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A patient examination gloves is a disposable device intended for medical purpose that is worn on the examiner's hand or fingers to prevent contamination between patient and examiner. In addition, these gloves were tested for use with chemotherapy drugs, fentanyl citrate, xylazine, gastric acid, fentanyl in gastric acid and xylazine in gastric acid in accordance with ASTM D6978-05 Standard Practice for Assessment of Resistance of Medical gloves to Permeation by Chemotherapy Drugs.

Warning: do not use with Carmustine and Thiotepa.

The maximum testing time is 240 minutes. Please note that the following drug has an extremely low permeation time:

• Carmustine (BCNU) 3.3 mg/ml 21.5 minutes
• Thiotepa 10.0 mg/ml 13.6 minutes

"Disposable Powder Free Nitrile Examination Glove, Blue Color, Tested For Use With Chemotherapy Drugs, Fentanyl Citrate, Xylazine, Gastric acid, Fentanyl in Gastric acid and Xylazine in Gastric acid" is a patient examination glove made from nitrile compound, non-sterile (as per 21 CFR 880.6250, Class I). The principle operation of this medical device is to provide single use barrier protection for the wearer and the device meets the specifications for Barrier Protection and tensile properties as defined in ASTM D6319-19, Standard specification for Nitrile Examination Gloves.

The provided document is an FDA 510(k) clearance letter for a medical device: "Disposable Powder Free Nitrile Examination Glove, Blue Color, Tested For Use With Chemotherapy Drugs, Fentanyl Citrate, Xylazine, Gastric acid, Fentanyl in Gastric acid and Xylazine in Gastric acid."

This is a physical medical device (a glove), not a software device or an AI/ML algorithm. Therefore, many of the requested categories related to AI/ML model validation (e.g., sample size for test set, data provenance, number of experts for ground truth, adjudication methods, MRMC studies, standalone performance, training set details) are not applicable to this type of FDA submission.

The document assesses the device's physical properties and its resistance to permeation by various hazardous substances. The "acceptance criteria" and "study that proves the device meets the acceptance criteria" refer to bench testing against established ASTM and CFR standards for medical gloves.

Here's the breakdown of the relevant information from the document, tailored to the nature of this device:

Acceptance Criteria and Device Performance for Disposable Nitrile Examination Gloves

1. Table of Acceptance Criteria and Reported Device Performance

The device (Disposable Powder Free Nitrile Examination Glove, Blue Color) was tested against several physical and chemical permeation standards. The acceptance criteria and results are outlined in the "Assessment of Non-Clinical Performance Data" section (Page 17-19) and the "Indications for Use" section (Page 4-5) and summarized within the "510(k) Summary" (Page 7-11).

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

• Sample Size: The document does not explicitly state numerical sample sizes for each specific test (e.g., how many gloves were tested for a burst, tensile, or permeation). However, it implies that testing was conducted according to the specified ASTM and FDA methodologies, which inherently define minimum sample sizes for material testing (e.g., AQL levels for freedom from holes).
• Data Provenance: The tests are "bench testing" conducted on physical glove samples. The manufacturer is "Ever Global (Vietnam) Enterprise Corporation" from Vietnam, so the testing was likely conducted in accordance with international standards at a facility associated with the manufacturer or a certified testing lab. The data is non-clinical performance data from laboratory experiments, not patient data.

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

• Not Applicable. As this is a physical device subject to material property and permeation testing, "ground truth" is established by adherence to physical measurement standards and chemical analysis protocols (e.g., ASTM D6319-19 for physical properties, ASTM D6978-05 for permeation). No human expert interpretation or consensus is required to establish the "truth" of a chemical breakthrough time or tensile strength value.

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

• Not Applicable. Adjudication methods are relevant in subjective human interpretation tasks (e.g., radiology image reading). For objective bench testing of physical properties, results are determined by instrumentation and adherence to standardized protocols, not human 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. MRMC studies are used for evaluating the impact of AI on human reader performance, typically in medical imaging. This is a physical glove, not an AI-assisted diagnostic tool.

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

• Not Applicable. This is a physical device, not an algorithm.

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

• The "ground truth" is established through objective, standardized laboratory measurement methods as defined by the referenced ASTM (American Society for Testing and Materials) and CFR (Code of Federal Regulations) standards.
  • For physical properties (Dimensions, Tensile Strength, Elongation, Powder Residual, Freedom from Holes), the ground truth is the measured physical values against the defined thresholds in ASTM D6319-19 and 21 CFR 800.20 & ASTM D5151-19.
  • For chemical permeation (Resistance to Hazardous Drugs), the ground truth is the measured breakthrough time determined by chemical analysis according to ASTM D6978-05.
  • For Biocompatibility, the ground truth is the biological response (cytotoxicity, dermal reactions) as measured per AAMI/ANSI/ISO 10993-5 and 10993-10 standards.

