Search alternatives:
linear decrease » linear increase (Expand Search)
lower decrease » larger decrease (Expand Search), teer decrease (Expand Search), showed decreased (Expand Search)
we decrease » _ decrease (Expand Search), a decrease (Expand Search), nn decrease (Expand Search)
linear decrease » linear increase (Expand Search)
lower decrease » larger decrease (Expand Search), teer decrease (Expand Search), showed decreased (Expand Search)
we decrease » _ decrease (Expand Search), a decrease (Expand Search), nn decrease (Expand Search)
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3901
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3902
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3903
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3904
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3905
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3906
Neutrophil Superoxide anion production, Heat map for gene expression from neutrophils of CGD patients, and PCA plot for genome-wide gene expression.
Published 2025“…Bars and brackets represent mean ± SEM with the number of patients studied below. …”
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3907
S1 File -
Published 2025“…Additionally, the significance of extracellular NO on GSIS was studied. …”
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3908
Screw location map.
Published 2025“…<div><p>Background and objective</p><p>The use of bone allograft reconstructions after tumor resection can introduce significant complications. Stable fixation is required to decrease the incidence of mechanical complications of segmental bone allografts. …”
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3909
The applied forces and moments.
Published 2025“…<div><p>Background and objective</p><p>The use of bone allograft reconstructions after tumor resection can introduce significant complications. Stable fixation is required to decrease the incidence of mechanical complications of segmental bone allografts. …”
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3910
The applied forces and moments for the muscles.
Published 2025“…<div><p>Background and objective</p><p>The use of bone allograft reconstructions after tumor resection can introduce significant complications. Stable fixation is required to decrease the incidence of mechanical complications of segmental bone allografts. …”
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3911
6MWT results.
Published 2025“…Additionally, VO₂<sub>peak</sub> was decreased in most studies (7/10), falling below 80% of the predicted value, indicating impaired aerobic capacity. …”
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3912
Flowchart of selected studies.
Published 2025“…Additionally, VO₂<sub>peak</sub> was decreased in most studies (7/10), falling below 80% of the predicted value, indicating impaired aerobic capacity. …”
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3913
Spirometry results.
Published 2025“…Additionally, VO₂<sub>peak</sub> was decreased in most studies (7/10), falling below 80% of the predicted value, indicating impaired aerobic capacity. …”
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3914
Detailed characteristics of included studies.
Published 2025“…Additionally, VO₂<sub>peak</sub> was decreased in most studies (7/10), falling below 80% of the predicted value, indicating impaired aerobic capacity. …”
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3915
Risk of bias assessment of included studies.
Published 2025“…Additionally, VO₂<sub>peak</sub> was decreased in most studies (7/10), falling below 80% of the predicted value, indicating impaired aerobic capacity. …”
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3916
VO<sub>2peak</sub> results.
Published 2025“…Additionally, VO₂<sub>peak</sub> was decreased in most studies (7/10), falling below 80% of the predicted value, indicating impaired aerobic capacity. …”
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3917
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3918
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3919
Trends in spatial beta diversity over time.
Published 2025“…A lack of significant trend is shown in blue. The average linear trend across surveys (black line with 95% confidence interval in gray) is also plotted from a linear mixed effect model with a random slope and intercept for survey. …”
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3920
Addressing Imbalanced Classification Problems in Drug Discovery and Development Using Random Forest, Support Vector Machine, AutoGluon-Tabular, and H2O AutoML
Published 2025“…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. …”