AIMC Topic: Workflow

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A Workflow-Efficient Approach to Pre- and Post-Operative Assessment of Weight-Bearing Three-Dimensional Knee Kinematics.

The Journal of arthroplasty Feb 6, 2025
BACKGROUND: Knee kinematics during daily activities reflect disease severity preoperatively and are associated with clinical outcomes after total knee arthroplasty (TKA). It is widely believed that measured kinematics would be useful for preoperative...
Female Aged Biomechanical Phenomena Male Humans Machine Learning Arthroplasty, Replacement, Knee Weight-Bearing Middle Aged Imaging, Three-Dimensional Fluoroscopy Workflow Knee Joint Range of Motion, Articular
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DeepPrep: an accelerated, scalable and robust pipeline for neuroimaging preprocessing empowered by deep learning.

Nature methods Feb 6, 2025
Neuroimaging has entered the era of big data. However, the advancement of preprocessing pipelines falls behind the rapid expansion of data volume, causing substantial computational challenges. Here we present DeepPrep, a pipeline empowered by deep le...
Image Processing, Computer-Assisted Magnetic Resonance Imaging Workflow Algorithms Brain Deep Learning Neuroimaging Humans Software
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FIRM image analysis: A machine learning workflow for quantifying extracellular matrix components from electron microscopy images.

PloS one Feb 6, 2025
The extracellular matrix (ECM) is a complex network of biomolecules that plays an integral role in the structure, processes, and signaling mechanisms of cells and tissues. Identifying and quantifying changes in these matrix components provides insigh...
Image Processing, Computer-Assisted Software Workflow Algorithms Extracellular Matrix Humans Animals Microscopy, Electron Machine Learning
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Improved workflow for constructing machine learning models: Predicting retention times and peak widths in oligonucleotide separation.

Journal of chromatography. A Feb 1, 2025
This study presents an improved workflow to support the development of machine learning models to predict oligonucleotide retention times, peak widths and thus peak resolutions, from larger datasets where manual processing is not feasible. We explore...
Machine Learning Workflow Oligonucleotides
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Deep learning in surgical process modeling: A systematic review of workflow recognition.

Journal of biomedical informatics Jan 19, 2025
OBJECTIVE: The application of artificial intelligence (AI) in health care has led to a surge of interest in surgical process modeling (SPM). The objective of this study is to investigate the role of deep learning in recognizing surgical workflows and...
Minimally Invasive Surgical Procedures Workflow Neural Networks, Computer Deep Learning Humans
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Generative Artificial Intelligence Use in Healthcare: Opportunities for Clinical Excellence and Administrative Efficiency.

Journal of medical systems Jan 16, 2025
Generative Artificial Intelligence (Gen AI) has transformative potential in healthcare to enhance patient care, personalize treatment options, train healthcare professionals, and advance medical research. This paper examines various clinical and non-...
Workflow Efficiency, Organizational Artificial Intelligence Delivery of Health Care Humans Generative Artificial Intelligence
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Automatic Prediction of Molecular Properties Using Substructure Vector Embeddings within a Feature Selection Workflow.

Journal of chemical information and modeling Dec 23, 2024
Machine learning (ML) methods provide a pathway to accurately predict molecular properties, leveraging patterns derived from structure-property relationships within materials databases. This approach holds significant importance in drug discovery and...
Workflow Machine Learning Algorithms Automation Drug Discovery
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Artificial Intelligence-Empowered Multistep Integrated Radiation Therapy Workflow for Nasopharyngeal Carcinoma.

International journal of radiation oncology, biology, physics Dec 19, 2024
PURPOSE: To establish an artificial intelligence (AI)-empowered multistep integrated (MSI) radiation therapy (RT) workflow for patients with nasopharyngeal carcinoma (NPC) and evaluate its feasibility and clinical performance.
Male Middle Aged Quality of Life Aged Young Adult Adult Humans Radiotherapy Planning, Computer-Assisted Radiotherapy, Intensity-Modulated Tomography, X-Ray Computed Nasopharyngeal Carcinoma Female Nasopharyngeal Neoplasms Artificial Intelligence Workflow Prospective Studies Feasibility Studies Organs at Risk
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Artificial intelligence-derived coronary artery calcium scoring saves time and achieves close to radiologist-level accuracy accuracy on routine ECG-gated CT.

The international journal of cardiovascular imaging Dec 16, 2024
Artificial Intelligence (AI) has been proposed to improve workflow for coronary artery calcium scoring (CACS), but simultaneous demonstration of improved efficiency, accuracy, and clinical stability have not been demonstrated. 148 sequential patients...
Vascular Calcification Electrocardiography Computed Tomography Angiography Predictive Value of Tests Cardiac-Gated Imaging Techniques Workflow Coronary Angiography Artificial Intelligence Middle Aged Observer Variation Humans Retrospective Studies Severity of Illness Index Reproducibility of Results Coronary Vessels Female Time Factors Radiologists Multidetector Computed Tomography Aged Radiographic Image Interpretation, Computer-Assisted Male Coronary Artery Disease
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Off-console automated artificial intelligence enhanced workflow enables improved emergency department CT capacity.

Emergency radiology Dec 11, 2024
PURPOSE: Increasing CT capacity to keep pace with rising ED demand is critical. The conventional process has inherent drawbacks. We evaluated an off-console automated AI enhanced workflow which moves all final series creation off-console. We hypothes...
Tomography, X-Ray Computed Female Adult Emergency Service, Hospital Workflow Male Middle Aged Humans Artificial Intelligence Retrospective Studies Efficiency, Organizational
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