8. The sample size for the training set:

• Not Applicable. This is a physical product, not a machine learning model; therefore, there is no "training set." The product's design and manufacturing process are developed through engineering and material science, not data training.

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

• Not Applicable. As there is no training set for this physical device.

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A patient examination glove is a disposable device intended for medical purposes that is worn on the examiner's hand to prevent contamination between patient and examiner. These gloves were tested for use with chemotherapy drugs and fentanyl citrate per ASTM D6978-05 (Reapproved 2019) Standard Practices for Assessment of Medical Gloves to Permeation by Chemotherapy Drugs.

GLOVEONE™, Powder-Free Nitrile Examination Gloves – Non-sterile [Tested for Use with Chemotherapy Drugs and Fentanyl] are Class I patient examination gloves, bearing the product codes LZA, LZC, OPJ, QDO (21 CFR 880.6250). They meet all current specifications listed under the ASTM D6319-19 (2023), Standard Specification for Nitrile Examination Gloves for Medical Application and comply with requirements for Standard Practice for Assessment of Resistance of Medical Gloves to Permeation by Chemotherapy Drugs per ASTM D6978-05. The powder-free gloves are made from Nitrile (NBR) latex and are green in color. The product is non-sterile, fingertip textured, ambidextrous with beaded cuff, and single use only. The product is not manufactured using natural rubber latex.

GLOVEONE™, Powder-Free Nitrile Examination Gloves – Non-sterile [Tested for Use with Chemotherapy Drugs and Fentanyl] include glove sizes: X-Small, Small, Medium, Large, and X-Large.

This document is a 510(k) clearance letter for medical examination gloves and contains no information about an AI/ML powered device. Therefore, it's impossible to extract the requested information related to acceptance criteria, study details (sample sizes, data provenance, expert ground truth), MRMC studies, or standalone algorithm performance.

The provided text focuses on the performance characteristics of gloves (e.g., resistance to chemotherapy drugs, physical dimensions, biocompatibility) and their substantial equivalence to a predicate device.

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The glove is a disposable device intended for medical purposes that is worn on the examiner's hand to prevent contamination between patient and examiner. Gloves have been tested for use with chemotherapy drugs, Fentanyl Citrate and Other Select Drugs using ASTM D6978-05(2019)

Powder Free Nitrile Examination Gloves (Violet, Black, Green), Tested for Use with Chemotherapy Drugs, Fentanyl Citrate and Select Other Drugs Are Class I Patient Examination Gloves and Specialty Chemotherapy Gloves. They are ambidextrous and come in different sizes - Extra Small, Medium, Large, Extra Large and XXL, Gloves meet the specification of ASTM D6319 and have been tested for resistance to permeation by chemotherapy drugs, Fentanyl Citrate and Select Other Drugs as per ASTM D6978. The gloves are single use, disposable, and non-sterile.

Here's a breakdown of the acceptance criteria and study information for the Powder Free Nitrile Examination Gloves:

1. Table of Acceptance Criteria and Reported Device Performance:

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

The document does not explicitly state the sample sizes used for each specific test (e.g., number of gloves tested for length, width, thickness, etc.). However, the tests were conducted according to established ASTM and ISO standards, which typically specify appropriate sample sizes for such evaluations.

• Provenance: This information is not directly stated. The tests were conducted according to international standards (ASTM and ISO). The manufacturing company is Lingshi Hongruida Health Protection Technology Co., Ltd. located in Jinzhong, Shanxi, China. It is highly probable that the testing was performed in a laboratory either in China or an accredited facility capable of performing these international standard test methods. The study appears to be retrospective as it involves the testing of a finished device against established performance criteria.

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

This information is not applicable. The device is a physical product (nitrile gloves), and its performance is evaluated against objective, measurable criteria defined by established engineering and biological safety standards (ASTM and ISO), not subjective expert interpretation of medical images or patient data. The "ground truth" is derived from direct measurements and laboratory analyses, not expert consensus.

4. Adjudication Method for the Test Set:

This information is not applicable. As the testing involved objective physical and chemical performance standards, there was no need for expert adjudication. The results were quantifiable measurements against pre-defined acceptance criteria.

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 typically used for diagnostic or screening devices involving human interpretation of medical data (e.g., radiologists reading images). This product is a medical glove, and its effectiveness is determined through standardized physical, chemical, and biological testing.

