AIMC Topic: Models, Statistical

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Integrating AI for infectious disease prediction: A hybrid ANN-XGBoost model for leishmaniasis in Pakistan.

Acta tropica Apr 23, 2025
Addressing leishmaniasis infection remains a substantial challenge in KP-Pakistan due to the increased infection prevalence. Understanding its spreading tool offerings is a major challenge. We essentially design effective approaches to pinpoint its e...
Humans Forecasting Pakistan Leishmaniasis Boosting Machine Learning Algorithms Incidence Models, Statistical Prevalence
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A Neural Network Model for Intelligent Classification of Distal Radius Fractures Using Statistical Shape Model Extraction Features.

Orthopaedic surgery Apr 3, 2025
OBJECTIVE: Distal radius fractures account for 12%-17% of all fractures, with accurate classification being crucial for proper treatment planning. Studies have shown that in emergency settings, the misdiagnosis rate of hand/wrist fractures can reach ...
Humans Neural Networks, Computer Tomography, X-Ray Computed Models, Statistical Adult Radius Fractures Wrist Fractures Female Male Aged Middle Aged
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An ensemble approach improves the prediction of the COVID-19 pandemic in South Korea.

Journal of global health Mar 28, 2025
BACKGROUND: Modelling can contribute to disease prevention and control strategies. Accurate predictions of future cases and mortality rates were essential for establishing appropriate policies during the COVID-19 pandemic. However, no single model yi...
Forecasting Humans Republic of Korea Machine Learning SARS-CoV-2 Models, Statistical Pandemics COVID-19
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An Interpretable Model With Probabilistic Integrated Scoring for Mental Health Treatment Prediction: Design Study.

JMIR medical informatics Mar 26, 2025
BACKGROUND: Machine learning (ML) systems in health care have the potential to enhance decision-making but often fail to address critical issues such as prediction explainability, confidence, and robustness in a context-based and easily interpretable...
Surveys and Questionnaires Models, Statistical Denmark Adult Male Humans Machine Learning Mental Disorders Female
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Machine learning models for prediction of NPVR ≥80% with HIFU ablation for uterine fibroids.

International journal of hyperthermia : the official journal of European Society for Hyperthermic Oncology, North American Hyperthermia Group Mar 23, 2025
BACKGROUND: Currently high-intensity focused ultrasound (HIFU) is widely used to treat uterine fibroids (UFs). The aim of this study is to develop a machine learning model that can accurately predict the efficacy of HIFU ablation for UFs, assisting t...
Humans Machine Learning Female Adult Retrospective Studies High-Intensity Focused Ultrasound Ablation Models, Statistical Middle Aged Treatment Outcome Uterine Neoplasms Leiomyoma
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Current experimental, statistical, and mechanistic approaches to optimizing biomolecule separations in aqueous two-phase systems.

Journal of chromatography. A Mar 17, 2025
Aqueous two-phase systems (ATPS) have been used to purify a range of biomolecules, including small molecules, monoclonal antibodies, viruses, and whole cells. They are known for selective separations, creating a stabilizing, low-shear environment, an...
Thermodynamics Proteins Models, Chemical Water Models, Statistical
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Effective Semi-Supervised Medical Image Segmentation With Probabilistic Representations and Prototype Learning.

IEEE transactions on medical imaging Mar 17, 2025
Label scarcity, class imbalance and data uncertainty are three primary challenges that are commonly encountered in the semi-supervised medical image segmentation. In this work, we focus on the data uncertainty issue that is overlooked by previous lit...
Algorithms Image Processing, Computer-Assisted Models, Statistical Humans Diagnostic Imaging Supervised Machine Learning
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Using statistical modelling and machine learning in detecting bone properties: A systematic review protocol.

PloS one Mar 11, 2025
INTRODUCTION: Osteoporosis, a common condition characterised by decreased bone mass and microarchitectural deterioration, leading to increased fracture risk, is a significant health concern. Traditional diagnostic methods, such as Dual-energy X-ray A...
Systematic Reviews as Topic Bone Density Humans Bone and Bones Osteoporosis Absorptiometry, Photon Machine Learning Models, Statistical
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Introduction of a hybrid approach based on statistical shape model and Adaptive Neural Fuzzy Inference System (ANFIS) to assess dosimetry uncertainty: A Monte Carlo study.

Computers in biology and medicine Mar 10, 2025
The increasing use of ionizing radiation has raised concerns about adverse and long-term health risks for individuals. Therefore, to evaluate the range of risks and protection against ionizing radiation, it is necessary to assess the dosimetry calcul...
Radiometry Humans Uncertainty Monte Carlo Method Fuzzy Logic Phantoms, Imaging Models, Statistical Lung
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Accuracy of machine learning and traditional statistical models in the prediction of postpartum haemorrhage: a systematic review.

BMJ open Mar 3, 2025
OBJECTIVES: To evaluate whether postpartum haemorrhage (PPH) can be predicted using both machine learning (ML) and traditional statistical models.
Postpartum Hemorrhage Machine Learning Pregnancy Risk Factors Models, Statistical Female Humans
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