Supporting Data for “All-temperature barocaloric effects at pressure-induced phase transitions” by Zhao Xueting (21796316)

“…The structure search for the low-temperature phase was conducted using the generic evolutionary algorithm implemented in the USPEX code^42–44. …”

Supplementary data for the publication in Clinical Epigenetics, <b>Allelic Expression Patterns of Imprinted and Non-imprinted Genes in Cancer Cell Lines from Multiple Histologies.... by Julia Krushkal (18276223)

“…</p><p dir="ltr">The source code for the pipeline for generating the data is provided in the archive <b>Source_code.zip</b>. …”

Processed InShaPe dataset: Large-scale multi-shape phase retrieval dataset for PBF-LB/M laser beam shaping SLM phase mask estimation. by Shengyuan Yan (22248700)

“…Optics Express <b>33</b>, 10806-10834. https://doi.org/10.1364/OE.547138</p><p dir="ltr">[3] Shengyuan Yan, Richard Off, Anil Bora Yayak, Katrin Wudy, Anoush Aghajani-Talesh, Markus Birg, Jonas Grünewald, Mike Holenderski, and Nirvana Meratnia (2025). Codes for optical simulation, deep learning models training and testing, and the simulation-assisted analysis of aberration detection and beam shape correction accuracies for PBF-LB/M systems. …”

MCCN Case Study 2 - Spatial projection via modelled data by Donald Hobern (21435904)

“…All case studies end with generation of an RO-Crate data package including the source data, the notebook and generated outputs, including netcdf exports of the datacubes themselves.…”

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

“…</li><li>Recommended software: R (packages <b>tidyverse</b>, <b>networktools</b>, <b>devtools</b>, <b>qgraph</b>/<b>bootnet and nodeIdentifyR</b>)</li><li>Considering the simulated generation process of the NIRA algorithm and the randomness of bootstrapping in the Bootnet package, slight variations may occur in the changes of total scores after each silico intervention.…”

3D Deformable cell based model. by Roland M. Dries (6620132)

“…(<b>F</b>) Cell model algorithm, shown as pseudo code.</p>…”

A dataset mapping the temperate savanna in Northeastern China (2022) by Xiaoya Li (19531363)

“…The derived method provides a new insight to explore the extent of regional and global savannain the future.</p><p dir="ltr">The code and generated maps are publicly accessible. …”

Overcoming limitations to customize DeepVariant for domesticated animals with TrioTrain by Robert Schnabel (236298)

“…However, the growing appeal of a “universal” algorithm has magnified the unknown impacts when used with non-human species. …”

A Dataset on the Biodiversity Footprints and Sectoral Differences in China by haiyue wang (20803663)

“…It comprises the following components: (1) China’s raw species spatial data, sourced from the IUCN and BirdLife International, with 446 threatened and near-threatened species attributes provided in a CSV file. (2) Biodiversity footprint data of China's 19 economic sectors across 30 provinces (2017), with two versions: Version 1: 352 species (excluding NT species) Version 2: 446 species (including NT species) Stored as “2017 China Provincial Biodiversity Footprint Data” in Shapefile format. (3) Biodiversity footprint data by taxonomic group (Mammal, Amphibian, Reptile, and Bird) across 30 provinces (2017), with two versions as above, stored as “2017 China Taxonomic Biodiversity Footprint Data” in Shapefile format. (4) A procedural demonstration of matrix operations with detailed algorithmic steps for specific species, stored as “An example detailing the computational steps for specific species” in PDF format. (5) Code.…”

Honeybee flight data after encountering a detour by Anna Hadjitofi (17540058)

“…Our exploration of the data suggests that bees exhibit immediate corrective turns consistent with using path integration to fly towards the food; and that the communicated or recalled vector provides an approximate location rather than pinpoint accuracy.</p><h3>Data & Code</h3><ul><li>A python script has been provided (<i>generate_plots_JEB.py</i>) that can be used to reproduce the figures in the paper. …”