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

Yes, the studies conducted are standalone performance evaluations of the physical glove itself, without any human-in-the-loop component in the evaluation of its core performance characteristics (e.g., tensile strength, resistance to chemical permeation, cytotoxicity). The testing directly measured the attributes of the glove.

7. The Type of Ground Truth Used:

The ground truth for this device's performance evaluation is based on established objective technical standards and laboratory measurements. Specifically:

• Physical properties (length, width, thickness, tensile strength, elongation) are measured directly according to ASTM D6319-19 and ASTM D412-16(2021).
• Chemical resistance (chemotherapy drug permeation) is measured according to ASTM D6978-05 (Reapproved 2019).
• Biocompatibility (skin sensitization, irritation, cytotoxicity, systemic toxicity) is evaluated through laboratory tests following ISO 10993 series standards.
• Freedom from holes is evaluated by ASTM D5151-19.
• Powder residue is evaluated by ASTM D6124-06 (Reapproved 2022).

8. The Sample Size for the Training Set:

This information is not applicable. This device is a physical product, not an AI/ML algorithm. Therefore, there is no "training set" in the context of machine learning. The manufacturing process and quality control would involve statistical sampling typical for medical device production.

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

This information is not applicable, as there is no training set for this type of device.

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A patient examination gloves is a disposable device intended for medical purpose that is worn on the examiner's hand or fingers to prevent contamination between patient and examiner. In addition, these gloves were tested for use with chemotherapy drugs, fentanyl citrate, and xylazine in accordance with ASTM D6978-05 Standard Practice for Assessment of Resistance of Medical gloves to Permeation by Chemotherapy Drugs.

"Disposable Powder Free Nitrile Examination Glove, Blue Color, Tested For Use With Chemotherapy Drugs And Fentanyl Citrate And Xylazine" is a patient examination glove made from nitrile compound, non-sterile (as per 21 CFR 880.6250, Class I). The principle operation of this medical device is to provide single use barrier protection for the wearer and the device meets the specifications for Barrier Protection and tensile properties as defined in ASTM D6319-19, Standard specification for Nitrile Examination Gloves.

The provided document is a 510(k) Premarket Notification for a Disposable Powder Free Nitrile Examination Glove, Blue Color, Tested For Use With Chemotherapy Drugs and Fentanyl Citrate and Xylazine.

This device is a Class I medical device (non-powered patient examination glove). For devices in this class, the FDA typically does not require a clinical performance study with human subjects. Instead, evidence of substantial equivalence to a predicate device is primarily demonstrated through non-clinical performance data (bench testing).

Therefore, the requested information regarding AI device acceptance criteria, MRMC studies, ground truth establishment, training sets, and expert adjudication are not applicable to this particular device submission. This document describes the performance of a physical examination glove, not an AI or imaging device.

However, I can extract the acceptance criteria and reported device performance from the non-clinical testing:

Acceptance Criteria and Reported Device Performance

The study aims to demonstrate that the subject device (Disposable Powder Free Nitrile Examination Glove, Blue Color, Tested For Use With Chemotherapy Drugs and Fentanyl Citrate and Xylazine) meets the acceptance criteria for various physical and chemical resistance properties, establishing its substantial equivalence to a predicate device (K193555).

Here is a table summarizing the acceptance criteria and the device's reported performance:

Regarding the specific questions about AI/imaging studies:

• 2. Sample size used for the test set and the data provenance: Not applicable. This refers to physical tests on glove samples.
• 3. Number of experts used to establish the ground truth... and their qualifications: Not applicable. Ground truth for physical properties is established by standardized testing methods.
• 4. Adjudication method (e.g., 2+1, 3+1, none) for the test set: Not applicable. Results are quantitative measurements from lab tests.
• 5. If a multi reader multi case (MRMC) comparative effectiveness study was done...: Not applicable. This is not an AI or imaging device.
• 6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done: Not applicable. This is not an algorithm.
• 7. The type of ground truth used (expert consensus, pathology, outcomes data, etc.): The "ground truth" for this device's performance is established through adherence to recognized international/national standards for medical glove testing (e.g., ASTM D6319-19, ASTM D5151-19, ASTM D6978-05, AAMI/ANSI/ISO 10993-5, AAMI/ANSI/ISO 10993-10). These standards define the test methods and performance requirements.
• 8. The sample size for the training set: Not applicable. This is a manufactured product, not an AI model.
• 9. How the ground truth for the training set was established: Not applicable. Manufacturing controls and quality assurance ensure consistency, not a "training set" in the context of AI.

