PCA-CGAN model convergence curve. حسب Chao Tang (10925)

"…Experiments demonstrate that PCA-CGAN not only achieves stable convergence on a large-scale heterogeneous dataset comprising 43 patients for the first time but also resolves the “dilution effect” problem in data augmentation, avoiding the asymmetric phenomenon where Precision increases while Recall decreases. After data augmentation, the ResNet model’s average F1 score improved significantly, with particularly outstanding performance on rare categories such as atrial premature beats, far surpassing traditional methods like SigCWGAN and TD-GAN. …"

PCA-CGAN Structure Diagram. حسب Chao Tang (10925)

"…Experiments demonstrate that PCA-CGAN not only achieves stable convergence on a large-scale heterogeneous dataset comprising 43 patients for the first time but also resolves the “dilution effect” problem in data augmentation, avoiding the asymmetric phenomenon where Precision increases while Recall decreases. After data augmentation, the ResNet model’s average F1 score improved significantly, with particularly outstanding performance on rare categories such as atrial premature beats, far surpassing traditional methods like SigCWGAN and TD-GAN. …"

Comparison of Model Five-classification Results. حسب Chao Tang (10925)

"…Experiments demonstrate that PCA-CGAN not only achieves stable convergence on a large-scale heterogeneous dataset comprising 43 patients for the first time but also resolves the “dilution effect” problem in data augmentation, avoiding the asymmetric phenomenon where Precision increases while Recall decreases. After data augmentation, the ResNet model’s average F1 score improved significantly, with particularly outstanding performance on rare categories such as atrial premature beats, far surpassing traditional methods like SigCWGAN and TD-GAN. …"

PCAECG-GAN K-fold experiment table. حسب Chao Tang (10925)

"…Experiments demonstrate that PCA-CGAN not only achieves stable convergence on a large-scale heterogeneous dataset comprising 43 patients for the first time but also resolves the “dilution effect” problem in data augmentation, avoiding the asymmetric phenomenon where Precision increases while Recall decreases. After data augmentation, the ResNet model’s average F1 score improved significantly, with particularly outstanding performance on rare categories such as atrial premature beats, far surpassing traditional methods like SigCWGAN and TD-GAN. …"

PCA-CGAN Pseudocode Table. حسب Chao Tang (10925)

"…Experiments demonstrate that PCA-CGAN not only achieves stable convergence on a large-scale heterogeneous dataset comprising 43 patients for the first time but also resolves the “dilution effect” problem in data augmentation, avoiding the asymmetric phenomenon where Precision increases while Recall decreases. After data augmentation, the ResNet model’s average F1 score improved significantly, with particularly outstanding performance on rare categories such as atrial premature beats, far surpassing traditional methods like SigCWGAN and TD-GAN. …"

PCA-CGAN Ablation Experiment Results. حسب Chao Tang (10925)

"…Experiments demonstrate that PCA-CGAN not only achieves stable convergence on a large-scale heterogeneous dataset comprising 43 patients for the first time but also resolves the “dilution effect” problem in data augmentation, avoiding the asymmetric phenomenon where Precision increases while Recall decreases. After data augmentation, the ResNet model’s average F1 score improved significantly, with particularly outstanding performance on rare categories such as atrial premature beats, far surpassing traditional methods like SigCWGAN and TD-GAN. …"

Effect of <i>slc43a3</i> deletion on food and water consumption in male and female WT and KO mice. حسب Aaron L. Sayler (19797446)

الموضوعات:

Surgery design. حسب Maria Nadinskaia (22662419)

الموضوعات:

Overall and sex-stratified paroxysmal tachycardia-related age-adjusted mortality rates per 100,000 in adults in the United States, 1999 to 2020. حسب Aman Goyal (19231397)

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Effect of <i>slc43a3</i> deletion on resting blood pressure (systolic and diastolic) and heart rate of male and female WT and KO mice. حسب Aaron L. Sayler (19797446)

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Phase analysis data and within group correlations. حسب Aaron L. Sayler (19797446)

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Effect of <i>slc43a3</i> deletion on the diurnal cycle of oxygen consumption (VO₂) in male and female mice. حسب Aaron L. Sayler (19797446)

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S1 Graphical abstract - حسب Aman Goyal (19231397)

الموضوعات:

Paroxysmal tachycardia-related age-adjusted mortality rates per 100,000, stratified by census regions in adults in the United States, 1999 to 2020. حسب Aman Goyal (19231397)

الموضوعات:

Pathophysiological mechanisms linking hyperammonemia to sarcopenia and cerebral changes. حسب Maria Nadinskaia (22662419)

الموضوعات:

Effect of <i>slc43a3</i> deletion on physical activity of male and female WT and KO mice. حسب Aaron L. Sayler (19797446)

الموضوعات:

Paroxysmal tachycardia-related age-adjusted mortality rates per 100,000 in adults in the metropolitan and non-metropolitan areas in the United States, 1999 to 2020. حسب Aman Goyal (19231397)

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Supporting information – data for plots. حسب Maria Nadinskaia (22662419)

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Summary of measured parameters. حسب Aaron L. Sayler (19797446)

الموضوعات:

Morphometric analysis of histological slides in sarcopenia modeling by portal vein ligation and pyloric vein ligation. حسب Maria Nadinskaia (22662419)

الموضوعات: