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681
Sources and methods of phosphorus application in maize cultivation
Published 2025-01-01“…The data were submitted to analysis of variance using the F-test at a level of 5%, and to principal component analysis (PCA) with biplot graphical analysis. …”
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682
Effects of Predrying and Spontaneous Fermentation Treatments on Nib Acidification, Fermentation Quality, and Flavour Attributes of Ghanaian Cocoa (Theobroma cacao) Beans
Published 2024-01-01“…In addition, a significantly higher preference was shown for cocoa liquor made from the beans predried for 4-6 hours and fermented for 6 days. Principal component analysis clustered samples according to the predrying time, fermentation duration, and quality parameters measured. …”
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683
Internal tides off the Amazon shelf in the western tropical Atlantic: analysis of SWOT Cal/Val mission data
Published 2025-02-01“…The estimation is improved by performing a principal component analysis before the harmonic analysis. The results compare very well with the high-resolution empirical tide (HRET) internal tide model, the reference product for internal tide corrections in altimetry observations. …”
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684
Long-term effects of institutional quality on financial inclusion in Asia–Pacific countries
Published 2025-01-01“…This paper has developed a new index of institutional quality for countries in the Asia–Pacific region from 2004 to 2020 using the principal component analysis. We estimate the long-term effects of institutional quality on financial inclusion using long-term estimators, including the augmented mean group and the common correlated effects mean group estimators. …”
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685
Comprehensive Environmental Monitoring System for Industrial and Mining Enterprises Using Multimodal Deep Learning and CLIP Model
Published 2025-01-01“…Subsequently, feature vectors obtained from monitoring images and text are fused using a rudimentary concatenation method to generate a joint embedding representation. Principal Component Analysis (PCA) is then applied to diminish the dimensionality of the amalgamated features derived from environmental monitoring images, descriptive texts, and sensor data collected by industrial and mining enterprises. …”
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686
Multi-modal feature fusion with multi-head self-attention for epileptic EEG signals
Published 2024-08-01“…First, the time domain features were extracted by kernel principal component analysis, the frequency domain features were extracted by short-time Fourier extracted transform, and the nonlinear dynamic features were extracted by calculating sample entropy. …”
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687
Age group classification based on optical measurement of brain pulsation using machine learning
Published 2025-01-01“…ML experiments utilized support vector machines and random forest learners, along with maximum relevance minimum redundancy and principal component analysis for feature selection. Performance with increasing sample size was estimated using learning curve method. …”
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688
UPLC-Q-TOF/MS-based metabolomics reveals modulatory effects of Mesona chinensis Benth polysaccharide in liver injury mice induced by cyclophosphamide
Published 2023-03-01“…The results showed that MP could alleviate liver injury and promote the production of short chain fatty acids (SCFAs), with the best dose of 200 mg/kg·body weight (bw). The principal component analysis (PCA) and orthogonal partial least squares discriminant analysis (OPLS-DA) scores plots of the liver and feces samples showed a clear separation among normal, model and high-dose of MP (MPH). …”
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689
Variation of the seed and foliar phenolic contents of five wild forms of common bean (Phaseolus vulgaris L.)
Published 2025-01-01“…Analysis of variance were used to determine the capacity of the phenolic contents to discriminate between samples, the data were submitted to principal component analysis (PCA) and cluster analysis. The population with the highest content of phenolic compounds in both seed and leaves was the wild population of Nuevo Ideal and those that accumulated the lowest content of these compounds were Nombre de Dios and Canatlán. …”
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690
Study on Effect of Producing Region on the Metabolome Composition of Rice
Published 2025-01-01“…In this study, the Yunhui 290 rice metabolome from 3 different producing areas was andyzed using a widely targeted metabolomics approach, and 1003 metabolites were identified. By principal component analysis (PCA) and partial least square discriminant analysis (OPLS-DA), the results showed that the numbers of differential metabolites between the comparison groups (GJYH290 vs MLYH290, MZYH290 vs GJYH290, MZYH290 vs MLYH290) were 130, 180, and 192, respectively, only 6 different metabolites were common to all three comparison groups, with the main metabolic pathways involving amino acid metabolism and flavonoid metabolism. …”
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691
Forward-backward translation, content validity, face validity, construct validity, criterion validity, test-retest reliability, and internal consistency of a questionnaire on patie...
