO 23908 (sharps injury protection), ASTM F88/F88M (seal strength), etc., which define measurable physical and chemical properties and test methods.
    • Biological Standards: ISO 10993 series (biocompatibility) provides established methods for assessing biological safety (e.g., cytotoxicity, sensitization, systemic toxicity).
    • Microbiological Standards: ISO 11135-1 (sterilization), ISO 11737-1/2 (microbiological methods) define criteria for sterility and validation of sterilization processes.
    • Clinical Outcomes/Pathology: This type of ground truth is not used here, as no clinical data or pathology results are reported for the device itself.

    8. The Sample Size for the Training Set

    This information is not applicable. The device is not an AI/ML system that requires a "training set."

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

    This information is not applicable. As the device is not an AI/ML system, there is no training set and therefore no ground truth established for it in that context.

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    K Number
    K220900
    Date Cleared
    2022-08-10

    (135 days)

    Product Code
    Regulation Number
    862.1675
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    Safety blood collection needles with/without needle holder are intended to be used with vacuum blood collection tubes for multiple collections of venous blood. The safety shield is intended to aid in the protection against, accidental needle stick injuries.

    Device Description

    The Safety blood collection needles with/without needle holder is used in routine venipuncture procedures. That is composed of a bottom sheath, rubber cap, needle hub, connecting base, safety shield, needle tube, upper sheath, and optional needle holder, which are made from PP, PE, ABS, rubber, and SUS materials. The proposed device has various configurations and sizes, differing in various colors for easy recognition by use. The threaded hub is one side that connects with the needle holder, which is used to quide the needle into a vacuum blood collection tube. This end of the needle is shorter and is fitted with a rubber cap and a needle hub. The Safety blood collection needles with /without needle holder are manufactured from tubular stainless steel sharpened at both ends that are attached: - The opposite end of the needle tube is ¾" ~ 1 ½″ for blood collection and is fitted with a protective sleeve. - The needle hub and protective cap protect the needle tube. The self-locking mechanism is positioned within the center and the proximal end of the sheath. The hinge structure could let clinical personnel flexibly adjust the sheath to the designed position for use. The safety feature is easily operated by releasing a latch mechanism whereby the user slides a safety shield over the needle as it is removed from the patient. Once the needle is covered, the safety shield locks in place.

    AI/ML Overview

    The provided text describes a 510(k) premarket notification for a medical device: "Safety Blood Collection Needles with/without Needle Holder." This document focuses on demonstrating substantial equivalence to a predicate device, primarily through non-clinical performance testing. It does not contain information about a clinical study involving human-in-the-loop performance, expert ground truth establishment for a test set in a diagnostic AI context, or MRMC studies.

    Therefore, many of the requested details about acceptance criteria, study design, and expert involvement (points 2-5, 7-9) are not applicable or cannot be extracted from this specific document, as it pertains to a physical medical device (blood collection needles) rather than a diagnostic AI or imaging device requiring extensive validation with human readers and expert-adjudicated ground truth.

    However, I can extract the acceptance criteria and performance data for the non-clinical tests that were performed.


    Acceptance Criteria and Reported Device Performance (Non-Clinical)

    The device, "Safety Blood Collection Needles with/without Needle Holder," was evaluated through non-clinical performance testing against various international standards to demonstrate its safety and effectiveness.

