Classification model parameter settings. Autor Chao Tang (10925)

“…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. …”

MIT-BIH expanded dataset proportion chart. Autor Chao Tang (10925)

“…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. …”

AUROC Graphs of RF Model and ResNet. Autor Chao Tang (10925)

“…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 Workflow Diagram. Autor Chao Tang (10925)

“…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. …”

Structural Diagrams of RF Model and ResNet Model. Autor Chao Tang (10925)

“…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. Autor Chao Tang (10925)

“…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. Autor Chao Tang (10925)

“…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. Autor Chao Tang (10925)

“…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. Autor Chao Tang (10925)

“…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. Autor Chao Tang (10925)

“…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. Autor Chao Tang (10925)

“…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. …”

Presentation 1_Gene co-expression regulatory network analysis identifies novel regulators in light signaling pathways in Arabidopsis.pdf Autor Yanan Bai (627086)

“…To examine whether the hub genes in the honeydew1 module play a role in light signaling, we isolated mutants in selected hub genes and measured hypocotyl lengths under dark, red, and far-red light conditions. These assays showed that four hub genes are involved in regulating light signaling pathways. …”

Table 1_Gene co-expression regulatory network analysis identifies novel regulators in light signaling pathways in Arabidopsis.xlsx Autor Yanan Bai (627086)

“…To examine whether the hub genes in the honeydew1 module play a role in light signaling, we isolated mutants in selected hub genes and measured hypocotyl lengths under dark, red, and far-red light conditions. These assays showed that four hub genes are involved in regulating light signaling pathways. …”

Table 2_Gene co-expression regulatory network analysis identifies novel regulators in light signaling pathways in Arabidopsis.xlsx Autor Yanan Bai (627086)

“…To examine whether the hub genes in the honeydew1 module play a role in light signaling, we isolated mutants in selected hub genes and measured hypocotyl lengths under dark, red, and far-red light conditions. These assays showed that four hub genes are involved in regulating light signaling pathways. …”

Table 3_Gene co-expression regulatory network analysis identifies novel regulators in light signaling pathways in Arabidopsis.xlsx Autor Yanan Bai (627086)

“…To examine whether the hub genes in the honeydew1 module play a role in light signaling, we isolated mutants in selected hub genes and measured hypocotyl lengths under dark, red, and far-red light conditions. These assays showed that four hub genes are involved in regulating light signaling pathways. …”

Comparison of binding preferences for natural and synthetic indels. Autor Carlos Owusu-Ansah (22470314)

“…The first strategy (Synthetic Indels - Far), involves choosing transcript fragments randomly from human transcripts without regard for the location of experimentally observed indels. …”

Carbohydrate-Active Enzymes (CAZymes) and Woody/Herbaceous Host Preference in Pectobacteriaceae Autor Leighton Pritchard (433506)

“…Only a minority of CAZymes have so far been characterised. Practical screens of CAZymes (an organism’s CAZome) can be slow and resource-intensive. …”

Miriama Narayan: The Future Smells Great for Wastewater Research (even though it stinks)! Autor Miriama Wilson (6952499)

“…<p dir="ltr">My PhD research involves analysing wastewater from around Aotearoa; specifically, 21 Wastewater Treatment Plants (WWTP). …”

Data Sheet 1_First report of bloodstream infection caused by Apiotrichum veenhuisii in a patient with acute lymphoblastic leukemia.pdf Autor Yifeng Liu (3855034)

“…After amphotericin B and voriconazole treatments, the patient’s symptoms were resolved remarkably. No recurrent B-ALL was found in her bone marrow at 3 months of follow-up. …”

Supplementary file 3_Looking back and abroad while (not) moving forward. Migration, ideas and the stability of citizenship in Spain.docx Autor Francesco Pasetti (16715067)

“…This set of ideas, in which political parties' views overlap, has constituted the tracks along which the country's nationality laws have evolved. It has outlived not only demographic but also political changes including the appearance of the country's first far-right, anti-immigrant party. …”