Multicollinearity Test. حسب Muhummad Khairul Islam (21955544)

"…., coal and gas, on environmental sustainability by utilizing CO2 emissions as a proxy to emphasize Environmental, Social, and Governance (ESG) practices in the electricity supply company of Malaysia. To do so, we collect time series data from Tenaga Nasional Berhad (TNB) Sustainability Reports spanning 2016–2021. …"

Descriptive Statistics. حسب Muhummad Khairul Islam (21955544)

"…., coal and gas, on environmental sustainability by utilizing CO2 emissions as a proxy to emphasize Environmental, Social, and Governance (ESG) practices in the electricity supply company of Malaysia. To do so, we collect time series data from Tenaga Nasional Berhad (TNB) Sustainability Reports spanning 2016–2021. …"

Characteristics of water footprint by sector at the regional level in China. حسب Jianqin Ma (20328414)

Demographic information. حسب Silas Manning (22693338)

"…<div><p>Disorders of decreased sound tolerance such as misophonia and hyperacusis cause significant distress through strong negative emotional and physiological reactions to everyday sounds. …"

Characteristics of JIA patients. حسب Yasmine Makhlouf (17409866)

"…Following biologic therapy, growth delay decreased to 8% and impaired growth to 36.8%. Patients with systemic JIA showed lower changes in growth parameters compared to others, and no significant differences were observed between different biologic drugs. …"

List of excluded articles. حسب Yasmine Makhlouf (17409866)

"…Following biologic therapy, growth delay decreased to 8% and impaired growth to 36.8%. Patients with systemic JIA showed lower changes in growth parameters compared to others, and no significant differences were observed between different biologic drugs. …"

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. …"

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)