PCA-CGAN Model Workflow Diagram. per 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. per 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. per 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. per 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. per 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. per 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. per 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. per 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 binding preferences for natural and synthetic indels. per 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. …”

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

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

A more realistic variant of capacitated vehicle routing problem: Methodology and a case study per Yu Wu (54264)

“…To the best of our knowledge, this variant has never been specifically focused on so far. It involves allocating customers’ orders to specific-type vehicles and arranging appropriate vehicle routes, with the pursuit of minimizing the delivery-related costs. …”

Supplementary Material for: What helps and hinders recovery from depression? A systematic review and qualitative evidence synthesis of patient-identified recovery factors per figshare admin karger (2628495)

“…Conclusion: Recovery from depression involves a diverse range of interconnected factors. …”

Clean Your Floors Day per Matthew Partridge (458241)

“…<p dir="ltr">This cartoon features a conversation about floor cleaning gone too far. The chemical stains are removed, but so is the floor, revealing a hole to another lab below. …”

The amphibians of Betampona: an updated account of the remarkable diversity of Madagascar’s central-eastern Strict Nature Reserve per Costanza Piccoli (21591975)

“…At present, 30 of the 87 lineages are awaiting taxonomic revision or formal description, 13 of which are so far known only from this reserve. This study illustrates how the characterization of the extremely rich biodiversity of Madagascar is far from complete, and how important it is to continue performing dedicated surveys even in well-known areas.…”

A Method for Rapid and Precise Triple Oxygen Isotope Measurements via High-Temperature Conversion to CO Followed by Nickel-Catalyzed CO to CO₂ Conversion and Laser Spect... per Nicholas M. Ellis (6322211)

“…We present a new method for high-precision Δ′¹⁷O analysis of CO₂ via tunable infrared laser direct absorption spectroscopy that is compatible with a wider range of geochemically important materials. This approach involves converting sample oxygen to CO₂ in two steps. …”

A Method for Rapid and Precise Triple Oxygen Isotope Measurements via High-Temperature Conversion to CO Followed by Nickel-Catalyzed CO to CO₂ Conversion and Laser Spect... per Nicholas M. Ellis (6322211)

“…We present a new method for high-precision Δ′¹⁷O analysis of CO₂ via tunable infrared laser direct absorption spectroscopy that is compatible with a wider range of geochemically important materials. This approach involves converting sample oxygen to CO₂ in two steps. …”

Data Sheet 1_First report of bloodstream infection caused by Apiotrichum veenhuisii in a patient with acute lymphoblastic leukemia.pdf per 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. …”

Presentation 1_Gene co-expression regulatory network analysis identifies novel regulators in light signaling pathways in Arabidopsis.pdf per 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 per 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 per 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. …”