    Standard/Test DescriptionAcceptance CriteriaReported Device Performance
    ISO 7864, needle performance testingRefer to ISO 7864 clause 4Meet performance requirements
    ISO 9626, needle tube performance testingRefer to ISO 9626 clause 5Meet performance requirements
    ISO 6009, needle hub colorRefer to ISO 6009 clause 3Meet color code requirements
    ASTM F88, packaging sealing strength testingSealing strength >1.5N/15mmPass, round 1.8N/15mm
    ASTM D3078-2, package leakage bubble emissionNo bubbles observed attributable to leaks, and no test fluid attributable to a leak is inside a specimenPass, no bubbles or fluid observed
    ASTM F1929, dye penetration testingNo dye penetrates into packagingPass, no dye penetrated into package
    ISO 11737-1/-2, USP <71>, sterility testing – microbiological methodNegative result of micro cultureNegative
    ISO 10993-7, EO/ECH residual testingEO <4mg/day; ECH <9mg/dayEO pass; ECH undetectable
    ISO 10993-4, in-vitro hemolytic testingNo hemolysisNo hemolysis
    ISO 10993-5, in-vitro cytotoxicity testingNo cytotoxicityNo cytotoxicity
    ISO 10993-10, irritation and skin sensitization testingNo irritation and no skin sensitizationNo irritation and no skin sensitization
    ISO 10993-11, acute systemic toxicity testingNo acute systemic toxicityNo acute systemic toxicity
    ISO 10993-11, pyrogens testingNo pyrogensNo evidence of pyrogens
    USP <85>, endotoxin testing<20EU/devicePass
    USP <788>, residual particles testingThe average number of particles present in the units tested should not exceed 6000 per container equal to or greater than 10 mm and should not exceed 600 per container equal to or greater than 25 mm.Pass
    ISO 23908 sharp injury protection – activation and safe modeTesting items with varying criteria; Refer to ISO 23908 Clause 4.2 and Clause 4.3Pass
    USP 41 <1207> rigid package integrity evaluationTesting items with varying criteria; Refer to USP <1207.2>Pass
    Simulated clinical study<1% failures under 95% CL0% failures.
    ISO 80369, luer connectorVary criteria refer to ISO 80369Pass

    Regarding the other requested information:

    1. Sample size used for the test set and the data provenance: The document mentions "Simulated Clinical Use Study" with a result of "0% failures," but it does not specify the sample size used for this simulation. All other tests are non-clinical, involving material property and performance testing on device components/samples rather than a "test set" in the context of an AI algorithm or human subject data. The data provenance is implicitly from laboratory testing conducted by the manufacturer (Anhui Hongyu Wuzhou Medical Manufacturer Co., Ltd.) in China, as indicated by the submitter's address. The studies are non-clinical (laboratory).
    2. Number of experts used to establish the ground truth for the test set and the qualifications of those experts: Not applicable. This document does not describe a study involving expert readers or ground truth establishment for diagnostic purposes. The "ground truth" for the non-clinical tests is established by adherence to the specified ISO/ASTM standards and their methodologies.
    3. Adjudication method (e.g., 2+1, 3+1, none) for the test set: Not applicable. No human reader adjudication process is described as this is not a diagnostic AI or imaging study.
    4. If a multi-reader multi-case (MRMC) comparative effectiveness study was done, If so, what was the effect size of how much human readers improve with AI vs without AI assistance: Not applicable. This document does not describe an MRMC study or AI assistance for human readers. This is a physical medical device.
    5. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done: Not applicable. This device is not an algorithm or AI system.
    6. The type of ground truth used (expert consensus, pathology, outcomes data, etc.): The "ground truth" for these tests are the objective measurements and adherence to the technical specifications and performance requirements detailed in the cited ISO and ASTM standards (e.g., specific force for sealing strength, absence of bubbles for leakage, negativity for sterility, specified chemical residual limits).
    7. The sample size for the training set: Not applicable. This device is not an AI/ML algorithm requiring a training set.
    8. How the ground truth for the training set was established: Not applicable.
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    K Number
    K220083
    Date Cleared
    2022-05-25

    (135 days)

    Product Code
    Regulation Number
    880.5860
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The LDV (Low Dead Volume) Syringe is intended to be used for medical purpose to inject fluid into or withdraw fluid from body.

    Device Description

    The LDV (Low Dead Volume) Syringe is consistent with the calibrated syringe and permanent needle intended to be used for injection or withdrawal of fluids to or from the human body. The needle is fixed that cannot be removed. The needle cap is colored to differentiate the different types of needle models. The syringe plunger is well-designed to reduce the fluid waste, called low dead volume or low dead space. The LDV (Low Dead Volume) Syringe has various colors, syringe volumes, needle gauge sizes, and needle length sizes, which could be applied in different clinic-use scenarios. Meanwhile, the device is sterilized with ethylene oxide and without any pyrogen. Therefore, this is a single-use device that should be immediately discarded after use.