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The glove is a disposable device intended for medical purposes that is worn on the examiner's hand or finger to prevent contamination between patient and examiner.

The glove was tested for use with chemotherapy drugs and Fentanyl Citrate as per ASTM D6978-05(2023).

The subject device is single use, disposable and non-sterile gloves intended for medical purposes to be worn on the examiner's hands to prevent contamination between patient and examiner. The gloves are powder free, ambidextrous with beaded cuff, Blue/Black colored, nitrile, and tested for use with chemotherapy drugs and Fentanyl Citrate. The gloves are offered in six sizes: XS, S, M, L, XL, XXL.

This FDA 510(k) summary describes the acceptance criteria and the study results for the Powder Free Nitrile Examination Gloves (Blue, Black), Tested for Use with Chemotherapy Drugs and Fentanyl Citrate (K242936).

Here's the breakdown of the requested information:

1. Table of Acceptance Criteria and Reported Device Performance:

Black Gloves:
Carmustine: 22.6 min
Cisplatin: >240 min
Cyclophosphamide: >240 min
Dacarbazine: >240 min
Doxorubicin HCL: >240 min
Etoposide: >240 min
Fluorouracil: >240 min
Methotrexate: >240 min
Paclitaxel: >240 min
Thiotepa: 35.6 min
Fentanyl Citrate: >240 min |
| ISO 10993 Part 10-2021 - Biocompatibility | | | |
| Skin Sensitization Testing | Skin Sensitization Testing | Under the conditions of the study, the device is not a sensitizer | The test article extracts showed no evidence of causing delayed dermal contact sensitization in the guinea pig. The test article was not considered a sensitizer in the guinea pig maximization test. |
| ISO 10993 Part 23-2021 - Biocompatibility | | | |
| Skin Irritation Testing | Skin irritation Testing | Under the conditions of the study, the device is not an irritant | The test article met the requirements of the test since the difference between each test article extract overall mean score and corresponding control extract overall mean score was 0.0 and 0.0 for the SC and SO test article extracts, respectively. |
| ISO 10993-5:2009 - Biocompatibility | | | |
| Cytotoxicity testing | Cytotoxicity testing | No Cytotoxicity reactivity (note: text says "No Cytotoxicity reactivity" but result section shows some initial toxicity addressed by further testing) | The test article extract showed evidence of causing severe cell lysis or toxicity. Toxicity concerns was addressed by Acute Systemic Toxicity testing. |
| ISO 10993-11:2017 - Biocompatibility | | | |
| Acute systemic toxicity study | Acute systemic toxicity study | Subject showed no adverse biological reaction | There was no mortality or evidence of systemic toxicity from the extracts injected into mice. Each test article extract met the requirements of the study. |

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

The document does not explicitly state the sample sizes for the test sets for each specific test (e.g., how many gloves were tested for length, how many for water leak). However, the standard ASTM D6319-19(2023) and other listed standards would define the required sample sizes for each test to ensure statistical validity.

The data provenance is not explicitly stated in terms of country of origin of the data or retrospective/prospective. However, the tests are "non-clinical tests" conducted to verify design specifications and conform to international and national standards (ASTM, ISO). This suggests the data was generated through controlled laboratory testing following these specified methodologies.

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

This device is a medical glove, and its performance evaluation primarily relies on objective, standardized laboratory tests against defined physical, chemical, and biological endpoints, not subjective expert assessment of images or clinical cases. Therefore, the concept of "experts establishing ground truth for a test set" as typically understood in AI/imaging studies does not apply here. The "ground truth" for these tests is the quantitative measurement results compared to the established thresholds defined by the standards.

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

Not applicable. As mentioned above, the evaluation relies on objective analytical tests rather than subjective human assessment 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 device is a medical glove, not an AI-powered diagnostic or assistive technology for human readers. No MRMC study was performed.

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

Not applicable. This is not an algorithm or software device.

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

The "ground truth" for the performance evaluation of these gloves is based on objective measurements and chemical analysis as defined by the referenced ASTM and ISO standards. For example:

• Physical properties (length, width, thickness, tensile strength, elongation): Measured values compared to a numerical range or minimum defined by ASTM D6319.
• Freedom from holes (water leak test): Objective criteria (AQL 2.5) for defect detection.
• Powder residue: Quantitative measurement (Max 2mg/glove).
• Chemical permeation (chemotherapy drugs and Fentanyl Citrate): Directly measured breakthrough detection time (BDT) in minutes, as per ASTM D6978.
• Biocompatibility (Sensitization, Irritation, Cytotoxicity, Systemic Toxicity): Laboratory test results demonstrating lack of adverse biological reactions as defined by ISO 10993 standards and evaluated against established pass/fail criteria (e.g., no evidence of sensitization, no irritancy, no mortality/toxicity).

