Structural Diagrams of RF Model and ResNet Model. 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 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. …"

S1 File - Utilization of psychotropic drugs in Serbia from 2006 to 2021: Patterns before and during the COVID-19 pandemic حسب Jelena Filimonovic (22305307)

الموضوعات:

Multiomics Approach Identifies Key Proteins and Regulatory Pathways in Colorectal Cancer حسب Jun Rao (2031019)

الموضوعات:

Supplementary data: Flowchart of the study. حسب Suphanida Kaewkamchai (19762172)

الموضوعات:

Percentages (%) of concentration changes in TNF-α, IL-6, and IFN-γ released by PANC-1 cells under hypoxic and normoxic conditions cultured with CD8+ T-cells CM. حسب Eiman Abdo (20642254)

الموضوعات:

CD8+ T-cells percentage in PBMCs and purity after isolation and activation. حسب Eiman Abdo (20642254)

الموضوعات:

Assessment of CD8+ T-cells viability after activation and culturing in HCM vs. NCM for 72 hours by staining with 7-AAD. حسب Eiman Abdo (20642254)

الموضوعات:

Percentages of concentration changes in TNF-α, IL-6, and IFN-γ in co-culture of hypoxic and normoxic PANC-1 cells with CD8+ T-cells. حسب Eiman Abdo (20642254)

الموضوعات:

Relative expression levels in TNF-α, IL-6, and p53 in co-culture and CM treatment of hypoxic and normoxic PANC-1 cells with CD8+ T-cells. حسب Eiman Abdo (20642254)

الموضوعات:

Percentages (%) of concentration changes of cytokines for CD8+ T-cells after cultured in HCM or NCM of PANC-1 cells. حسب Eiman Abdo (20642254)

الموضوعات:

TSLPR deficient mice show decreased AHR upon HDM exposure. حسب Latifa Koussih (326043)

Amplitude for A/L = 0.29. حسب Muhammad Hammad Bucha (21736111)

"…Moreover, the power also decreased by increasing the distance between the cylinder and eel both in the x- and y-direction. …"

Top view of the experimental setup. حسب Muhammad Hammad Bucha (21736111)

"…Moreover, the power also decreased by increasing the distance between the cylinder and eel both in the x- and y-direction. …"

Amplitude for A/L = 0.338. حسب Muhammad Hammad Bucha (21736111)

"…Moreover, the power also decreased by increasing the distance between the cylinder and eel both in the x- and y-direction. …"