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19741
Simulating the Carbon, Nitrogen, and Phosphorus of Plant Above-Ground Parts in Alpine Grasslands of Xizang, China
Published 2025-06-01“…Therefore, the random forest algorithm based on climate data and/or the NDVImax demonstrated superior predictive performance in modeling these biogeochemical parameters.…”
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19742
Evaluation of the impact of COVID-19 on hepatitis B in Henan Province and its epidemic trend based on Bayesian structured time series model
Published 2025-04-01“…To assess how well the BSTS algorithm performs predictions, we split the observations into various training and testing ranges. …”
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19743
Association of estimated glucose disposal rate with atrial fibrillation, heart failure and cardiovascular mortality in patients with diabetes: a prospective cohort study from the U...
Published 2025-07-01“…Polygenic Risk Score (PRS) analysis evaluated the joint effects of eGDR and PRS. Boruta algorithm filtered key predictive variables. Subgroup analysis was performed using cardiovascular high-risk factors, and mediation analysis explored the relationships of eGDR with the outcomes.ResultsSubjects with higher eGDR were more likely to be female, younger, more physically active, non-smoker, and non-drinker. …”
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19744
PDT-regulated immune gene prognostic model reveals tumor microenvironment in colorectal cancer liver metastases
Published 2025-04-01“…By using the weighted gene co-expression network analysis (WGCNA) algorithm, key gene modules related to metastasis in colorectal cancer were identified. …”
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19745
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19746
Enhancing Lung Ultrasound Diagnostics: A Clinical Study on an Artificial Intelligence Tool for the Detection and Quantification of A-Lines and B-Lines
Published 2024-11-01“…In quantifying B-lines, the algorithm achieved a weighted kappa score of 0.77 (95% CI 0.74 to 0.80) and an ICC of 0.87 (95% CI 0.85 to 0.89), showing substantial agreement between the ground truth and predicted B-line counts. …”
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19747
Mental health of university students twenty months after the beginning of the full-scale Russian-Ukrainian war
Published 2025-03-01“…Correlation between variables was calculated with Pearson correlation, adjusted with Benjamini-Hochberg procedure. To develop the predictive model the XGBoost algorithm was employed, additionally, the SHAP algorithm was utilized. …”
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19748
Enhancing cotton irrigation with distributional actor–critic reinforcement learning
Published 2025-02-01“…Accurate predictions of irrigation’s impact on crop yield are crucial for effective decision-making. …”
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19749
Fourier Analysis of CMFD Method in Cylindrical Geometry
Published 2025-06-01“…The coarse mesh finite difference (CMFD) method has been widely adopted as an acceleration algorithm for neutron transport calculations, effectively reducing computational costs and improving convergence. …”
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19750
Systematic pan-cancer analysis identifies PKNOX1 as a potential prognostic and immunological biomarker and its functional validation
Published 2025-06-01“…The correlations between PKNOX1 expression and MDSC immune infiltration and immune cells were analyzed using the TIDE algorithm and the ESTIMATE algorithm. PKNOX1 -interacting proteins and expression-related genes were analysed via the STRING and TIMER 2.0 platforms, and the functions of PKNOX1 in tumors and the cell pathways involved were predicted via KEGG enrichment analysis. …”
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19751
Mapping landforms of a hilly landscape using machine learning and high-resolution LiDAR topographic data
Published 2024-12-01“…We used 4200 landform observations (600 per landform) and eight topographic indices derived from 2 m, 5 m and 10 m resolution LiDAR DEM in random forest algorithm to develop 2 m, 5 m and 10 m resolution landform models. …”
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19752
Modeling microbial drug-resistance: from mathematics to pharmacoeconomics
Published 2018-05-01“…The proposed mathematical model allows one to predict the changes in microbial drug-resistance and choose the optimal algorithm of AMA consumption able to restrain the growth of drug-resistance.…”
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19753
Integration of the Adaptive Approach in HVAC System Operation: A Case Study
Published 2025-01-01“…Therefore, this paper investigates how the application of a setpoint based on adaptive comfort control (ACC) would affect occupants’ comfort considering mixed mode operation and based on the results of a longitudinal field study in an academic office building of a tertiary educational institution in southern Spain. The manuscript analyses the Thermal Preference Vote over 12 months in a mixed mode room with an HVAC system whose setpoint is adjusted with a previously calculated adaptive algorithm for the building. …”
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19754
Numerical Simulation of Earthquake Impacts on Marine Structures: A Comprehensive Review
Published 2024-12-01“…Furthermore, integrating laboratory and field data into unified frameworks will significantly improve the precision and practicality of these models, offering robust tools for predicting earthquake and wave impacts on marine environments.…”
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19755
Quantum machine learning regression optimisation for full-scale sewage sludge anaerobic digestion
Published 2025-03-01“…We, thus, propose a hybrid quantum-classical machine learning (Q-CML) regression algorithm using a quantum circuit learning (QCL) strategy. …”
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19756
The Use of General Inverse Problem Platform (GRIPP) as a Robust Backtracking Solution
Published 2025-02-01“…The optimization yielded a solution with a mean error of 0.019 degrees between predicted and observed tracer locations. This demonstrates the potential of GRIPP and GenSA for solving practical environmental problems in coastal regions. …”
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19757
Machine learning-based multiphysics model for corrosion fatigue crack propagation in aluminum alloy
Published 2025-05-01“…The present study predicted the corrosion fatigue crack growth rate of 7075-T7651 aluminum alloy under cyclic sinusoidal loading in an aqueous solution. …”
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19758
Intelligent design of mixture proportions of manufactured sand concrete from environmental, economical and mechanical perspectives
Published 2025-07-01“…This study proposes a multi-objective optimization (MOO) method based on machine learning (ML) and the non-dominated sorting genetic algorithm II (NSGA-II) to optimize MSC mixtures. The results indicate that the extremely randomized trees (ERT) model exhibits the best predictive performance for UCS, with an R value of 0.988 on the test set. …”
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19759
Numerical modeling of electromagnetic wave propagation in spatially-varying evaporation duct conditions via 3D parabolic equation method
Published 2025-06-01“…An even-odd splitting Fourier transform algorithm enables efficient computational analysis of EM wave propagation across azimuthal planes. …”
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19760
Robust Representation Learning Based on Deep Mutual Information for Scene Classification Against Adversarial Perturbations
Published 2025-01-01“…However, deep learning models used for scene classification are highly vulnerable to adversarial samples, resulting in incorrect predictions and posing significant risks. While most current methods focus on improving adversarial robustness, they face a trade-off that compromises accuracy on clean, unperturbed images. …”
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