Optimizing Neuronal Calcium Flux Analysis: A Python Framework for Alzheimer's and TBI Studies by Huiying Huang (490768)

“…The code checks overlap between dead and alive cells, detects the shockwave frame, and validates calcium intensity data. …”

Improving the calibration of an integrated CA-What If? digital planning framework by CA What If? (21381170)

“…planning support system (PSS) sub-model to generate and analyse three representative built-up development scenarios. …”

<b>The abundance of ground-level atmospheric ice-nucleating particles and aerosol properties </b><b>in the North Slope of Alaska</b> by Aidan Pantoya (19416546)

“…An individual method-oriented data abstract is available in metadata for each output sub-folder. All Python codes used for processing input data and generating output data are paired with the readme files and archived in folders. …”

Figure 1 from Prostate Cancer Progression Modeling Provides Insight into Dynamic Molecular Changes Associated with Progressive Disease States by Runpu Chen (14942572)

“…The black line is the constructed principal tree, and the three axes represent the leading components generated by the DDRTree algorithm (denoted as DDRTree 1–3). …”

Figure 8 from Prostate Cancer Progression Modeling Provides Insight into Dynamic Molecular Changes Associated with Progressive Disease States by Runpu Chen (14942572)

“…<b>A,</b> Visualization analysis showed the tumor sample distribution in the space spanned by the two leading components (denoted as DDRTree 1–2) generated using the DDRTree algorithm. The black line represents the constructed principal tree. …”

Table & Figure.pdfBrainwaves and Higher-Order Thinking: An EEG Study of Cognitive Engagement in Mathematics Tasks by NORLIZA BINTI MOHAMED (20739875)

“…Supplementary Materials</p> <p><br></p> <p>Experimental protocols and study design details</p> <p><br></p> <p>Questionnaires, surveys, or rubrics used in the study</p> <p><br></p> <p>Educational materials related to HOTS-based mathematics tasks</p> <p><br></p> <p><br></p> <p><br></p> <p>3. Code and Algorithms (if applicable)</p> <p><br></p> <p>Scripts for EEG signal processing and analysis</p> <p><br></p> <p>Machine learning or statistical modeling scripts</p> <p><br></p> <p>Any software implementation used to analyze brainwave patterns</p> <p><br></p> <p><br></p> <p><br></p> <p>4. …”

Raw Data EEG.pdfBrainwaves and Higher-Order Thinking: An EEG Study of Cognitive Engagement in Mathematics Tasks by NORLIZA BINTI MOHAMED (20739875)

“…Supplementary Materials</p> <p><br></p> <p>Experimental protocols and study design details</p> <p><br></p> <p>Questionnaires, surveys, or rubrics used in the study</p> <p><br></p> <p>Educational materials related to HOTS-based mathematics tasks</p> <p><br></p> <p><br></p> <p><br></p> <p>3. Code and Algorithms (if applicable)</p> <p><br></p> <p>Scripts for EEG signal processing and analysis</p> <p><br></p> <p>Machine learning or statistical modeling scripts</p> <p><br></p> <p>Any software implementation used to analyze brainwave patterns</p> <p><br></p> <p><br></p> <p><br></p> <p>4. …”

Estimating individual live image motion to describe heart tube shaping as a continuous process. by Morena Raiola (22439390)

“…<p>(A), MIRT algorithm was applied frame-by-frame (I(ti)-I(ti + 1)), extracting the set of deformation fields (T1, T2, …, TN) underlying the live images. …”

A phylogenetic network based on the concatenated alignment of sequences of three loci (a fragment of the actin gene, a fragment of the nitrate reductase gene, and the nrDNA ITS reg... by Lauren Goldspink (813789)

“…<p>The network was generated using the NeighborNet algorithm in the software SplitsTree4. …”

Identify different types of urban renewal implementations at streetscape scale by Xiaotong Wang (20852492)

“…<p dir="ltr">This repository contains the codes used for the manuscript: "Identify different types of urban renewal implementations at streetscape scale".…”