AI Medical Compendium Journal:
The Journal of international medical research

Showing 11 to 20 of 34 articles

Development of a cervical cancer progress prediction tool for human papillomavirus-positive Koreans: A support vector machine-based approach.

The Journal of international medical research May 22, 2015
OBJECTIVES: To develop a Web-based tool to draw attention to patients positive for human papillomavirus (HPV) who have a high risk of progression to cervical cancer, in order to increase compliance with follow-up examinations and facilitate good doct...
Biopsy Asian People Papillomaviridae Humans Vaginal Smears Middle Aged Republic of Korea Young Adult Genotype Female Disease Progression Support Vector Machine Aged Adolescent Adult Age Factors Child Sensitivity and Specificity Uterine Cervical Neoplasms
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Pre-trained convolutional neural network with transfer learning by artificial illustrated images classify power Doppler ultrasound images of rheumatoid arthritis joints.

The Journal of international medical research Feb 1, 2025
OBJECTIVE: To study the classification performance of a pre-trained convolutional neural network (CNN) with transfer learning by artificial joint ultrasonography images in rheumatoid arthritis (RA).
Neural Networks, Computer Retrospective Studies Female Aged Humans Arthritis, Rheumatoid Ultrasonography, Doppler Joints Adult Synovitis Male Middle Aged Convolutional Neural Networks
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Predicting apheresis yield and factors affecting peripheral blood stem cell harvesting using a machine learning model.

The Journal of international medical research Dec 1, 2024
OBJECTIVE: Mobilization and collection of peripheral blood stem cells (PBSCs) are time-intensive and costly. Excessive apheresis sessions can cause physical discomfort for donors and increase the costs associated with collection. Therefore, it is ess...
Humans Machine Learning Retrospective Studies Female Blood Component Removal Hematopoietic Stem Cell Mobilization Peripheral Blood Stem Cells Young Adult Logistic Models Adult Monocytes Male Antigens, CD34 Middle Aged Granulocyte Colony-Stimulating Factor
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Machine learning to predict adverse drug events based on electronic health records: a systematic review and meta-analysis.

The Journal of international medical research Dec 1, 2024
OBJECTIVE: This systematic review aimed to provide a comprehensive overview of the application of machine learning (ML) in predicting multiple adverse drug events (ADEs) using electronic health record (EHR) data.
Support Vector Machine Area Under Curve Drug-Related Side Effects and Adverse Reactions Humans Machine Learning Electronic Health Records Risk Factors ROC Curve
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Can machine learning models improve the prediction of surgical site infection in abdominal surgery than traditional statistical models?

The Journal of international medical research Nov 1, 2024
OBJECTIVE: To externally validate by revision and update the study on the efficacy of nosocomial infection control (SENIC) model of surgical site infection (SSI) using logistic regression (LR) and machine learning (ML) approaches.
Male Middle Aged Logistic Models Abdomen Female Risk Factors Aged Adult Models, Statistical Decision Trees Bayes Theorem Surgical Wound Infection Humans Machine Learning Retrospective Studies
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Development and validation of deep learning models for bowel obstruction on plain abdominal radiograph.

The Journal of international medical research Sep 1, 2024
OBJECTIVE: Artificial intelligence (AI) could help medical practitioners in analyzing radiological images to determine the presence and site of bowel obstruction. This retrospective diagnostic study proposed a series of deep learning (DL) models for ...
Retrospective Studies Female Aged Male Adult Radiography, Abdominal Middle Aged Humans Deep Learning Intestinal Obstruction
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Identification of fatty acid metabolism signature genes in patients with pulmonary arterial hypertension using WGCNA and machine learning.

The Journal of international medical research Sep 1, 2024
OBJECTIVE: To investigate the signature genes of fatty acid metabolism and their association with immune cells in pulmonary arterial hypertension (PAH).
Humans Machine Learning Algorithms Databases, Genetic Fatty Acids Hypertension, Pulmonary Pulmonary Arterial Hypertension Transcriptome ROC Curve Gene Regulatory Networks Retrospective Studies Computational Biology Female Male Gene Expression Profiling
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Hybrid convolutional neural network optimized with an artificial algae algorithm for glaucoma screening using fundus images.

The Journal of international medical research Sep 1, 2024
OBJECTIVE: We developed an optimized decision support system for retinal fundus image-based glaucoma screening.
Image Processing, Computer-Assisted Support Vector Machine Fundus Oculi Humans Neural Networks, Computer Optic Disk Glaucoma Algorithms
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Vascular liver segmentation: a narrative review on methods and new insights brought by artificial intelligence.

The Journal of international medical research Sep 1, 2024
Liver vessel segmentation from routinely performed medical imaging is a useful tool for diagnosis, treatment planning and delivery, and prognosis evaluation for many diseases, particularly liver cancer. A precise representation of liver anatomy is cr...
Algorithms Deep Learning Liver Neoplasms Image Processing, Computer-Assisted Liver Humans Neural Networks, Computer Artificial Intelligence Machine Learning
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Comparing the accuracy of four machine learning models in predicting type 2 diabetes onset within the Chinese population: a retrospective study.

The Journal of international medical research Jun 1, 2024
OBJECTIVE: To evaluate the effectiveness of machine learning (ML) models in predicting 5-year type 2 diabetes mellitus (T2DM) risk within the Chinese population by retrospectively analyzing annual health checkup records.
Logistic Models Machine Learning Retrospective Studies Support Vector Machine Female Aged China Risk Factors Adult Blood Glucose East Asian People Male ROC Curve Humans Diabetes Mellitus, Type 2 Middle Aged
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