Comparison of performance between our next reaction implementation and the Python library from Ref. [3]. by Samuel Cure (22250922)

“…<p>We simulate SIR epidemic processes on Watts-Strogatz networks with parameters <i>k</i>₀ = 5, <i>p</i> = 0.1 <b>(a)</b> and Barabási-Albert networks with parameter <i>m</i> = 5 <b>(b)</b> using the Python wrapper of our C++ implementation and compare its performance with the Python library from Ref. …”

Multi-Version PYZ Builder Script: A Universal Python Module Creation Tool by Pavel Izosimov (20096259)

“…This script allows for the creation of a <b>Universal Python Module</b> that is optimized for <b>cross-platform compatibility</b> and supports multiple Python versions, from Python 3.6 onwards. …”

A Representative example of organ surface data before and after editing. by Takashi Kimura (178058)

System Hardware ID Generator Script: A Cross-Platform Hardware Identification Tool by Pavel Izosimov (20096259)

“…This ensures that each device has a distinct identifier.</li><li><b>Cross-Platform Compatibility</b>: Designed with cross-platform functionality in mind, the script works seamlessly on Windows, macOS, Linux, Unix, and other operating systems where Python 3.6 or higher is installed.…”

Correlation (a) and Mean-Absolute-Error (b) between frequencies at a reference cutoff, δ₀, and different frequencies, , at different cutoff-values, δ_scan ∊ [3... by Guillermo Pérez-Hernández (21156182)

Data features examined for potential biases. by Harry Hochheiser (3413396)

“…Teams were invited to develop hypotheses, to use tools of their choosing to identify potential sources of bias, and to provide a final report.</p><p><b>Results:</b> Five teams participated, three of which included both informaticians and clinicians. …”

Analysis topics. by Harry Hochheiser (3413396)

“…Teams were invited to develop hypotheses, to use tools of their choosing to identify potential sources of bias, and to provide a final report.</p><p><b>Results:</b> Five teams participated, three of which included both informaticians and clinicians. …”

In silico Toxicity Prediction, PA represent the Prediction accuracy, and AS represents the average similarity, toxicity profile (). by Kassim Folorunsho Adebambo (22806479)

Catalogue of compact radio sources in Messier-82 from e-MERLIN observations by Sibongumusa Shungube (21197363)

“…Source finding was initially performed using Python Blob Detection and Source Finder (PyBDSF).</p><p dir="ltr">The dataset includes two tables detailing the properties of these 36 sources:</p><p dir="ltr"><b>Table 3.1: CASA </b><code><strong>imfit</strong></code><b> Source Catalogue</b></p><p dir="ltr">This table contains source parameters derived using the CASA task <code>imfit</code>. …”

Fig 3 - Using artificial intelligence tools to automate data extraction for living evidence syntheses by Evan Mitchell (20995743)

(a) System dynamics: schematic representation of all the reactions in the Tree model, which are aging, reproduction, color cycle, and competition. by Fabricio Cravo (21387854)

A comparison between the static Python-based visualizations of the p65 activity in activated fibroblasts and the dynamic, HTML-based visualizations that use these same reduction me... by Hector Torres (11708207)

“…Interactive features include hover tooltips displaying cell metadata, legend control, and zoom functionality, enabling rapid exploration of cell- and cluster-level properties. <b>(c)</b> High-resolution screenshots from a representative spatial transcriptomics dataset (~3,000 cells) illustrate the SpatioView interface, with labeled control panels, legends, and zoom options. …”

High-resolution images of <i>C. elegans</i> germlines shown in Fig. 5A for representative images from three genotypes (Wild-type, <i>zim-2</i>, <i>syp-4</i>) with manually annotate... by Oane Gros (20636735)

Overview of the <i>B</i>. <i>subtilis</i> iModulon structure. by Anand V. Sastry (6619310)

Prism and scutoid cell shape. by Sophie Theis (4126453)

Application to Drosophila gastrulation. by Sophie Theis (4126453)

Comparison of mean interconcept distance for embedding with WordNet synonym replacement (WN) and without (PM). The initial number of unique concepts in the total corpus was 3,018,9... by Enock Niyonkuru (21246879)

Data for "A hollow fiber membrane permeance evaluation device demonstrating outside-in and inside-out performance differences" by Timothy Warner (20222838)

“…<a href="https://doi.org/10.6084/m9.figshare.28259672" rel="noreferrer" target="_blank">https://doi.org/10.6084/m9.figshare.28259672</a></li><li>GitHub project: <a href="https://github.com/Timothy-J-Warner/membrane-flux-analysis-tool" rel="noreferrer" target="_blank">https://github.com/Timothy-J-Warner/membrane-flux-analysis-tool</a></li></ul><h2>Terminology:</h2><ul><li>Configuration 1 = config_a = Fig. 2 (a)</li><li>Configuration 2 - config_b = Fig. 2 (b)</li><li>Load cell 1 = Channel_0</li><li>Load cell 2 = Channel_1</li><li>Load cell 3 = Channel_2</li><li>Validation experiment 1 = I</li><li>Validation experiment 2 = II</li><li>Validation experiment 3 = III</li></ul><h2>Data Contents</h2><h3>Device Validation</h3><h4>Device_validation > Load_cell_data:</h4><ul><li>Contains all the raw load cell data used for the device validation.…”

Representative examples of scanned intake forms. by Yojiro Umezaki (5916593)

Modeling lung cancer AST network and its perturbation with a SOX2 degrader. (A) Lung Cancer AST Network and the corresponding stochastic equations. Parameters are , , , , , , , , w... by Ziyan Jin (21021976)