8. The sample size for the training set:

Not applicable. This is not an AI/machine learning device that requires a training set.

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

Not applicable. This is not an AI/machine learning device.

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A Nitrile powder free examination glove is a disposable device intended purposes, worn on the examiner's hand or finger to prevent contamination between examiner and patient. This specialty glove has also been tested for use with 46 Chemotherapy drugs, the Opioid Fentanyl citrate, simulated Gastric Acid, Fentanyl in Gastric Acid, the tranquilizer Xylazine, and Xylazine in Fentanyl citrate.

Powder Free Nitrile Examination Glove, Non-sterile, Tested for Use with 46 Chemotherapy Drugs, the Opioid Fentanyl citrate, simulated Gastric Acid, Fentanyl in Gastric Acid, the tranquilizer Xylazine, and Xylazine in Fentanyl citrate (Blue)

This document is an FDA 510(k) premarket notification letter for "Powder Free Nitrile Examination Gloves, Non-sterile, Tested for Use with 46 Chemotherapy Drugs, the Opioid Fentanyl citrate, simulated Gastric Acid, Fentanyl in Gastric Acid, the tranquilizer Xylazine, and Xylazine in Fentanyl citrate (Blue)". This is a Class I medical device (non-powdered patient examination glove).

The document does not describe an AI/ML-driven medical device, nor does it contain information about clinical study results, expert adjudication, or ground truth establishment relevant to AI/ML device performance. It is a regulatory clearance letter for a physical product (gloves) and lists testing results for breakthrough times against various chemicals for the purpose of demonstrating the device's protective capabilities.

Therefore, the requested information cannot be extracted from the provided text. The questions about acceptance criteria, study details, sample sizes, expert involvement, and ground truth are not applicable to the content of this document.

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The Powder Free Nitrile Examination Gloves (Blue) , Tested for Use with Chemotherapy Drugs and Fentanyl Citrate is a disposable device intended for medical purposes that is worn on the examiner's hand or finger to prevent contamination between patient and examiner. The tested chemotherapy drugs are: Carmustine 3.3 mg/ml(3,300 ppm) 27.7 (35.5,27.7,27.7) Cisplatin 1 mg/ml (1,000 ppm) >240min Cyclophosphamide 20 mg/ml (20,000 ppm) >240min Dacarbazine 10mg/ml (10,000 ppm) >240min Doxorubicin HCl 2 mg/ml(2,000 ppm) >240min Etoposide 20 mg/ml (20,000 ppm) >240min Fluorouracil 50mg/ml(50,000 ppm) >240min Gemcitabine HCl 38 mg/ml (38,000 ppm) >240min Ifosfamide 50mg/ml (50,000 ppm) >240min Methotrexate 25mg/ml (25,000 ppm) >240min Mitomycin C 0.5 mg/ml(500 ppm) >240min Mitoxantrone HC1 2 mg/ml (2,000 ppm) >240min Paclitaxel 6 mg/ml (6,000 ppm) >240min Thiotepa 10 mg/ml (10,000 ppm) 59.4(67.5,59.4,65.9) Vincristine Sulfate 1 mg/ml (1,000 ppm) > 240min The tested non-chemotherapy drugs are: Fentanyl Citrate injection 100mcg/2ml >240min Note: Carmustine and Thiotepa have extremely low permeation times of 27.7 and 59.4 minutes respectively. Warning: Do Not Use with Carmustine, Thiotepa

The Powder Free Nitrile Examination Gloves (Blue), Tested for Use with Chemotherapy Drugs and Fentanyl Citrate are non-sterile, single use only, disposable examination gloves intended for medical purposes to be worn by examiners to prevent contamination between the examiner. The gloves are blue color, powder free, nitrile gloves. The gloves are offered in six sizes: XS、S、M、L、XL、XXL, packed in a paper box.

The proposed gloves are designed and manufactured in accordance with the ASTM D6319-19 standard and are tested for use with chemotherapy drugs and Fentanyl per ASTM D6978-05. The proposed device was modification from the legally marketed (existing) device "Powder free Nitrile Examination Gloves (Blue, Violet Blue, White, Cobalt Blue)"/K202356, manufactured by "KANGLONGDA VIETNAM PROTECTION TECHNOLOGY COMPANY LIMITED", same as the sponsor of this submission.

