AIMC Topic: Quality Control

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A Machine Learning Perspective on fNIRS Signal Quality Control Approaches.

IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society Aug 19, 2022
Despite a rise in the use of functional Near Infra-Red Spectroscopy (fNIRS) to study neural systems, fNIRS signal processing is not standardized and is highly affected by empirical and manual procedures. At the beginning of any signal processing proc...
Spectroscopy, Near-Infrared Neural Networks, Computer Quality Control Machine Learning Signal Processing, Computer-Assisted Humans
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Assessment of patient based real-time quality control on comparative assays for common clinical analytes.

Journal of clinical laboratory analysis Aug 10, 2022
BACKGROUND: It is critical for laboratories to conduct multianalyzer comparisons as a part of daily routine work to strengthen the quality management of test systems. Here, we explored the application of patient-based real-time quality controls (PBRT...
Humans Artificial Intelligence Laboratories Clinical Laboratory Services Algorithms Quality Control
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Traceable machine learning real-time quality control based on patient data.

Clinical chemistry and laboratory medicine Jul 19, 2022
OBJECTIVES: Patient-based real-time quality control (PBRTQC) has gained attention as an alternative/integrative tool for internal quality control (iQC). However, it is still doubted for its performance and its application in real clinical settings. W...
Humans Machine Learning China Uncertainty Algorithms Quality Control
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Design and Implementation of Trace Inspection System Based upon Hyperspectral Imaging Technology.

Computational intelligence and neuroscience Jul 15, 2022
Trace inspection is a key technology for collecting crime scenes in the criminal investigation department. A lot of information can be obtained by restoring and analyzing the remaining traces on the scene. However, with the development of digital tec...
Quality Control Hyperspectral Imaging Least-Squares Analysis Spectrum Analysis Support Vector Machine
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A multi-model fusion algorithm as a real-time quality control tool for small shift detection.

Computers in biology and medicine Jul 12, 2022
BACKGROUND: Patient-based real-time quality control (PBRTQC), a complement to traditional QC, may eliminate matrix effect from QC materials, realize real-time monitoring as well as cut costs. However, the accuracy of PBRTQC has not been satisfactory ...
Quality Control Laboratories Humans Artificial Intelligence Algorithms
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Real-time coating thickness measurement and defect recognition of film coated tablets with machine vision and deep learning.

International journal of pharmaceutics Jun 24, 2022
This paper presents a system, where images acquired with a digital camera are coupled with image analysis and deep learning to identify and categorize film coating defects and to measure the film coating thickness of tablets. There were 5 different c...
Quality Control Drug Compounding Deep Learning Tablets Technology, Pharmaceutical Chemistry, Pharmaceutical
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DARQ: Deep learning of quality control for stereotaxic registration of human brain MRI to the T1w MNI-ICBM 152 template.

NeuroImage Apr 29, 2022
Linear registration to stereotaxic space is a common first step in many automated image-processing tools for analysis of human brain MRI scans. This step is crucial for the success of the subsequent image-processing steps. Several well-established al...
Deep Learning Humans Image Processing, Computer-Assisted Brain Magnetic Resonance Imaging Quality Control
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Image Quality Control in Lumbar Spine Radiography Using Enhanced U-Net Neural Networks.

Frontiers in public health Apr 26, 2022
PURPOSE: To standardize the radiography imaging procedure, an image quality control framework using the deep learning technique was developed to segment and evaluate lumbar spine x-ray images according to a defined quality control standard.
Neural Networks, Computer Algorithms Humans Quality Control Radiography
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Deep learning for spirometry quality assurance with spirometric indices and curves.

Respiratory research Apr 21, 2022
BACKGROUND: Spirometry quality assurance is a challenging task across levels of healthcare tiers, especially in primary care. Deep learning may serve as a support tool for enhancing spirometry quality. We aimed to develop a high accuracy and sensitiv...
Quality Control Respiratory Function Tests Spirometry Vital Capacity Deep Learning Forced Expiratory Volume Humans
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Near-Infrared Spectral Characteristic Extraction and Qualitative Analysis Method for Complex Multi-Component Mixtures Based on TRPCA-SVM.

Sensors (Basel, Switzerland) Feb 20, 2022
Quality identification of multi-component mixtures is essential for production process control. Artificial sensory evaluation is a conventional quality evaluation method of multi-component mixture, which is easily affected by human subjective factors...
Algorithms Spectroscopy, Near-Infrared Support Vector Machine Principal Component Analysis Humans Least-Squares Analysis Quality Control
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