Overview of the WeARTolerance program. by Ana Beato (20489933)

Subjects:

Image 1_Chromosome 1 variants associated with decreased HIV set-point viral load correlate with PRKAB2 expression changes.png by Riley H. Tough (14432838)

Classification model parameter settings. by 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. …”

Minimal data set. by Jingru Zhou (766195)

“…This study focuses on YRD region and analyzes the characteristics of land use changes in the area using land use data from 2000 to 2020, with a 10-year interval. Utilizing InVEST Model’s Carbon Storage module in combination with PLUS model (patch-generating land use simulation), we simulated and projected future land use patterns and carbon storage across YRD region under five scenarios including natural development (ND), urban development (UD), ecological protection (EP), cropland protection (CP), and balanced development (BD). …”

Raw data files for IMC data sets. by Kafayat Yusuf (22104155)

“…Elevated DCLK1-S levels corresponded with MMP13 staining and activity, promoting collagen degradation and fibrosis. We confirmed the DCLK1-S/MMP13 axis in a knock- in mouse model overexpressing DCLK1-S, in conjunction with dextran sulfate sodium (DSS)- induced colitis. …”

PCA-CGAN model parameter settings. by 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. …”

Setting of experimental environment and model parameters. by Guozhu Sui (21672798)

Minimum data set. by Zhongxing Wang (7354205)

“…Using the particle flow software PFC2D, we conducted direct shear test simulations on joints with various inclinations and five different roughness levels to examine the models’ crack extension penetration paths, damage modes, and strength characteristics. …”

The parameters set in the experiment under two models. by Xiying Wang (4859998)

Histogram of number of drugs with (a) increased and (b) decreased usage within 12 months. by Nguyen Thach (20347852)

Testing set error. by Xiangjuan Liu (618000)

Subjects:

Accuracy of test set for different fault diagnosis models. by Hongwei Bai (1447999)

Schematic of <i>in vitro</i> MCA model set-up. by Sandra Thalerová (11434762)

Accuracy chart of each model validation set. by Hongwei Bai (1447999)

Data sets for model creation and external validation. by Junichi Kushioka (12236447)

Accuracy of test sets for each model, specifically. by Hongwei Bai (1447999)

Accuracy chart of each model validation set. by Hongwei Bai (1447999)

Decrease in loss during the training process. by Muhammad Idrees (92773)

Histograms of the extent of the (a) increase and (b) decrease by the difference in categorical usage within 12 months for all drugs. by Nguyen Thach (20347852)

Anonymized data set: the anonymized data set necessary to replicate our study. by Zhao-Yang Meng (18389630)