The introduction of mutualisms into assembled communities increases their connectance and complexity while decreasing their richness. حسب Gui Araujo (22170819)

"…Parameter values: interaction strengths were drawn from a half-normal distribution of zero mean and a standard deviation of 0.2, and strength for consumers was made no larger than the strength for resources. …"

CM-DWM-EC chart using 30% decrease in the mean for the E(KeV). حسب Shumaila Nisar (20114256)

"…<p>CM-DWM-EC chart using 30% decrease in the mean for the E(KeV).</p>…"

Root-mean-square fluctuation (RMSF) analysis of wild-type and p.R163C mutant αB-crystallin dimers from molecular dynamics simulations. حسب Aref Baharvand (21713886)

Feature importance and beeswarm plot determined by mean absolute SHAP values for the DeepSurv model. حسب Theophilus Gyedu Baidoo (21162511)

SHAP waterfall plot. حسب Wentao Yang (205781)

"…Across 10 models, CatBoost performed best on the test set (AUC = 0.970, accuracy = 0.920, F1 = 0.918), with robust calibration and decision-curve net benefit. SHAP interpretation ranked eGDR among the most influential predictors: SHAP summary and dependence plots indicated that higher eGDR decreased the model’s predicted probability of frailty. …"

SHAP decision plot. حسب Wentao Yang (205781)

"…Across 10 models, CatBoost performed best on the test set (AUC = 0.970, accuracy = 0.920, F1 = 0.918), with robust calibration and decision-curve net benefit. SHAP interpretation ranked eGDR among the most influential predictors: SHAP summary and dependence plots indicated that higher eGDR decreased the model’s predicted probability of frailty. …"

SHAP dependence plots. حسب Wentao Yang (205781)

"…Across 10 models, CatBoost performed best on the test set (AUC = 0.970, accuracy = 0.920, F1 = 0.918), with robust calibration and decision-curve net benefit. SHAP interpretation ranked eGDR among the most influential predictors: SHAP summary and dependence plots indicated that higher eGDR decreased the model’s predicted probability of frailty. …"

Biases in larger populations. حسب Sander W. Keemink (21253563)

"…With amplitude scaling the mean population activity was kept the same by scaling down the response amplitude for larger population (blue curve). …"

Feature importance and beeswarm plot determined by mean absolute SHAP values for the random survival forest (RSF) model. حسب Theophilus Gyedu Baidoo (21162511)

Scatter and line plots of cluster number and mean cluster size as wgs percentage in mixture increases, subset dataset. حسب August Guang (9975678)

الموضوعات:

Scatter and line plots of cluster number and mean cluster size as wgs percentage in mixture increases, full dataset. حسب August Guang (9975678)

الموضوعات:

Voxel-based whole-brain analysis shows regional and dose-dependent effects of netoglitazone in decreasing plaque mean size. حسب Francesca Catto (21253435)

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

"…Across 10 models, CatBoost performed best on the test set (AUC = 0.970, accuracy = 0.920, F1 = 0.918), with robust calibration and decision-curve net benefit. SHAP interpretation ranked eGDR among the most influential predictors: SHAP summary and dependence plots indicated that higher eGDR decreased the model’s predicted probability of frailty. …"

<b>Supporting data for manuscript</b> "<b>Voluntary locomotion induces an early and remote hemodynamic decrease in the large cerebral veins</b>" حسب Kira Shaw (18796168)

"…<p dir="ltr">The CSV file 'Eyreetal_DrainingVein_SourceData' contains the averaged time series traces and extracted metrics from individual experiments used across Figures 1-5 in the manuscript "Voluntary locomotion induces an early and remote hemodynamic decrease in the large cerebral veins". …"

Principle Coordinates Analysis (PCoA) projected onto 2 dimensions between pol-wgs mixtures and nFL genome, subset dataset حسب August Guang (9975678)

الموضوعات:

Principle Coordinates Analysis (PCoA) projected onto 2 dimensions between pol-wgs mixtures and nFL genome, full dataset حسب August Guang (9975678)

الموضوعات:

Fluctuation trend of the mean temperature index. حسب Chengyuan Hao (21615653)

"…Secondly, the daily minimum and maximum temperatures increased significantly, which were 0.395°C/10a and 0.200°C/10a respectively<b>—</b>less than the national mean. …"

Variation curve of the mean temperature index. حسب Chengyuan Hao (21615653)

"…Secondly, the daily minimum and maximum temperatures increased significantly, which were 0.395°C/10a and 0.200°C/10a respectively<b>—</b>less than the national mean. …"

The numerical data used in this study. حسب Zixia Qian (21474969)

"…In terms of the percentage decreases in anti-mumps antibody titers, in the population receiving the 1-dose vaccine, there was a mean decrease of 2.06% per year. …"

Modelled policy outcomes, with posterior values for individual nodes ranked from 1-5 across the parties - Green, Reform UK, Liberal Democrat, Conservative, and Labour, where 1 is the lowest rank and 5 is the highest. The parties are ranked for each policy node in the network (e.g., income tax), based on the direction of change (“performance indicator”) stated in the first column (e.g., lowest, highest, most, improvement). For example, a value of 5 for Green tax means that green tax is lowest under Reform UK’s policies, while a value of 1 means that green tax is highest under the Green Party’s policies. Larger text in bold and italic font indicates that the directional change (i.e., increase or decrease) of a node under a party’s policies is consistent with the direction indicated, whereas black text indicates an opposite directional change (e.g., income tax is predicted to decrease under Reform UK in alignment with the performance indicator, and increase under Green and Labour). حسب Richard Stafford (174326)

"…Larger text in bold and italic font indicates that the directional change (i.e., increase or decrease) of a node under a party’s policies is consistent with the direction indicated, whereas black text indicates an opposite directional change (e.g., income tax is predicted to decrease under Reform UK in alignment with the performance indicator, and increase under Green and Labour).…"