    AI/ML Overview

    The provided text is a 510(k) summary for the LDV (Low Dead Volume) Syringe, a medical device. It details the device's characteristics, comparison to predicate devices, and non-clinical performance testing.

    However, the information requested in your prompt (acceptance criteria, study details, expert involvement, and ground truth for an AI/algorithm-driven device) is not present in this document. The LDV Syringe is a physical medical device (syringe with a fixed needle), not an AI/algorithm-based diagnostic or therapeutic tool. Therefore, the concepts of acceptance criteria for algorithm performance, test sets, training sets, human reader studies, and expert ground truth establishment for algorithm output do not apply to this specific device submission.

    The document discusses "acceptance criteria" and "performance testing" in the context of physical device standards (e.g., ISO standards for sterility, needle performance, dead space volume, biocompatibility). These are mechanical, material, and sterilization performance criteria, not related to the performance of an algorithm.

    Therefore, I cannot provide the requested information from the given text because the text describes a physical medical device, not an AI/algorithm-driven one.

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

    The Safety Blood Collection / Infusion Set (with/without needle holder) is indicated for venous blood collection and/or the short-term infusion of intravenous fluids for 2 hours or less. It is to be used by appropriately trained healthcare professionals in accordance with the instructions. The safety shield is intended to aid in the protection against accidental needle stick injury.

    The Blood Collection / Infusion Set (with/without needle holder) is indicated for venous blood collection and/or the short-term infusion of intravenous fluids for 2 hours or less. It is to be used by appropriately trained healthcare professionals in accordance with the instructions.

    Device Description

    The Blood Collection / Infusion Set (with/without needle holder) is a single-use, sterile, winged needle bonded to flexible tubing with a Luer connector. The Blood Collection / Infusion Set (with/without a needle holder) is individually wrapped and sterile with a luer port. The luer port can connect FDA cleared accessories like luer adapter, holder, etc.

    The Safety Blood Collection / Infusion Set (with/without needle holder) is a single-use, sterile, winged needle bonded to flexible tubing with a Luer connector and a safety mechanism. The winged needle is designed with a safety mechanism, which allows for activation, ensuring the needle is covered immediately following venipuncture to protect against accidental needlestick injury. The Safety Blood Collection / Infusion Set (with/without a needle holder) is individually wrapped and sterile with a luer port. The luer port can connect FDA cleared accessories like luer adapter, holder, etc.

    The safety feature is easily operated by releasing a latch mechanism whereby the user slides a winged cover over the needle removed from the patient. Once the needle is covered, the safety cover locks in place. There is no ability to clean and reuse these devices because the safety feature cannot be deactivated without bending the needle and rendering it unusable.

    The Blood Collection / Infusion Set (with/without needle holder) and Safety Blood Collection / Infusion Set (with/without needle holder) are used for venous blood collection and/or the short-term infusion of intravenous fluids. It can be used with an intravascular administration set or a syringe or other device to administer fluids. The product is to be used by appropriately trained healthcare professionals only in accordance with the manufacturer's instructions.

    AI/ML Overview

    This document is a 510(k) Summary for a medical device called "Safety Blood Collection / Infusion Set (with/without needle holder) and Blood Collection / Infusion Set (with/without needle holder)". It is a submission to the FDA for market clearance, and as such, it focuses on demonstrating substantial equivalence to a predicate device rather than providing a detailed study proving the device meets acceptance criteria in the sense of a clinical trial for an AI/ML product.

    Therefore, many of the requested items (sample sizes for test/training sets, number of experts, adjudication methods, MRMC studies, standalone performance, types of ground truth, etc.) are not applicable to this type of regulatory submission for this class of device.

    This document focuses on non-clinical performance testing and biocompatibility to show that the new device performs as intended and is as safe and effective as the predicate device.

    Here's the information that can be extracted and a breakdown of why some questions are not directly answerable from this document:

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

    The document states that "All of the pre-determined acceptance criteria were met" for various categories of non-clinical testing. While it lists the standards to which the device was tested, it does not provide the specific numerical acceptance criteria within those standards or the exact reported performance values (e.g., a specific tensile strength value that passed the ISO 7864 requirement).

