AIMC Topic: Models, Statistical

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Integrating Statistical and Machine-Learning Approach for Meta-Analysis of Bisphenol A-Exposure Datasets Reveals Effects on Mouse Gene Expression within Pathways of Apoptosis and Cell Survival.

International journal of molecular sciences Oct 5, 2021
Bisphenols are important environmental pollutants that are extensively studied due to different detrimental effects, while the molecular mechanisms behind these effects are less well understood. Like other environmental pollutants, bisphenols are bei...
Machine Learning Biomarkers Animals Liver Cell Survival Models, Statistical Phenols Male Gene Expression Profiling Mice Apoptosis Air Pollutants, Occupational Meta-Analysis as Topic Benzhydryl Compounds Datasets as Topic Gene Expression Regulation
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A Continuously Benchmarked and Crowdsourced Challenge for Rapid Development and Evaluation of Models to Predict COVID-19 Diagnosis and Hospitalization.

JAMA network open Oct 1, 2021
IMPORTANCE: Machine learning could be used to predict the likelihood of diagnosis and severity of illness. Lack of COVID-19 patient data has hindered the data science community in developing models to aid in the response to the pandemic.
Severity of Illness Index Algorithms Adolescent Adult Prognosis Child, Preschool ROC Curve Male Female Child Models, Statistical COVID-19 Testing Middle Aged Infant, Newborn Area Under Curve Crowdsourcing Humans Infant Hospitalization Benchmarking Washington Machine Learning Clinical Decision Rules Aged COVID-19 Aged, 80 and over Young Adult
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Forecasting care seekers satisfaction with telemedicine using machine learning and structural equation modeling.

PloS one Sep 24, 2021
Many individuals visit rural telemedicine centres to obtain safe and effective health remedies for their physical and emotional illnesses. This study investigates the antecedents of patients' satisfaction relating to telemedicine adoption in rural pu...
Hospitals, Public Middle Aged Female Rural Population Humans Surveys and Questionnaires Patient Satisfaction Young Adult Latent Class Analysis Machine Learning Models, Statistical Adult Bangladesh Adolescent Forecasting Personal Satisfaction Male Patient Acceptance of Health Care Telemedicine Rural Health Services
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Sex estimation from the greater sciatic notch: a comparison of classical statistical models and machine learning algorithms.

International journal of legal medicine Sep 23, 2021
The greater sciatic notch (GSN) is a useful element for sex estimation because it is quite resistant to damage, and thus it can often be assessed even in poorly preserved skeletons. This study aimed to develop statistical models for sex estimation ba...
Pelvic Bones Female Humans Models, Statistical Sex Characteristics Neural Networks, Computer Aged Sex Determination by Skeleton Machine Learning Male Algorithms Support Vector Machine
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Partitioning variability in animal behavioral videos using semi-supervised variational autoencoders.

PLoS computational biology Sep 22, 2021
Recent neuroscience studies demonstrate that a deeper understanding of brain function requires a deeper understanding of behavior. Detailed behavioral measurements are now often collected using video cameras, resulting in an increased need for comput...
Behavior, Animal Unsupervised Machine Learning Supervised Machine Learning Markov Chains Video Recording Neural Networks, Computer Artificial Intelligence Algorithms Computer Simulation Animals Mice Computational Biology Models, Statistical
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World model learning and inference.

Neural networks : the official journal of the International Neural Network Society Sep 21, 2021
Understanding information processing in the brain-and creating general-purpose artificial intelligence-are long-standing aspirations of scientists and engineers worldwide. The distinctive features of human intelligence are high-level cognition and co...
Brain Humans Cognition Artificial Intelligence Models, Statistical Intelligence
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Comparison of machine learning methods for estimating case fatality ratios: An Ebola outbreak simulation study.

PloS one Sep 15, 2021
BACKGROUND: Machine learning (ML) algorithms are now increasingly used in infectious disease epidemiology. Epidemiologists should understand how ML algorithms behave within the context of outbreak data where missingness of data is almost ubiquitous.
Humans Machine Learning Survival Analysis Research Design Datasets as Topic Computer Simulation Hemorrhagic Fever, Ebola Disease Outbreaks Models, Statistical Data Interpretation, Statistical
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Hybrid Gradient Descent Grey Wolf Optimizer for Optimal Feature Selection.

BioMed research international Aug 28, 2021
Feature selection is the process of decreasing the number of features in a dataset by removing redundant, irrelevant, and randomly class-corrected data features. By applying feature selection on large and highly dimensional datasets, the redundant fe...
Pattern Recognition, Automated Diagnosis, Computer-Assisted Big Data Humans Models, Statistical Machine Learning Medical Informatics Algorithms Computer Simulation Reproducibility of Results
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Exploring palatal and dental shape variation with 3D shape analysis and geometric deep learning.

Orthodontics & craniofacial research Aug 24, 2021
OBJECTIVES: Palatal shape contains a lot of information that is of clinical interest. Moreover, palatal shape analysis can be used to guide or evaluate orthodontic treatments. A statistical shape model (SSM) is a tool that, by means of dimensionality...
Maxilla Palate Humans Deep Learning Models, Statistical Orthodontics
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Modeling learner-controlled mental model learning processes by a second-order adaptive network model.

PloS one Aug 24, 2021
Learning knowledge or skills usually is considered to be based on the formation of an adequate internal mental model as a specific type of mental network. The learning process for such a mental model conceptualised as a mental network, is a form of (...
Humans Neural Networks, Computer Learning Models, Statistical Automobile Driving Models, Psychological Adaptation, Physiological
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