There are two modifications, one is to add a large model XXL, and the other is to add the "Tested for Use with Chemotherapy Drugs and Fentanyl Citrate" indications for use than the legally marketed (existing) device. Testing has been conducted on the proposed device passed as per ASTM D6978-05, ASTM D6319-19, ASTM D5151-19, ASTMD 6124-06.

The materials and the manufacturing process technology are the same.

The provided document (a 510(k) summary for medical gloves) does not contain information about a study that proves a device meets acceptance criteria related to AI/ML or human reader performance. The document is for "Powder Free Nitrile Examination Gloves" and pertains to mechanical and material properties, as well as resistance to chemical permeation.

Therefore, I cannot provide details on:

1. A table of acceptance criteria and reported device performance for an AI/ML device.
2. Sample size used for a test set or data provenance for an AI/ML device.
3. Number of experts used to establish ground truth or their qualifications for an AI/ML device.
4. Adjudication method for an AI/ML device test set.
5. Multi-reader multi-case (MRMC) comparative effectiveness study for human readers with and without AI.
6. Standalone performance of an algorithm.
7. Type of ground truth used (expert consensus, pathology, outcomes data, etc.) for an AI/ML device.
8. Sample size for the training set of an AI/ML device.
9. How the ground truth for an AI/ML training set was established.

However, based on the document, I can present the acceptance criteria and performance for the glove device as non-clinical testing.

Acceptance Criteria and Study for Powder Free Nitrile Examination Gloves

This document describes the non-clinical testing performed on "Powder Free Nitrile Examination Gloves (Blue), Tested for Use with Chemotherapy Drugs and Fentanyl Citrate" to demonstrate its safety and effectiveness.

1. Table of Acceptance Criteria and Reported Device Performance (Non-Clinical Testing of Gloves):

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

• The document does not specify the exact sample sizes (e.g., number of gloves tested for each attribute) for the physical and chemical resistance tests. It only states that tests were conducted according to the listed ASTM and ISO standards.
• Data Provenance: The testing was conducted to verify that the device meets design specifications and complies with international standards. The origin of the testing data is not explicitly stated beyond being "non-clinical tests."

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

• This is not applicable as the device is a medical glove, not an AI/ML diagnostic or prognostic tool. Ground truth is established by objective physical and chemical measurements following established standards, not by expert consensus or physician reads.

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

• Not applicable for this type of device testing.

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 as this is not an AI/ML device.

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

• Not applicable as this is not an AI/ML device.

7. The type of ground truth used:

• For the physical properties (dimensions, watertightness, tensile strength, powder content), the ground truth is based on direct physical measurement and standard test methods outlined in ASTM standards.
• For chemical permeation (chemotherapy drugs and Fentanyl), the ground truth is established by analytical measurement of breakthrough time according to ASTM D6978-05.
• For biocompatibility (irritation, sensitization, cytotoxicity), the ground truth is established by biological assays according to ISO 10993 standards.

8. The sample size for the training set:

• Not applicable as this is not an AI/ML device. The "training" for glove manufacturing relates to process control and material specifications, not a data-driven model.

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

• Not applicable as this is not an AI/ML device.

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THIS DEVICE IS A DISPOSABLE DEVICE INTENDED FOR MEDICAL PURPOSE THAT IS WORN ON THE EXAMINER'S HAND TO PREVENT CONTAMINATION BETWEEN PATIENT AND EXAMINER.

The tested chemotherapy drugs and permeation times are as follows:

Bleomycin Sulfate 15 mg/mL. >240 minutes Busulfan 6 mg/mL, >240 minutes Carboplatin (Paraplatin) 10 mg/mL, >240 minutes Carmustine (BCNU) 3.3 mg/mL, 23.5 minutes Cisplatin 1.0 mg/mL, >240 minutes Cyclophosphamide (Cytoxan) 20 mg/mL. >240 minutes Cytarabine 100 mg/mL, >240 minutes Dacarbazine (DTIC) IO mg/mL, >240 minutes Daunorubicin 5 mg/mL, >240 minutes Docetaxel IO mg/mL, >240 minutes Doxorubicin Hydrochloride 2 mg/mL, >240 minutes Epirubicin (Ellence) 2 mg/mL, >240 minutes Etoposide (Toposar) 20 mg/mL, >240 minutes Fludarabine 25 mg/mL, >240 minutes Fluorouracil 50 mg/mL, >240 minutes Gemcitabine 38 mg/mL, >240 minutes Idarubicin 1 mg/mL, >240 minutes Bendamustine (5.0 mg / ml), > 240 minutes Oxaliplatin (5.0 mg / ml), > 240 minutes Azacitidine (Vidaza] (25.0 mg / ml) ,> 240 minutes Capecitabine (26.0 mg / ml), > 240 minutes Cladribine (1.0 mg / ml), > 240 minutes Decitabine (5.0 mg / ml) ,> 240 minutes Pemetrexed (25.0 mg / ml), > 240 minutes Raltitrexed (0.5 mg / ml), > 240 minutes Actinomycin D (0.5mg / ml)(Dactinomycin), > 240 minutes Vinorelbine (10.0 mg / ml), > 240 minutes Vinblastine (1.0 mg / ml), > 240 minutes