    However, it does implicitly describe acceptance criteria as compliance with established international standards for similar devices.

    Category of TestingSpecific Standards/TestsAcceptance Criteria (Implicit)Reported Device Performance
    Performance TestingISO 8536-4 (Infusion sets), ISO 9626 (SS needle tubing), ISO 7864 (Sterile hypodermic needles), ISO 80369-7 (Small-bore connectors), ISO 80369-20 (Common test methods), ISO 23908 (Sharps injury protection), ISO 6009 (Colour coding), ISO 2859-1 (Sampling procedures), USP 788 (Particulate Matter), Flowrate and Priming volume of tubingCompliance with all listed international standards."met all requirements of related international standards", "All of the pre-determined acceptance criteria were met."
    BiocompatibilityISO10993-1 (General), ISO10993-5 (Cytotoxicity), ISO10993-10 (Skin Sensitization, Intracutaneous Reactivity), ISO10993-11 (Acute Systemic Toxicity), ISO10993-4 (Coagulation, Complement Activity, Hemolytic Properties), ISO10993-3 (Ames Test, Mammalian Chromosome Aberration, Mammalian Erythrocyte Micronucleus)Compliance with ISO10993-1 and specific substantiating tests."The new device complies with the biocompatibility requirement defined in ISO10993-1", "The verification test shows that the new devices comply with the biocompatibility requirement defined in ISO10993-1", "All of the pre-determined acceptance criteria were met."
    SterilityISO11135-1 (Ethylene Oxide Sterilization), ISO11737-1 (Microorganisms on product), ISO11737-2 (Tests of sterility), ISO10993-7 (EO Residuals), ANSI/AAMI ST72 (Bacterial endotoxins)Sterilization validated per ISO11135, achieving a SAL of 10^-6."The sterilization was conducted according to the following standards", "achieves the same SAL of 10^-6 as the predicate device", "All of the pre-determined acceptance criteria were met."
    Package and Shelf LifeAAMI/ANSI/ISO 11137-1 (Radiation), AAMI/ANSI/ISO11737-2 (Sterility), AAMI/ANSI/ISO 11607-1 (Packaging), ASTM F1929 (Dye Penetration), ASTM F1980 (Accelerated Aging), ASTM D3078 (Bubble Emission), ASTM F88/F88M (Seal Strength)Support the stated shelf life claim, maintaining package integrity and sterility."The test result supports the shelf life claim for the subject device from the sterilization date.", "All of the pre-determined acceptance criteria were met."

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

    • Sample Size: Not explicitly stated for specific tests beyond general adherence to standards (e.g., ISO 2859-1 for sampling procedures). For medical device clearances like this, testing typically involves a sufficient number of units to demonstrate compliance with the relevant standards for the device type, rather than statistical sampling for clinical performance.
    • Data Provenance: The manufacturer is Anhui Hongyu Wuzhou Medical Manufacturer Co., Ltd. in Anhui Province, China. The testing would have been conducted by or for this manufacturer. The document doesn't specify if the underlying data for the standard compliance comes from prospective or retrospective studies, but given it's non-clinical testing, it would be prospective testing of newly manufactured devices.

    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)

    • N/A. This is a non-clinical device clearance. Ground truth in the context of expert review for medical imaging or AI performance is not relevant here. The "ground truth" for the device's acceptable performance is defined by its adherence to established international engineering, materials, and sterility standards.

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

    • N/A. Adjudication methods are relevant for subjective interpretations, typically in clinical studies or expert reviews. Non-clinical performance tests have objective, measurable endpoints defined by standards.

    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

    • N/A. This is a physical medical device (blood collection/infusion set), not an AI/ML product. MRMC studies are not relevant.

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

    • N/A. This is a physical medical device, not an AI algorithm.

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

    • The "ground truth" for this device's safety and effectiveness is its compliance with internationally recognized consensus standards (e.g., ISO, ASTM, USP) for the performance, materials, sterility, and biocompatibility of hypodermic needles and infusion sets. These standards define the acceptable physical, chemical, and biological properties.

    8. The sample size for the training set

    • N/A. This is a physical device, not an AI/ML product that undergoes "training."