Published 2025-01-01“…Six revised items passed the threshold value of 0.78 for Item-Content Validity Index and Content Validity Ratio and were revised based on findings from the face validity test. Principal Component Analysis of EFA extracted information on only one component, and all items were positively correlated with the component matrix. …”
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692
Phthalates in the environment of China: A scoping review of distribution, anthropogenic impact, and degradation based on meta-analysis
Published 2025-01-01“…We outline the global distribution of PAEs in different media and conducted a comparative analysis of their composition. Principal component analysis (PCA) revealed PAEs differences in environmental mediums and geographic locations. …”
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693
Phenomic characterization of Crotalaria germplasm for crop improvement
Published 2021-03-01“…The Pearson’s correlation coefficients were used to determine the relationships between qualitative and quantitative traits while the principal component analysis was used to discriminate the accessions. …”
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694
An Improved Deep Learning-Based Technique for Driver Detection and Driver Assistance in Electric Vehicles with Better Performance
Published 2022-01-01“…As a part of this research, a driver identification system based on a deep driver classification model (deep neural network as DNN) with feature reduction techniques (random forest as RF and principal component analysis as PCA) is implemented to help automate and aid in crucial jobs such as the brake system in an efficient manner. …”
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695
Use of ATR-FTIR Spectroscopy and Chemometrics for the Variation of Active Components in Different Harvesting Periods of Lonicera japonica
Published 2022-01-01“…Additionally, principal component analysis (PCA) scatter plots showed that there was a clear clustering trend in the samples of the same harvesting period, and the samples of the different harvesting periods could be well distinguished. …”
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696
Analysis of the Metals in Soil-Water Interface in a Manganese Mine
Published 2015-01-01“…In order to reveal the influence of the metals of soil-water interface in a manganese mine (Xiangtan, China), on local water environment, there are six kinds of metals (Mn, Ni, Cu, Zn, Cd, and Pb) characterized by measuring their concentration, correlation, source, and special distribution using principal component analysis, single factor, and Nemero comprehensive pollution index. …”
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697
Determination of Biochemical Contents of Fresh, Oven-Dried, and Sun-Dried Peels and Pulps of Five Apple Cultivars (Amasya, Braeburn, Golden Delicious, Granny Smith, and Starking)
Published 2021-01-01“…For data interpretation, t-test, ANOVA, Duncan’s test, Kruskal–Wallis H test, and principal component analysis were performed. The peel contained significantly higher total flavonoid, total phenol, and antioxidant activity than pulp. …”
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698
Contamination Features and Source Apportionment of Heavy Metals in the River Sediments around a Lead-Zinc Mine: A Case Study in Danzhai, Guizhou, China
Published 2021-01-01“…It was found that lead-zinc mining and smelting activities, coal mining activities, and agricultural activities (livestock and poultry breeding) are the primary sources of selected HMs, based on the results of correlation analysis together with principal component analysis (PCA) and positive matrix factorization (PMF) model. …”
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699
Comprehensive analysis of ionomic profiling in Chlorella exposed to chlorpyrifos
Published 2025-02-01“…However, little is known about the toxicological mechanism of CPF on marine microalgae, which is the main primary producer in the marine ecosystem.MethodsThis study explored the ion changes of microalgae Chlorella vulgaris under the stress of CPF through Inductively Coupled Plasma Mass Spectrometry (ICP-MS).ResultsSignificant disparities in ionomics among control and treatment group were observed through pattern recognition analysis (principal component analysis, PCA; orthogonal partial least squares discriminant analysis, OPLS-DA), indicating that CPF may impede their growth by disrupting the homeostasis of crucial elements within algal cells.DiscussionThis study elucidated the inhibitory impact of CPF on green algae growth and its potential mechanism of toxicity through ICP-MS, providing crucial insights for a comprehensive understanding of the influence of organophosphorus pesticides on aquatic ecosystems.…”
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700
Snowfall in the Northwest Iberian Peninsula: Synoptic Circulation Patterns and Their Influence on Snow Day Trends
Published 2014-01-01“…In this work, we develop a classification of synoptic situations that produced important snowfalls at observation stations in the major cities of Castilla y León from 1960 to 2011. We used principal component analysis (PCA) and cluster techniques to define four synoptic patterns conducive to snowfall in the region. …”
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