Fentanyl tested as follows; Fentanyl citrate 100 mcg/2mL. >240 minutes

WARNING: Not for use with Carmustine or Thiotepa.

lfosfamide 50 mg/mL. >240 minutes Irinotecan 20 mg/mL. >240 minutes Mechlorethamine I mg/mL, >240 minutes Melphalan 5 mg/mL, >240 minutes Methotrexate 25 mg/mL, >240 minutes Mitomycin C 0.5 mg/mL. >240 minutes Mitoxantrone 2 mg/mL, >240 minutes Paclitaxel (Taxol) 6 mg/mL, >240 minutes Rituximab 10 mg/mL. >240 minutes Thiotepa 10 mg/mL, 37.9 minutes Trisenox 1 mg/mL . >240 minutes Vincristine Sulfate I mg/mL, >240 minutes Topotecan (1.0 mg / ml), >240 minutes Carfilzomib (2.0 mg / ml), >240 minutes Cetuximab [Erbitux] (2.0 mg / ml), > 240 minutes Temsirolimus (25.0 mg / ml), > 240 minutes Bortezomib [Velcade] (1.0 mg / ml), > 240 minutes Fulvestrant (50.0mg / ml),> 240 minutes Leuprorelin acetate (5.0 mg / ml), > 240 minutes Ganciclovir [Cytovene] (10.0 mg / ml), > 240 minutes Zidopusin (Retrovir) (10.0 mg / ml), > 240 minutes Zoledronic acid (0.8 mg / ml), > 240 minutes Triclosan (3.0 mg / ml), > 240 minutes Chloroquine (50.0 mg / ml), > 240 minutes Cyclosporine A (100.0 mg / ml) , > 240 minutes Propofol (10 mg/ml) (Diprivan), > 240 minutes MESNA (100 mg/ml), > 240 minutes

Non-sterile, Powder-Free Nitrile Examination Glove Tested for use with 55 Chemotherapy Drugs and Fentanyl- Violet Blue; Non-sterile, Powder-Free Nitrile Examination Glove Tested for use with 55 Chemotherapy Drugs and Fentanyl-Blue. THIS DEVICE IS A DISPOSABLE DEVICE INTENDED FOR MEDICAL PURPOSE THAT IS WORN ON THE EXAMINER'S HAND TO PREVENT CONTAMINATION BETWEEN PATIENT AND EXAMINER.

The provided text is a 510(k) premarket notification letter from the FDA regarding a non-sterile, powder-free nitrile examination glove. It does not contain information about acceptance criteria or a study proving device performance for an AI/ML powered medical device.

The information primarily focuses on the regulatory classification, general controls, and indications for use of the examination gloves, including their permeation times for various chemotherapy drugs and fentanyl.

Therefore, I cannot provide the requested information about acceptance criteria and a study for an AI/ML device based on the given input.

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This device is a disposable device intended for medical purposes that is worn on the examiner's hand to prevent contamination between patient and examiner.

The tested chemotherapy drugs are as follows: Carmustine (BCNU) 3.3 mg/mL, 23 minutes Cisplatin 1.0 mg/mL. >240 minutes Cyclophosphamide (Cytoxan) 20 mg/mL, >240 minutes Dacarbazine (DTIC) 10.0 mg/mL, >240 minutes Doxorubicin 2.0 mg/mL. >240 minutes Etoposide (Toposar) 20.0 mg/mL, >240 minutes Fluorouracil 50.0 mg/mL, >240 minutes Methotrexate 25 mg/mL, >240 minutes Paclitaxel (Taxol) 6.0 mg/mL, >240 minutes Thiotepa 10.0 mg/mL, 68.2 minutes Vincristine Sulfate 1.0 mg/mL, >240 minutes

WARNING: Not for use with Carmustine and Thiotepa.

Fentanyl tested as follows: Fentanyl citrate 100 mcg/2mL, >240 minutes

Non-sterile, Powder-Free Nitrile Examination Glove Tested for use with Chemotherapy Drugs and Violet Blue)

The document provided is an FDA clearance letter for a medical device: "Non-sterile, Powder-Free Nitrile Examination Glove Tested for use with Chemotherapy Drugs and Fentanyl".