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

    • N/A. Not applicable, as it's not an AI/ML product.
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    K Number
    K202188
    Date Cleared
    2021-02-19

    (199 days)

    Product Code
    Regulation Number
    862.1675
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Safety Blood Collection Sets for Single Use and blood collection tube/syringe are used together for the collection of venous blood. The winged needle is designed with a safety shield to cover the needle immediately following blood collection to aid in the protection against accidental needlestick injury.

    Device Description

    The Safety Blood Collection Sets for Single Use are used in routine venipuncture procedures. The winged needle is designed with a safety shield, which can be activated to cover the needle immediately the following venipuncture to aid in the protection against accidental needlestick injury. The Safety Blood Collect Sets is compatible for use with a tube and syringe. The product is to be used by appropriately trained healthcare professionals, only following the product instructions. The Blood Collection needle is manufactured from tubular stainless steel sharpened at both ends that is attached to the hub. The hub is threaded on one side to connect to the needle holder, which is used to guide the needle into an evacuated blood collection tube. This end of the needle is the shorter end and is fitted with a protective rubber cap and a needle holder. The opposite end of the needle is 3/4" long for withdrawing blood and is fitted with a needle sheath. The needle holder and needle sheath protect the needle. The safety feature is operated through the release of a latch mechanism whereby the user slides a winged cover over the needle, as it is removed from the patient. Once the needle is covered, the safety cover locks in place. This mechanism is substantially equivalent to the predicate device. The proposed devices are packaged as sterile, single-use, and single patient use only. The proposed device consists of ten components: 1. needle holder 2. rubber sleeve 3. puncture needle 4. needle hub (male luer lock connector) 5. connect base (female luer lock connector) 6. flexing tube 7. safety shield 8. wings 9. patient-end tube needle 10. needle sheath

    AI/ML Overview

    The provided text is a 510(k) summary for a medical device (Safety Blood Collection Sets for Single Use). It details the device's characteristics, comparison to a predicate device, and various performance, biocompatibility, and sterility tests conducted. However, it does NOT describe a study that proves the device meets specific acceptance criteria in terms of AI or algorithm performance, nor does it involve human readers, expert consensus for ground truth, or an MRMC study.

    The document discusses "acceptance criteria" only in the context of the physical and biological testing of the blood collection set (e.g., sterilization, biocompatibility, mechanical performance). It explicitly states: "No clinical study is included in this submission." This type of 510(k) submission generally relies on demonstrable substantial equivalence to a legally marketed predicate device through non-clinical testing, rather than novel clinical performance studies involving human subjects or AI algorithms.

    Therefore, many of the requested bullet points, particularly those related to AI/algorithm performance, human readers, sample sizes for test/training sets for AI, ground truth establishment for AI, and MRMC studies, are not applicable to the content of this document.

    I will address the applicable parts based on the provided text, and explicitly state when information is not present or not relevant to the document's content.


    Description of Acceptance Criteria and Proving Device Meets Them

    The document describes the acceptance criteria in the context of various performance, biocompatibility, and sterility tests for a physical medical device (blood collection set). It does not pertain to the performance of an AI/algorithm-based device.

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

    The document states that "All of the pre-determined acceptance criteria were met" for various tests, but it does not provide a specific table with the acceptance criteria values alongside numerical performance results for the device. It generally states compliance with relevant ISO and ASTM standards.

    Here's a summary of the stated compliance:

