Data Sheet 1_PLK2 as a key regulator of glycolysis and immune dysregulation in polycystic ovary syndrome.docx by Hua Ma (2443177)

“…Immune infiltration was assessed using CIBERSORT, ESTIMATE, and ssGSEA algorithms. Functional enrichment analysis (GO, KEGG, and Hallmark) was performed to annotate PLK2-related pathways. …”

Survey Data on NSSI, Stress Response, Emotional Regulation Strategies and gender in Chinese Undergraduates by Yilin Ma (21154754)

“…NSSI Behaviors and Functions</b></h3><p dir="ltr">NSSI was measured using the Chinese version of the Functional Assessment of Self-Mutilation (FASM) (Wan Yuhui et al., 2018).…”

Data for "Saturation hysteresis during cyclic injections of immiscible fluids in porous media: an invasion percolation study" by Zhongzheng Wang (9762575)

“…More cycles can be simulated by alternately calling these two functions.</i></p><p dir="ltr"><b>ITA_multiphase-main.rar</b>: This interface tracking algorithm (ITA) simulates immiscible fluid-fluid displacement processes in two-dimensional porous media in the quasi-static (capillary-dominated) regime under different wetting conditions (controlled by the contact angle).…”

PhD Proposal Defense: Threshold-based Association Analysis Frameworks for Continuous Variables by Md Mahin (21434966)

“…Norma associates point-wise functions with each variable-e.g., a function that returns poverty rates for each location in New Mexico. …”

PhD Defense: Threshold-based Association Analysis Frameworks for Continuous Variables by Md Mahin (21434966)

“…Norma associates point-wise functions with each variable-e.g., a function that returns poverty rates for each location in New Mexico. …”

k-means based load estimation of domestic smart meter measurements by Meng Cheng (19655023)

“…The developed algorithm applies cluster centres - of previously clustered load profiles - and distance functions to estimate missing and future measurements. …”

Supporting Information by Anastasiia Mikhailova (22178497)

“…Expansion of the metal nanoparticles in Å as a function of the Cu concentration and number of a) oxygen atoms and b) CO molecules. …”

GameOfLife Prediction Dataset by David Towers (12857447)

“…Excluding 0, the lower numbers also get increasingly unlikely, though more likely than higher numbers, we wanted to prevent gaps and therefore limited to 25 contiguous classes</p><p dir="ltr">NumPy (.npy) files can be opened through the NumPy Python library, using the `numpy.load()` function by inputting the path to the file into the function as a parameter. …”

Supplementary Material for: Integral Theory Paradigm- common pelvic ligament pathogenesis guides management for Urology, Gynecology, Coloproctology by figshare admin karger (2628495)

Parameter estimates of mixed generalized Gaussian distribution for modelling the increments of electroencephalogram data by Zoe Salinger (19090613)

“…For this purpose, a new strictly stationary strong mixing diffusion model with marginal multimodal (three-peak) distribution (MixGGDiff) and exponentially decaying autocorrelation function for modeling of increments of EEG data was proposed. …”

Supplementary materials for PhD thesis 'Characterisation Of The Blazhko Effect In RR Lyrae Stars Using SuperWASP Data' by Paul Greer (22619328)

“…Blazhko periods were calculated for 18 out of 20 highly modulated objects by phase-folding the amplitude modulation induced upper envelope function of their light curves.<br><br>983 Blazhko objects have been identified using coincident low frequency peaks and sidebands, or equidistant sidepeaks, in frequency spectra created using the CLEAN algorithm. …”

Enhancing greenhouse agriculture with IM-AlexNet: A novel method for accurate pest and disease identification by RUIPENG TANG (20458127)

“…By introducing the ReLU6 activation function, batch normalization algorithm and GoogleNet Inception-v3 module, the model significantly improves the recognition performance and effectively solves problems such as noise interference, poor model convergence and target positioning overfitting. …”

Optimal Network Membership Estimation under Severe Degree Heterogeneity by Zheng Tracy Ke (8293395)

“…We discover that <i>b</i> = 1/2 is universally favorable. The resulting spectral algorithm is rate-optimal for networks with arbitrary degree heterogeneity. …”

Study design and deep-learning model architecture. by Sehoon Park (1466026)

“…Conv, Convolutional layer; SepConv, Separable convolutional layer; MBConv, Mobile inverted bottleneck convolutional layer (numbers after MBConv indicate layer depth); k3/k5, kernel size 3 or 5; GAP, Global average pooling; FC, Fully connected layer; Swish, Swish activation function; DBP, Diastolic blood pressure, SBP, Systolic blood pressure; HR, Heart rate; DL-IVSS, A deep-learning algorithm leveraging time-series intraoperative vital sign signals; preOp ML, A machine learning model with 103 baseline characteristics.…”

Data Sheet 1_Artificial clicks (Porpoise ALert) affect acoustic monitoring of harbour porpoises and their echolocation behaviour.pdf by Joseph G. Schnitzler (12084395)

“…The effectiveness of management measures depends on the availability of reliable monitoring data, which is essential given the urgent need to improve the conservation of harbour porpoises, which are declining in the western Baltic Sea within the waters of Schleswig-Holstein. Finally, the study design was maximised to provide further information on PAL functionality and effectiveness as warning devices. …”

Global Household Size and Energy Use Intensity Under Shared Socioeconomic Pathways from 1960 to 2100 by Eugénio Rodrigues (2869517)

“…<p dir="ltr"><b>PUBLICATION:</b> Rodrigues, E., Tinseth, J., Pajek, L., & Fernandes, M. …”

Data envelopment analysis clustering: an optimization based machine learning by Qingxian An (6837521)

“…Through an iterative heuristic algorithm, we optimize the clustering process by minimizing the distance between the cross-evaluated weights and the common weights within a cluster. …”

Relational network prepared by the authoring team. by Lesedi Mamodise Modise (20826978)

“…Additionally, team members are interconnected with color-coded bands that denote functional clusters within the group. <i>Figure representing relationships among team members found at:</i> <a href="https://www.teamcard.io/team/demo" target="_blank">https://www.teamcard.io/team/demo</a>. …”

Data Sheet 1_In situ, modeled, and earth observation monitoring of surface water availability in West African rangelands.pdf by Kimberly Slinski (21611483)

Table 1_Phosphate transporter gene families in rye (Secale cereale L.) – genome-wide identification, characterization and sequence diversity assessment via DArTreseq.xlsx by David Chan-Rodriguez (4865152)

“…Based on DArTreseq genotyping of 94 diverse rye accessions we identified 820 polymorphic sites within rye ScPht, including 12 variants identified by the SIFT algorithm as having a potentially deleterious effect, of which three are scored as high confidence. …”