This document does not contain information about acceptance criteria or a study proving the performance of a device that uses AI/ML or requires ground truth establishment by experts.

The product being cleared is a nitrile examination glove, which is a physical medical device. The 'testing' referred to in the document is chemical resistance testing against specific chemotherapy drugs and fentanyl, not performance of an AI/ML algorithm.

Therefore, I cannot provide the requested information regarding:

• A table of acceptance criteria and reported device performance (for an AI/ML device)
• Sample size for the test set and data provenance
• Number of experts and their qualifications for ground truth
• Adjudication method for the test set
• MRMC comparative effectiveness study or effect size
• Standalone (algorithm only) performance
• Type of ground truth used
• Sample size for the training set
• How ground truth for the training set was established

The document is a standard FDA 510(k) clearance letter confirming substantial equivalence to a predicate device, based on the testing of the glove's resistance to certain chemicals, and general device characteristics (e.g., non-sterile, powder-free). It does not involve complex data analysis, expert reads, or AI/ML algorithm validation as would be the case for an AI/ML-driven medical device.

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Powder Free Nitrile Examination Glove 3.5, Blue Color, Non-Sterile, and Tested for Use with Chemotherapy Drugs and Fentanyl Citrate is a disposable device intended for medical purposes that is worn on the examiner's hand or finger to prevent contamination between patient and examiner.

These gloves were tested for use with Chemotherapy Drugs and Fentanyl Citrate as per ASTM D6978-05 (Reapproved 2019) Standard Practice for Assessment of Medical Gloves to Permeation by Chemotherapy Drugs.

Powder Free Nitrile Examination Gloves 3.5, Blue Color, Non-Sterile, and Tested for Use with Chemotherapy Drugs and Fentanyl Citrate are Class I Patient Examination Gloves and Specialty Chemotherapy Gloves. They are ambidextrous and come in different sizes - Extra Small, Medium, Large, Extra Large, Extra Large. Gloves meet the specification of ASTM D6319- 19 and have been tested for resistance to permeation by chemotherapy drugs and Fentanyl Citrate as per ASTMD6978- 05(2019). The gloves are single use, disposable, and provided non-sterile.

The provided text describes the acceptance criteria and performance data for a medical device: "Powder Free Nitrile Examination Glove 3.5, Blue Color, Non-Sterile, and Tested for Use with Chemotherapy Drugs and Fentanyl Citrate." This is a 510(k) summary, which focuses on demonstrating substantial equivalence to a predicate device rather than a comprehensive study of an AI algorithm. Therefore, many of the requested points related to AI/algorithm performance are not applicable.

Here's the information extracted from the provided text:

1. Table of Acceptance Criteria and Reported Device Performance

The acceptance criteria and reported device performance are primarily based on established ASTM and ISO standards for medical gloves.

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

The document does not specify the exact sample sizes used for each individual test (e.g., number of gloves for physical dimensions, number of test replicates for permeation). However, the standard ASTM D6319-19 for physical dimensions and freedom from holes, and ASTM D6978-05 for permeation, typically define the sampling plans.

The data provenance is from "Yue Kang Anhui Medical Products Co., Ltd" in China. The studies are non-clinical performance tests, conducted to verify the device meets design specifications and relevant standards. They are retrospective in the sense that they are tests performed on manufactured products, not prospective clinical trials.

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

Not applicable. This document is for a medical glove, and the "ground truth" for the test set is established by the specifications of industrial standards (ASTM, ISO) and laboratory testing methodologies, not by expert medical review or consensus on images/data.

4. Adjudication Method for the Test Set

Not applicable. As described above, the compliance is determined by adherence to standardized test methods and their defined acceptance criteria. There is no human adjudication process involved in these performance tests.

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

Not applicable. This is a submission for a physical medical device (glove) and does not involve an AI algorithm or human-in-the-loop performance evaluation.

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

Not applicable. This submission is for a medical glove, not an AI algorithm.

7. The Type of Ground Truth Used

The "ground truth" here is defined by the technical specifications and performance requirements outlined in the referenced industry standards (ASTM D6319-19, ASTM D5151-19, ASTM D6124-06, ASTM D412-16, ASTM D6978-05, ISO 10993-10, ISO 10993-23, ISO 10993-11). These standards represent established, objective, and reproducible test methods for evaluating medical glove performance and biocompatibility.

8. The Sample Size for the Training Set

Not applicable. This is a physical device, not an AI model, so there is no "training set."

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

Not applicable. There is no training set for this type of device.

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