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510(k) Data Aggregation

    K Number
    K972576
    Date Cleared
    1998-01-22

    (196 days)

    Product Code
    Regulation Number
    866.2660
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Product Code :

    LQL

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

    The Sensititre AP90 panel is an in vitro diagnostic product intended to be used in conjunction with the Sensititre system for the automated identification of clinically significant gram positive organisms. This 510(k) is for gram positive identification.

    Device Description

    The Sensititre AP90 panel is an in vitro diagnostic product. The panel has a 4 by 8 layout of reagents repeated 3 times across the plate. Reagents include UREA, ESCULIN, ARGININE, FR13, FR16, RHAMNOSE, FR15, MANNITOL, FR14, TREHALOSE, FR17, MALTOSE, FR18, FR19, FR20, FR21, FR22, FR23, GLYCEROL, FR24, FR25, GLUCOSE, SUCROSE, FR26, FR27, B-METHYL GLUCOSIDE, FR28, FR29, SORBITOL, FR30, FR32, FR31. FR indicates Fluorescent reagent. The Urease test requires an oil overlay.

    AI/ML Overview

    The provided text is a 510(k) premarket notification letter from the FDA regarding the "Gram Positive Autoidentification Plates, Sensititre AP90" device. While it authorizes the marketing of the device and lists the intended use and organisms for testing, it does not contain the detailed acceptance criteria or a study summary proving the device meets said criteria.

    The letter is a regulatory approval document stating that the device is substantially equivalent to a previously marketed device. It does not elaborate on the performance studies that led to this determination. Without access to the actual 510(k) submission (K972576), it's impossible to provide the specific information requested about acceptance criteria and the study details.

    Therefore, I cannot fulfill your request to describe the acceptance criteria and the study that proves the device meets them based solely on the provided text. The text refers to the device being "substantially equivalent" to predicate devices, which implies that its performance would be expected to be similar, but it doesn't detail the specific performance metrics or studies.

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    K Number
    K961730
    Date Cleared
    1997-02-04

    (277 days)

    Product Code
    Regulation Number
    866.2660
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Product Code :

    LQL

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use
    Device Description
    AI/ML Overview
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    K Number
    K961968
    Date Cleared
    1997-02-04

    (260 days)

    Product Code
    Regulation Number
    866.2660
    Reference & Predicate Devices
    Why did this record match?
    Product Code :

    LQL

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

    INTENDED USE: The BBLCRYSTAL™ Gram Positive (GP) Identification (ID) System is a miniaturized identification method employing modified conventional, fluorogenic, and chromogenic substrates. It is intended for the identification of frequently isolated aerobic gram-positive bacteria from clinical specimens.

    INDICATIONS FOR USE: Use of the BBLCRYSTAL™ Gram Positive Identification System is indicated when the aerobic gram-positive organisms described in the attached table have been isolated in pure culture from clinical specimens in a clinical laboratory, and identification of the microorganisms is desired.

    Device Description

    The main component of the BBLCRYSTAL™ GP ID System is the BBLCRYSTAL GP panel assembly, consisting of the CRYSTAL base and lid. The BBLCRYSTAL lid consists of 29 dehydrated biochemical/chromogenic/ fluorogenic substrates and one fluorogenic negative control, on the ends of plastic prongs. The CRYSTAL base consists of 30 matching wells; its design allows inoculation of all 30 wells in a single step by pouring the suspension of pure culture into the target area and tilting the base. The test inoculum rehydrates the dried substrates and initiates test reactions.

    The pure culture suspension is prepared by picking several small colonies of the same morphology from media such as Trypticase® Soy Agar with 5% Sheep Blood or Columbia Agar with 5% Sheep Blood, or alternatively selective media such as Phenylethyl Alcolol Agar with 5% Sheep Blood or Columbia CNA Agar with 5% Sheep Blood. A standardized suspension of this culture is prepared in the BBLCRYSTAL™ ANR, GP, RGP, N/H ID Inoculum Fluid provided. The suspension is added to the target area of the panel base, which the use then rocks back and forth to inoculate all the wells contained in the base.

