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Interpretable Machine Learning Models for PISA Results in Mathematics
Published 2025-01-01“…By preprocessing the PISA dataset, we categorized students into Low, Medium, and High proficiency levels and employed various binary classification models to discern predictive patterns. …”
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The potential habitat of Phlomoides rotata in Tibet was based on an optimized MaxEnt model
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Damage Assessment of Low-Velocity Impacted Sandwich Composite Structures Using X-Ray Micro-Computed Tomography
Published 2024-01-01“…High-level impacts resulted in near or full perforations, with more pronounced delamination at the bottom interface, and fibre fractures in the impact zone, displaying a distinctive diamond-like damage pattern. These findings can be instrumental in developing a predictive impact damage model.…”
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Burden, patterns, and risk factors of esophageal cancer mortality in China, 2008-2021: a national mortality surveillance system data analysis
Published 2025-02-01“…Nationwide, individuals with agriculture-related occupations and low educational levels had significantly high risks of EC death. …”
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Prediction of Urban Construction Land Carbon Effects (UCLCE) Using BP Neural Network Model: A Case Study of Changxing, Zhejiang Province, China
Published 2025-07-01“…The results demonstrate that the BP neural network model effectively predicts the different types of UCLCE, with an average error rate of 30.10%. (1) The total effect and intensity effect exhibit different trends in the study area, and a carbon effect table for different types of UCL is established. (2) The spatial distribution characteristics of UCLCE reveal a distinct reverse-L pattern (“┙”-shaped layout) with positive spatial correlation (Moran’s I = 0.11, <i>p</i> < 0.001). (3) The model’s core practical value lies in enabling forward-looking assessment of carbon effects in urban planning schemes and precise quantification of emissions reduction benefits. …”
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Histological Grade, Tumor Breadth, and Hypertension Predict Early Recurrence in Pediatric Sarcoma: A LASSO-Regularized Micro-Cohort Study
Published 2025-06-01“…PCA mapping revealed distinct outlier patterns correlating with high-risk profiles. <b>Conclusions</b>: Even in a small cohort, classical prognostic markers, such as tumor grade and size, retained predictive relevance, while hypertension emerged as a novel, potentially modifiable cofactor or indicator for recurrence. …”
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Simulation of Spatial and Temporal Patterns of Suitable Wintering Habitat for Hooded Crane (<i>Grus monacha</i>) Under Climate and Land Use Change Scenarios
Published 2024-12-01“…In order to clarify the trends in the current and future suitable wintering areas for hooded cranes (<i>Grus monacha</i>), the MaxEnt model was applied to predict the distribution patterns and trends of hooded cranes based on 94 occurrence records and 23 environmental variables during the wintering periods from 2015 to 2024. …”
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Optimizing HVAC energy efficiency in low-energy buildings: a comparative analysis of reinforcement learning control strategies under Tehran climate conditions
Published 2025-01-01“…This indicates enhanced adaptability to consistent daily trends and irregular periodicities, such as weather patterns. The proposed reinforcement learning method achieved energy savings of 10–15 percent compared to both rule-based and model predictive control and approximately 10 percent improvement over rule-based control, while employing fewer building features than existing state-of-the-art control systems.…”
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Machine learning-based prediction of optimal antenatal care utilization among reproductive women in Nigeria
Published 2025-09-01“…Machine learning (ML) offers a promising alternative that uncovers hidden patterns and improves prediction accuracy. Methods: This study used data from the 2018 Nigeria Demographic and Health Survey (NDHS), a nationally representative data set. …”
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Reconstruction of shrimp catches in Brazil based on generalized linear models
Published 2023-05-01“…The general category was the most relevant variable, whereas temperature indices showed reduction patterns in catches over time, which may indicate the likely effects of temperature increase on shrimp fisheries. …”
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Modeling student satisfaction in online learning using random forest
Published 2025-07-01“…Partial dependence plots revealed threshold and saturation effects, highlighting complex nonlinear patterns missed by traditional linear models. However, performance declined in predicting low-satisfaction cases (AUC = 0.70), likely due to subgroup underrepresentation. …”
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A PSO-CNN-LSTM Model for Seismic Facies Analysis: Methodology and Applications
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The Space Conceptual Models and Water Vapor Characteristics of Typical Rainstorms during Plum Rain Season
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Modelling the protective efficacy of alternative delivery schedules for intermittent preventive treatment of malaria in infants and children.
Published 2011-04-01“…<h4>Methods and findings</h4>A mathematical model was developed to estimate the protective efficacy (PE) of IPT against clinical malaria in children aged 2-24 months, using entomological and epidemiological data from an EPI-IPTi trial in Navrongo, Ghana to parameterise the model. …”
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First-trimester triglyceride-glucose index and birth weight: a retrospective cohort mediation analysis of preterm birth and gestational complications
Published 2025-07-01“…Abstract Background Insulin resistance during pregnancy, while physiologically adaptive to enhance fetal nutrient supply, becomes pathological when excessive, contributing to low birth weight (LBW). The triglyceride-glucose (TyG) index, a biomarker of insulin resistance, predicts gestational complications, but its pathways to birth weight disparities remain unclear. …”
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Drivers and forecasting of carbon emissions with extended LMDI and Bagging models: A case study of China's Bohai Rim region.
Published 2025-01-01“…Similarly, modal shifts and energy efficiency advancements positively impact emission reduction in the transportation sector. Furthermore, trends in carbon emissions are predicted using a bagging ensemble model for the Bohai Rim region's two municipalities and three provinces from 2024 to 2060. …”
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Insights of the asynchronous strain evolution of lean coal in uniaxial compression creep
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