    Test CategoryStandards Complied WithReported Device Performance
    Performance TestingISO 9626 (Stainless steel needle tubing), ISO 7864 (Sterile hypodermic needles), ISO 80369-7 (Small-bore connectors for intravascular/hypodermic applications), ISO 80369-20 (Common test methods for small-bore connectors), ISO 23908 (Sharps injury protection), ISO 6009 (Color coding for identification)Complies with all noted standards. (e.g., Hub/Needle bond strength for 21G > 44N, complying with ISO7864)
    BiocompatibilityISO10993-1 (Biological evaluation of medical devices, specifically for externally communicating devices, contact circulating blood for <24h duration). Specific tests mentioned: In Vitro Cytotoxicity (ISO10993-5), Skin Sensitization (ISO10993-10), Intracutaneous Reactivity Test (ISO10993-10), Acute Systemic Toxicity (ISO10993-11), Hemocompatibility, Pyrogenicity.Complies with ISO10993-1 requirements; verification tests show compliance.
    Sterility InformationISO11135-1 (EO sterilization), ISO11737-1/2 (Sterilization Microbiological Methods), ISO 10993-7 (Ethylene Oxide Residuals), ANSI/AAMI ST72 (Bacterial endotoxins Test methods)All pre-determined acceptance criteria were met. Device is EO sterilized with SAL of 10-6.
    Package and Shelf LifeAAMI/ANSI/ISO 11137-1 (Radiation sterilization), AAMI/ANSI/ISO11737-2 (Sterility tests), AAMI/ANSI/ISO 11607-1 (Packaging), ASTM F1929 (Seal Leaks by Dye Penetration), ASTM F1980 (Accelerated Aging), ASTM D3078 (Leaks by Bubble Emission), ASTM F88/F88M (Seal Strength).All pre-determined acceptance criteria were met. Test results support shelf life claim.

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

    • Sample Sizes: The document does not specify the exact sample sizes used for each of the non-clinical performance, biocompatibility, or sterility tests. It confirms that the tests were conducted.
    • Data Provenance: The manufacturer is Anhui Hongyu Wuzhou Medical Manufacturer Co., Ltd. in Anhui Province, China. The testing would have been conducted by or for this manufacturer. The data relates to the physical device's characteristics and performance, not patient data. These were laboratory tests, not retrospective or prospective clinical studies involving patients.

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

    • This question is not applicable as the document describes the testing of a physical medical device (blood collection set) and not an AI or algorithm-based device that would require expert-established ground truth from images or other data.

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

    • This question is not applicable for the same reasons as point 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:

    • This question is not applicable. The submission explicitly states, "No clinical study is included in this submission," and the device is a physical blood collection set, not an AI-assisted diagnostic tool.

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

    • This question is not applicable. The device is not an algorithm.

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

    • This question is not applicable in the context of AI/algorithm ground truth. For the physical device, the "ground truth" or "acceptance criteria" are defined by compliance with established international standards (ISO, ASTM) for material properties, mechanical strength, sterility, biocompatibility, and safety features.

    8. The sample size for the training set:

    • This question is not applicable as there is no training set for an AI/algorithm described.

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

    • This question is not applicable as there is no training set for an AI/algorithm described.
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    K Number
    K190183
    Date Cleared
    2019-10-04

    (245 days)

    Product Code
    Regulation Number
    880.5860
    Reference & Predicate Devices
    Predicate For
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    Hypodermic Safety Needle with Syringe: The Hypodermic Safety Needle with Syringe is intended for use in the aspiration and injection of fluids for medical purpose. After withdrawal of the needle from the body, the attached needle safety shield can be manually activated to cover the needle immediately after use to minimize risk of accidental needle sticks.
    Hypodermic Safety Needle: The Hypodermic Safety Needle is intended to be used with a luer lock syringe for aspiration and injection of fluids for medical purpose. After withdrawal of the needle from the body, the attached needle safety shield can be manually activated to cover the needle immediately after use to minimize risk of accidental needlestick.

    Device Description

    The device is used for subcutaneous injection, intravenous injection of blood and preparation of liquid medicine. The needle tube will be pushed into safety cap after use. It is designed to aid in the prevention of needle stick injuries. This device is a single use device, which is delievered sterile. The device is a disposable anti-needle stick syringe made of the following components: Needle cap, Needle tube, Safety shield, Needle hub, Barrel, Plunger, Plunger stopper.

    AI/ML Overview

    The provided document describes the acceptance criteria and the studies conducted for the Anhui Hongyu Wuzhou Medical Manufacturer Co., Ltd.'s Hypodermic Safety Needle and Hypodermic Safety Needle with Syringe.

    Here's a breakdown of the requested information:

    1. Table of acceptance criteria and the reported device performance

    The document states that "All of the pre-determined acceptance criteria were met" for each of the performance tests, biocompatibility tests, and sterility information tests. Specific numerical acceptance criteria are generally not explicitly detailed in this type of summary report but are implied by adherence to the referenced standards.

