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RStudio random forest model
Random Forest Model, supplied by RStudio, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/algorithmic+random+forest+model/random+forest+model/pm38676239-80-15-0
Average 90 stars, based on 1 article reviews
random forest model - by Bioz Stars, 2026-10
90/100 stars

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Article Title: Unveiling influences of metal-based nanomaterials on wheat growth and physiology: From benefits to detriments.
Article Snippet: • A meta-analysis of interactions between NMs and wheat health was performed.. • Fe, Ti, and Zn NMs significantly increased wheat biomass and

Article Title: How Lazy Are Pet Cats Really? Using Machine Learning and Accelerometry to Get a Glimpse into the Behaviour of Privately Owned Cats in Different Households.
Article Snippet: RStudio was also used to identify the behaviour of cats using the previously validated random forest model which identified eight behaviours: active, lying, sitting, standing, grooming, littering, eating, and scratching [17].

Article Title: Integrated network pharmacology, molecular docking, and lipidomics to reveal the regulatory effect of Qingxuan Zhike granules on lipid metabolism in lipopolysaccharide-induced acute lung injury.
Article Snippet: Funding information Clinical Innovation Center of Jiangsu Province Hospital of Chinese Medicine, China, Grant/Award Number: Y2023zx08; NATCM's Project of High-level Construction of Key TCM Disciplines, China, Grant/Award Numbers: NZYEK010, NZYEK013; Postgraduate Research & Practice Innovation Program of Jiangsu Province, Grant/Award Number: SJCX23_0798; Scientific and Technological Development Special Project of Traditional Chinese Medicine of Jiangsu Province, China, Grant/Award Number: 2020ZX06 Abstract Qingxuan Zhike granules (QXZKG), a traditional Chinese patent medication, has shown therapeutic potential against acute lung injury (ALI).. However, the precise mechanism underlying its lung-protective effects requires further investigation.. In this study, integrated network pharmacology, molecular docking, and lipidomics were used to elucidate QXZKG's regulatory effect on lipid metabolism in lipopolysaccharide-induced ALI.

Article Title: Predictive Modeling in Business Analytics: Leveraging AI & Machine Learning
Article Snippet: The Random Forest and Bayesian Regularization Neural Network models are implemented using RStudio, with appropriate tuning of model parameters.

Article Title: Analysis of key factors and equity in influenza vaccination among Chinese adults-evidence from a large national cross-sectional survey
Article Snippet: Variables with statistically significant differences in the univariate analysis were subsequently included in the random forest model, which was implemented using RStudio to compute and rank the importance scores of each variable.

Software:

Article Title: Integrated enzyme activities and untargeted metabolome to reveal the mechanism that allow long-term biochar-based fertilizer substitution improves soil quality and maize yield.
Article Snippet: Biochar-based fertilizer has potential benefits in improving soil quality and crop yield, but the biological mechanisms of soil microbial enzymes interacting with related metabolisms still need to be further investigated.. In this study, we combined enzymology and untargeted metabolomics to investigate how biochar-based fertilizer substitution affects soil quality and crop yield by regulating soil enzymes and metabolites in dry-crop farmland.. Our findings showed that biochar-based fertilizer substitution enhanced the activities of enzymes related to carbon, nitrogen, and phosphorus cycling, as well as influenced metabolite composition.

Article Title: Efficacy of three predictive models for deep vein thrombosis in patients with lumbar disc herniation
Article Snippet: .. Following univariate analysis, Logistic regression model, Gradient boosting model, and Random Forest model were developed using RStudio software. ..

Construct:

Article Title: Self-Advocacy Among Women With Uterine Malignancies
Article Snippet: .. A random forest model was constructed in R Studio, where higher %Inc MSE (% Increase in Mean Squared Error) values indicated greater variable importance ( ). ..



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