AIMC Topic: Linear Models

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Enhancing smart healthcare with female students' stress and anxiety detection using machine learning.

Psychology, health & medicine Mar 30, 2025
Machine learning (ML) is widely used to predict and detect stress and anxiety. Early detection of stress or anxiety is crucial for clinical pathways to enhance the supportive environment in society, particularly among female students. This study aims...
Humans Machine Learning Female Young Adult Universities Anxiety Linear Models Adolescent Serbia Stress, Psychological Adult Students Exercise
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A comparative study of neuro-fuzzy and neural network models in predicting length of stay in university hospital.

BMC health services research Mar 27, 2025
BACKGROUND: The time a patient spends in the hospital from admission to discharge is known as the length of stay (LOS). Predicting LOS is crucial for enhancing patient care, managing hospital resources, and optimizing the use of patient beds. Therefo...
Adult Male Middle Aged Fuzzy Logic Hospitals, University Length of Stay Adolescent Algorithms Female Aged Humans Neural Networks, Computer Linear Models
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Cesarean Scar Pregnancy Prognostic Classification System Based on Machine-Learning and Traditional Linear Scoring Models.

Journal of ultrasound in medicine : official journal of the American Institute of Ultrasound in Medicine Mar 26, 2025
OBJECTIVES: Cesarean scar pregnancy (CSP) refers to a special type of pregnancy with a variable prognosis. We aimed to establish a prognostic classification system using ultrasound and clinical features to provide a reference for management strategie...
Machine Learning Prognosis Ultrasonography, Prenatal Retrospective Studies Cicatrix Pregnancy Linear Models Female Humans Pregnancy, Ectopic Cesarean Section Adult
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Estimating uncertainty from feed-forward network based sensing using quasi-linear approximation.

Neural networks : the official journal of the International Neural Network Society Mar 20, 2025
A fundamental problem in neural network theory is the quantification of uncertainty as it propagates through these constructs. Such quantification is crucial as neural networks become integrated into broader engineered systems that render decisions b...
Monte Carlo Method Uncertainty Nonlinear Dynamics Linear Models Neural Networks, Computer Algorithms
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Risk assessment of potentially toxic elements and mapping of groundwater pollution indices using soft computer models in an agricultural area, Northeast Algeria.

Journal of hazardous materials Mar 19, 2025
Groundwater (GW) quality and contamination by potentially toxic elements (PTEs) are major concerns for environmental sustainability, particularly in arid regions. The aim of this study was to assess the human health risks associated with GW contamina...
Groundwater Environmental Monitoring Water Pollutants, Chemical Computer Simulation Risk Assessment Agriculture Linear Models Metals, Heavy Algeria Humans Neural Networks, Computer
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Biological age prediction and NAFLD risk assessment: a machine learning model based on a multicenter population in Nanchang, Jiangxi, China.

BMC gastroenterology Mar 13, 2025
BACKGROUND: The objective was to develop a biological age prediction model (NC-BA) for the Chinese population to enrich the relevant studies in this population. And to investigate the association between accelerated age and NAFLD.
Nutrition Surveys Support Vector Machine Age Factors Non-alcoholic Fatty Liver Disease Linear Models Middle Aged Risk Assessment China Adult Male Aging Humans Female Aged Machine Learning Biomarkers
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Optimization of primary screw stability in Trabecular bone using neural network-based models.

Computer methods and programs in biomedicine Mar 10, 2025
BACKGROUND AND OBJECTIVE: Screw implant stability in bone is crucial to the success of many orthopaedic procedures, yet the relationship between screw design parameters and specific bone characteristics remains underexplored. This study aims to optim...
Linear Models Cancellous Bone Machine Learning Humans Tomography, X-Ray Computed Neural Networks, Computer Bone Screws
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Optimization of urban green space in Wuhan based on machine learning algorithm from the perspective of healthy city.

Frontiers in public health Mar 6, 2025
INTRODUCTION: Urban green spaces play a critical role in addressing health issues, ecological challenges, and uneven resource distribution in cities. This study focuses on Wuhan, where low green coverage rates and imbalanced green space allocation po...
Parks, Recreational Urban Health Sustainable Development China Environment Design Linear Models Urban Renewal Cities Random Forest Support Vector Machine
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An quality evaluation method based on three-dimensional integration and machine learning: Advanced data processing.

Journal of chromatography. A Feb 28, 2025
This study presents an innovative approach for the quality evaluation of traditional Chinese medicine (TCM) by integrating three-dimensional (3D) data processing with machine learning, aimed at enhancing the efficiency and accuracy of HPLC-DAD data a...
Quality Control Linear Models Scutellaria baicalensis Algorithms Flavonoids Machine Learning Drugs, Chinese Herbal Reproducibility of Results Chromatography, High Pressure Liquid
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Linear regressive weighted Gaussian kernel liquid neural network for brain tumor disease prediction using time series data.

Scientific reports Feb 18, 2025
A brain tumor is an abnormal growth of cells within the brain or surrounding tissues, which can be either benign or malignant. Brain tumors develop in various regions of the brain, each affecting different functions such as movement, speech, and visi...
Normal Distribution Algorithms Brain Neoplasms Deep Learning Humans Linear Models Neural Networks, Computer Machine Learning
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