    Type of TestAcceptance Criteria (Implied by standard adherence)Reported Device Performance
    Performance TestingMet requirements of referenced ISO standardsAll pre-determined acceptance criteria were met.
    ISO 9626: 2016-08-01(Stainless steel needle tubing requirements)Met.
    ISO 7864: 2016-08-01(Sterile hypodermic needles requirements)Met.
    ISO 594-1:1986-06-15(Luer taper fittings - General requirements)Met.
    ISO 594-2: 1998-09-01(Luer taper fittings - Lock fittings)Met.
    ISO 23908: 2011-06-11(Sharps injury protection requirements)No failures of the safety feature were demonstrated.
    ISO 7886-1: 2017-05(Sterile hypodermic syringes requirements)Met.
    ISO 6009: 2016-08-01(Needle color coding requirements)Met.
    Simulated Clinical StudyNo failures of the safety featureNo failures of the safety feature of the Hypodermic Safety Needle with Syringe. All pre-determined acceptance criteria were met.
    Biocompatibility TestingMet requirements of referenced ISO/ASTM standardsAll pre-determined acceptance criteria were met.
        In Vitro Cytotoxicity(ISO10993-5: 2009)Met.
        Skin Sensitization(ISO10993-10: 2010)Met.
        Intracutaneous Reactivity Test(ISO10993-10: 2010)Met.
        Acute Systemic Toxicity(ISO10993-11; 2006)Met.
        Coagulation test(ISO10993-4: 2002 Amd1:2006(E))Met.
        Complement activity Test(ISO10993-4: 2002 Amd1:2006(E))Met.
        Hemolytic Properties Test(ASTM F756-13)Met.
        Pyrogen Test(ISO 10993-11:2006)Met.
        Subacute/Subchronic Toxicity Testing(Implied by ISO10993-1 and ISO10993-11)Met.
        USP 788 Particulate Matter(USP 788 standard)Met.
    Sterility InformationMet requirements of referenced ISO/ANSI/AAMI standardsAll pre-determined acceptance criteria were met.
    Package and Shelf LifeMet requirements of referenced ISO/ASTM standards to support 5-year shelf lifeThe test result supports the 5 years shelf life claim. All pre-determined acceptance criteria were met.

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

    The document does not explicitly state the specific sample sizes used for each test set. It mentions a "simulated clinical study" but does not provide details on the number of devices tested.
    The data provenance is implied to be from internal testing conducted by the manufacturer, Anhui Hongyu Wuzhou Medical Manufacturer Co., Ltd., likely in China (Anhui Province China is listed as the manufacturer's location). The studies are retrospective as they were conducted to support a premarket notification.

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

    This information is not provided in the document. The document describes bench testing, simulated clinical studies, biocompatibility, sterility, and packaging tests, which typically rely on standardized methods and laboratory results rather than expert consensus on ground truth in the way a clinical imaging study might.

    4. Adjudication method for the test set

    This information is not applicable and is not provided. The testing described does not involve expert adjudication or interpretation for ground truth.

    5. If a multi reader multi case (MRMC) comparative effectiveness study was done, If so, what was the effect size of how much human readers improve with AI vs without AI assistance

    This is not applicable to the device described. The device is a medical hardware product (safety needle/syringe), not an AI diagnostic or assistive tool.

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

    This is not applicable to the device described as it is not an algorithm or AI product. The "simulated clinical study" refers to testing the physical safety feature of the needle/syringe.

    7. The type of ground truth used

    For the performance testing, biocompatibility, sterility, and package/shelf life, the "ground truth" is defined by adherence to specific international and national standards (ISO, ASTM, USP, AAMI, ANSI). For example, for sharps injury prevention, the ground truth is whether the safety feature prevents accidental needle sticks as per ISO 23908 requirements. For biocompatibility, the ground truth is that the materials do not elicit adverse biological responses as per ISO 10993.

    8. The sample size for the training set

    This is not applicable as the device is not an AI/ML algorithm that requires a training set.

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

    This is not applicable as the device is not an AI/ML algorithm.

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