S1 File - حسب Michael Gulledge (20577135)

"…Withdrawal was associated with significant alterations in the slope of the aperiodic 1/f component of the EEG power spectrum, an established biomarker of arousal level. …"

SHAP dependence plots with interaction coloring. حسب Wentao Yang (205781)

"…</p><p>Methods</p><p>Using National Health and Nutrition Examination Survey (NHANES) 2005–2010 data, we analyzed glucose disposal and frailty associations. …"

Screening process diagram. حسب Wentao Yang (205781)

"…</p><p>Methods</p><p>Using National Health and Nutrition Examination Survey (NHANES) 2005–2010 data, we analyzed glucose disposal and frailty associations. …"

SHAP waterfall plot. حسب Wentao Yang (205781)

"…</p><p>Methods</p><p>Using National Health and Nutrition Examination Survey (NHANES) 2005–2010 data, we analyzed glucose disposal and frailty associations. …"

SHAP decision plot. حسب Wentao Yang (205781)

"…</p><p>Methods</p><p>Using National Health and Nutrition Examination Survey (NHANES) 2005–2010 data, we analyzed glucose disposal and frailty associations. …"

LASSO regression visualization plot. حسب Wentao Yang (205781)

"…</p><p>Methods</p><p>Using National Health and Nutrition Examination Survey (NHANES) 2005–2010 data, we analyzed glucose disposal and frailty associations. …"

Overall analysis of randomized controlled trials. حسب Solima Sabeel (9545738)

"…Notably, atorvastatin demonstrated the most significant reduction in IL-6 and TNF-α levels, while fluvastatin and rosuvastatin displayed the greatest impact on decreasing CRP and LDL-C levels, respectively. …"

SHAP dependence plots. حسب Wentao Yang (205781)

"…</p><p>Methods</p><p>Using National Health and Nutrition Examination Survey (NHANES) 2005–2010 data, we analyzed glucose disposal and frailty associations. …"

Tertile stratified subgroup analysis. حسب Wentao Yang (205781)

"…</p><p>Methods</p><p>Using National Health and Nutrition Examination Survey (NHANES) 2005–2010 data, we analyzed glucose disposal and frailty associations. …"

Newcastle-Ottawa scale. حسب Solima Sabeel (9545738)

"…Notably, atorvastatin demonstrated the most significant reduction in IL-6 and TNF-α levels, while fluvastatin and rosuvastatin displayed the greatest impact on decreasing CRP and LDL-C levels, respectively. …"

Relationships between clay and quartz content, TOC, 2D-NMR solid OM, S₁, 2D-NMR light oil and fractal dimensions. حسب Changjun Ji (18285907)

"…This results in the formation of larger dissolution pores within the carbonated minerals [<a href="http://www.plosone.org/article/info:doi/10.1371/journal.pone.0309346#pone.0309346.ref043" target="_blank">43</a>], leading to a decrease in the fractal dimensions D₁ and D₂. …"

Neutrophil Superoxide anion production, Heat map for gene expression from neutrophils of CGD patients, and PCA plot for genome-wide gene expression. حسب Daniel R. Ambruso (12042605)

"…In contrast, results for subjects 08 and 09 demonstrate greater effects than the remainder of the patients in the cohort.…"

S1 File - حسب Ingmar Lundquist (46422)

"…Additionally, the significance of extracellular NO on GSIS was studied. …"

Addressing Imbalanced Classification Problems in Drug Discovery and Development Using Random Forest, Support Vector Machine, AutoGluon-Tabular, and H2O AutoML حسب Ayush Garg (21090944)

"…The important findings of our studies are as follows: (i) there is no effect of threshold optimization on ranking metrics such as AUC and AUPR, but AUC and AUPR get affected by class-weighting and SMOTTomek; (ii) for ML methods RF and SVM, significant percentage improvement up to 375, 33.33, and 450 over all the data sets can be achieved, respectively, for F1 score, MCC, and balanced accuracy, which are suitable for performance evaluation of imbalanced data sets; (iii) for AutoML libraries AutoGluon-Tabular and H2O AutoML, significant percentage improvement up to 383.33, 37.25, and 533.33 over all the data sets can be achieved, respectively, for F1 score, MCC, and balanced accuracy; (iv) the general pattern of percentage improvement in balanced accuracy is that the percentage improvement increases when the class ratio is systematically decreased from 0.5 to 0.1; in the case of F1 score and MCC, maximum improvement is achieved at the class ratio of 0.3; (v) for both ML and AutoML with balancing, it is observed that any individual class-balancing technique does not outperform all other methods on a significantly higher number of data sets based on F1 score; (vi) the three external balancing techniques combined outperformed the internal balancing methods of the ML and AutoML; (vii) AutoML tools perform as good as the ML models and in some cases perform even better for handling imbalanced classification when applied with imbalance handling techniques. …"

Changes in rumen fluid metabolites. حسب Shiqi Zhang (709298)

Relative expression of hub genes. حسب Ziyang Liu (242055)

The Fig illustrates the effects of mutations on the stability, flexibility, compactness, and interactions of the AKT2-Ipatasertib complex through molecular dynamics simulations. حسب Sadia Afrin Runa (22504971)

Gene expression omnibus datasets. حسب Xinyi Xia (7516694)

"…<div><p>Although the link between ischemia-reperfusion injury (IRI) and T cell-mediated rejection (TCMR) in kidney transplantation (KT) is well known, the mechanism remains unclear. We investigated essential genes and biological processes involved in interactions between IRI and TCMR. …"

Calycosin Inhibit PANoptosis and Alleviate Brain Damage: A Bioinformatics and Experimental Verification Approach حسب Huiyan An (20959966)

"…Numerous studies have highlighted the significance of PANoptosis in brain ischemia–reperfusion (I/R) injury. …"

Basic characteristics of the afforested land. حسب Yao Zhong (280645)

"…The results revealed that land use significantly altered the distribution of carbon fractions. …"