    After the base/lid assembly has been incubated for 4 hours at 35-37°C, the assembly is placed on the BBLCRYSTAL Panel Viewer and the color reactions are visually compared to the BBLCRYSTAL GP Color Chart provided. Each reaction is scored as a positive (+) or negative (-) and recorded on the BBLCRYSTAL GP Report Form.

    After all results are read, a 10-digit numerical profile is calculated by assigning a value of 4, 2, or 1 to each positive reaction. (Negative reactions are scored as "O".) The values for each column are then added together to obtain the 10 digit Profile Number.

    The BBLCRYSTAL ID System Electronic Codebook is loaded into the user's PC and the appropriate database is selected. Then the Profile Number and results of any off-line tests are entered, and the Codebook gives one of the following three results:

    • (a) a definitive ID;
    • (b) a tie between two or more species; or
    • no ID possible with data submitted. (c)

    In the case of a definitive ID or a tie between two or more potential ID's, the user can access the statistics for that ID as well as background information for the species identified.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and study details for the BBLCRYSTAL™ Gram Positive ID System, based on the provided text:

    1. Acceptance Criteria and Reported Device Performance

    The document doesn't explicitly state formal "acceptance criteria" with numerical thresholds. However, based on the clinical correlation study results, we can infer the performance targets that were likely considered acceptable for an identification system:

    Acceptance Criteria CategoryReported Device Performance (BBLCRYSTAL™ GP ID System)
    Correct Identification Rate90% (668/735) including supplemental testing
    Incorrect Identification Rate7.6% (56/735)
    "No Identification" Rate1.5% (11/735)
    Overall Reproducibility96.7%
    Individual Substrate Reaction Reproducibility79.2% to 100%
    Individual QC Organism Reaction Reproducibility91.4% to 99.8%
    Individual Site Reproducibility95.5% to 97.8%

    2. Sample Size and Data Provenance for the Test Set

    • Sample Size for Test Set: 735 gram positive aerobic isolates.
    • Data Provenance: The isolates were a mix of:
      • "Fresh, routine isolates arriving in the clinical laboratory."
      • "Previously identified isolates of the clinical trial sites' choice."
      • The study was conducted at "four clinical laboratories," implying data from multiple locations. The country of origin is not specified but is implicitly the United States, given the FDA submission.
    • Retrospective or Prospective: The "fresh, routine isolates" suggest a prospective component, while "previously identified isolates" suggest a retrospective component. The overall study appears to be a hybrid.

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

    • The document states the BBLCRYSTAL™ system's performance was evaluated "against a combination of the API Staph, API 20 Strep, and API Coryne Identification Systems, and conventional methodologies."
    • While it doesn't explicitly mention "experts" establishing ground truth in the same way one might for image interpretation, the "conventional methodologies" and predicate devices (API systems) served as the current gold standard. This implies that the ground truth was established by standard laboratory practices and the accepted performance of these established systems, which would involve trained microbiology laboratory personnel.
    • No specific number or qualifications of individual "experts" (like radiologists with X years of experience) are provided, as the ground truth was based on established laboratory methods rather than subjective human interpretation.

    4. Adjudication Method for the Test Set

    • The document implies that the ground truth was established by comparing the BBLCRYSTAL™ results to the results obtained from the predicate API systems and "conventional methodologies."
    • There is no mention of a specific "adjudication method" like 2+1 or 3+1 for resolving discrepancies. The conventional methodologies and predicate devices implicitly served as the authoritative reference for identification. If there were discrepancies, the conventional methods would likely be the arbiter, as the new device's performance was being measured against them.

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

    • This device is an automated identification system for microorganisms, not an imaging device requiring human interpretation in the same way.
    • Therefore, an MRMC comparative effectiveness study comparing human readers with and without AI assistance is not applicable and was not conducted. The "human-in-the-loop" aspect primarily involves preparing the sample, inoculating the panel, and entering results, not interpreting complex outputs.

