PCA-CGAN Model Workflow Diagram. -н 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. -н 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. -н 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. -н 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. -н 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. -н 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. -н 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. -н 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. -н 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)! -н 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 -н 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 -н figshare admin karger (2628495)

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

France -н Caroline Fournet (21059681)

“…This would contribute to overcoming the hurdles so far encountered by universal jurisdiction cases and encourage courts to apply the universal jurisdiction mechanism in a more systematic, consistent and coherent manner.…”

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... -н 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... -н 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. …”

Qurʾanic Values and Modernity in Contemporary Islamic Ethics : <i>T</i><i>aha Abderrahmane and Fazlur Rahman in Conversation</i> -н Ramon Harvey (21718904)

“…As century upon century has passed, Muslims live far from the society initially transformed by revelation. …”

Estimating octopus pose with DeepLabCut highlights the challenge of tracking the arms. -н Willem Lee Weertman (22394833)

“…<b>(d) Visualizing body part velocities highlights the poor quality of arm tip tracking</b> Velocity traces for each of the arm tips were thresholded to remove outliers and then smoothed using a Savitsky-Golay filter. …”

S7 Fig - -н Boaz Goldberg (22601119)

“…Nucleic Acids Res 51: 9509–9521. 10.1093/nar/gkad688.] with WebPlotDigitizer by automeris.io, showing the relative strength of various promoters alongside the change to expression strength on lengthening the upstream barrier distance to 3200 (Ai) or downstream barrier distance to 3408 bp (Aii) reported as the Far/Close ratio (i.e., the ratio of the expression strength and far and close distances, equivalent to the upstream and downstream susceptibilities discussed by Boulas et al.). …”

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