    6. Standalone (Algorithm Only) Performance Study

    • Yes, the performance study described is essentially a standalone evaluation of the BBLCRYSTAL™ GP ID System. The "system" (BBLCRYSTAL™) generates an identification, which is then compared to the ground truth established by other validated methods.
    • While human users prepare the inoculum, read the reactions, and enter the profile number, the core "identification" logic (the electronic codebook) operates independently to provide the final result. The reported percentages (90% correct, 7.6% incorrect, 1.5% no ID) are indicative of the algorithm's standalone performance within the context of its intended use.

    7. Type of Ground Truth Used

    • The ground truth was established using a combination of:
      • Predicate device results: BioMerieux Vitek, Inc., API Staph, API 20 Strep, and API Coryne.
      • Conventional methodologies: This would typically include established biochemical tests, phenotypic characteristics, and potentially genetic methods used in clinical microbiology for definitive identification.

    8. Sample Size for the Training Set

    • The document does not specify the sample size used for the training set. It focuses entirely on the performance evaluation cohort (the test set). The "Electronic Codebook" implies a database was built, but details on its creation are not provided.

    9. How Ground Truth for the Training Set Was Established

    • The document does not provide details on how the ground truth for the training set (i.e., the database building for the BBLCRYSTAL™ Electronic Codebook) was established. It describes the product itself and its performance evaluation. Typically, such databases are built using well-characterized, often type strains and a large collection of clinical isolates identified by a comprehensive battery of conventional and molecular methods.
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    K Number
    K952095
    Date Cleared
    1996-03-12

    (313 days)

    Product Code
    Regulation Number
    866.2660
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Product Code :

    LQL

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

    is intended for use in conjunction with the Vitek® System for the automated identification of clinically significant streptococci, staphylococci, and a selected group of Gram positive bacilli.

    Device Description

    The VITEK® Gram Positive Identification Card containing new claims for the identification of Enterococcus casseliflavus Enterococcus gallinarum Enterococcus hirae

    AI/ML Overview

    Here's the analysis of the provided text regarding the acceptance criteria and study for the Vitek® GPI Card:

    1. Table of Acceptance Criteria and Reported Device Performance

    Acceptance CriteriaReported Device Performance
    Correct genus call percentage (after repeat and supplemental testing for enterococcal isolates)96.7%
    Correct species call percentage (for correctly identified genus)91.1%
    Mis-identification rate for enterococcal isolates3.3%
    Equivalency of identification between new and current software (overall agreement)99.8%
    Reproducibility of identificationThe new software reproducibly identifies specified gram-positive organisms.
    No adverse effect on performance of GPI Card for non-enterococcal isolatesPerformance remains the same as current software.
    No adverse effect on performance of GPI Card for existing species with new softwarePerformance remains the same as current software.

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

    • Test Set Sample Size: The document does not explicitly state the total sample size used for the test set of enterococcal isolates. It mentions "clinical testing was performed" and "Correlation Studies on enterococcal isolates."
    • Data Provenance: Not explicitly stated (e.g., country of origin). The studies appear to be retrospective as they involve analyzing existing clinical isolates or comparing current software with new software.

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

    Not mentioned in the provided text.

    4. Adjudication Method for the Test Set

    Not mentioned in the provided text.

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

    No. The study described focuses on the performance of the automated Vitek® system and its software, not on human readers' performance with or without AI assistance.

    6. Standalone Performance Study (Algorithm Only)

    Yes, a standalone study was performed. The entire context describes the performance of the Vitek® GPI Card and its software in identifying bacteria, which is an automated algorithm-only performance. The "Correlation Studies on enterococcal isolates" and "Equivalency Study" directly describe the algorithm's performance.

    7. Type of Ground Truth Used

    The type of ground truth is not explicitly specified as "pathology" or "outcomes data." However, based on the context of bacterial identification in a clinical laboratory setting, the ground truth would likely be established through:

    • Reference laboratory methods: Often involving biochemical tests, molecular methods (e.g., PCR, sequencing), or advanced phenotypic characterization, considered the gold standard for bacterial identification.
    • Expert consensus: Among microbiologists using a combination of methods.

    8. Sample Size for the Training Set

    Not mentioned in the provided text. The document describes validating the addition of new claims to existing software, implying the core identification algorithms were already established and likely trained on a separate dataset.

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

    Not mentioned in the provided text.

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