Data Sheet 1_Identification of novel gut microbiota-related biomarkers in cerebral hemorrhagic stroke.zip حسب Fengli Ye (22123540)

"…PPI network analysis highlighted IL1B, IL6, and CCL2 as central nodes. Machine learning identified four hub genes—LEF1, ITGAX, BLVRB, and ATF4. …"

Data Sheet 2_Identification and validation of ubiquitination-related genes for predicting cervical cancer outcome.csv حسب Ge Jin (347352)

"…However, the biological function and clinical value of ubiquitination-related genes (UbLGs) in CC remain unclear. …"

Table 2_Unraveling the role of coagulation-related genes in esophageal squamous cell carcinoma: development of a prognostic model and exploration of potential clinical significance... حسب Langlang Deng (22381786)

"…By applying machine learning algorithms, we identified coagulation-related genes in ESCC and developed a predictive model with clinical relevance. …"

Data Sheet 5_Identification and validation of ubiquitination-related genes for predicting cervical cancer outcome.xlsx حسب Ge Jin (347352)

"…However, the biological function and clinical value of ubiquitination-related genes (UbLGs) in CC remain unclear. …"

Data Sheet 2_Identification of novel gut microbiota-related biomarkers in cerebral hemorrhagic stroke.zip حسب Fengli Ye (22123540)

"…PPI network analysis highlighted IL1B, IL6, and CCL2 as central nodes. Machine learning identified four hub genes—LEF1, ITGAX, BLVRB, and ATF4. …"

Table 7_Identification of the microglia-associated signature in experimental autoimmune encephalomyelitis.xlsx حسب Yan Wu (70890)

"…A machine learning approach incorporating five distinct algorithms was applied to select a robust multigene signature. …"

Table 4_Identification of the microglia-associated signature in experimental autoimmune encephalomyelitis.xlsx حسب Yan Wu (70890)

"…A machine learning approach incorporating five distinct algorithms was applied to select a robust multigene signature. …"

Table 1_Identification of the microglia-associated signature in experimental autoimmune encephalomyelitis.xlsx حسب Yan Wu (70890)

"…A machine learning approach incorporating five distinct algorithms was applied to select a robust multigene signature. …"

Data Sheet 1_Identification and validation of ubiquitination-related genes for predicting cervical cancer outcome.xlsx حسب Ge Jin (347352)

"…However, the biological function and clinical value of ubiquitination-related genes (UbLGs) in CC remain unclear. …"

Data Sheet 3_Identification and validation of ubiquitination-related genes for predicting cervical cancer outcome.csv حسب Ge Jin (347352)

"…However, the biological function and clinical value of ubiquitination-related genes (UbLGs) in CC remain unclear. …"

Table 1_Unraveling the role of coagulation-related genes in esophageal squamous cell carcinoma: development of a prognostic model and exploration of potential clinical significance... حسب Langlang Deng (22381786)

"…By applying machine learning algorithms, we identified coagulation-related genes in ESCC and developed a predictive model with clinical relevance. …"

Data Sheet 1_PLK2 as a key regulator of glycolysis and immune dysregulation in polycystic ovary syndrome.docx حسب 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. …"

Data used to drive the Double Layer Carbon Model in the Qinling Mountains. حسب Huiwen Li (17705280)

"…</p><p dir="ltr">SOC20 and SOC20-100 maps in the Qinling Mountains with a spatial resolution of 1 km × 1 km during the 1980s were extracted from our previous SOC datasets, which were generated by a machine learning algorithm (Li et al., 2022b). The spatial patterns of the two SOC maps are shown in Fig. 1b. …"

Raw LC-MS/MS and RNA-Seq Mitochondria data حسب Stefano Martellucci (16284377)

"…<p dir="ltr"><b>LC-MS/MS raw data</b></p><p dir="ltr">Spectrum matching and protein identification and validation were performed with MSFragger, and quantification of protein intensities with matching between runs was performed with IonQuant as components of the FragPipe analysis pipeline using the default settings of each module. …"

IUTF Dataset(Enhanced): Enabling Cross-Border Resource for Analysing the Impact of Rainfall on Urban Transportation Systems حسب Xuhui Lin (19505503)

"…</p><h2>Data Structure</h2><p dir="ltr">The dataset is organized into four primary components:</p><ol><li><b>Road Network Data</b>: Topological representations including spatial geometry, functional classification, and connectivity information</li><li><b>Traffic Sensor Data</b>: Sensor metadata, locations, and measurements at both 5-minute and hourly resolutions</li><li><b>Precipitation Data</b>: Hourly meteorological information with spatial grid cell metadata</li><li><b>Derived Analytical Matrices</b>: Pre-computed structures for advanced spatial-temporal modelling and network analyses</li></ol><h2>File Formats</h2><ul><li><b>Tabular Data</b>: Apache Parquet format for optimal compression and fast query performance</li><li><b>Numerical Matrices</b>: NumPy NPZ format for efficient scientific computing</li><li><b>Total Size</b>: Approximately 2 GB uncompressed</li></ul><h2>Applications</h2><p dir="ltr">The IUTF dataset enables diverse analytical applications including:</p><ul><li><b>Traffic Flow Prediction</b>: Developing weather-aware traffic forecasting models</li><li><b>Infrastructure Planning</b>: Identifying vulnerable network components and prioritizing investments</li><li><b>Resilience Assessment</b>: Quantifying system recovery curves, robustness metrics, and adaptive capacity</li><li><b>Climate Adaptation</b>: Supporting evidence-based transportation planning under changing precipitation patterns</li><li><b>Emergency Management</b>: Improving response strategies for weather-related traffic disruptions</li></ul><h2>Methodology</h2><p dir="ltr">The dataset creation involved three main stages:</p><ol><li><b>Data Collection</b>: Sourcing traffic data from UTD19, road networks from OpenStreetMap, and precipitation data from ERA5 reanalysis</li><li><b>Spatio-Temporal Harmonization</b>: Comprehensive integration using novel algorithms for spatial alignment and temporal synchronization</li><li><b>Quality Assurance</b>: Rigorous validation and technical verification across all cities and data components</li></ol><h2>Code Availability</h2><p dir="ltr">Processing code is available at: https://github.com/viviRG2024/IUTDF_processing</p>…"

BioSCape Processed Training Dataset حسب Alanna Rebelo (17834777)

"…The dataset includes training data points of invasive alien trees and other classes for the three study sites in Cape Floristic Region (<b>Figure </b><b>1</b>). The dataset was prepared according to the following pre-agreed criteria:</p><ul><li>As many points as possible were collected</li><li>The classes needed to be even (same number of training points) for the machine learning algorithms</li><li>Points didn’t need to be paired (i.e. paired invasive alien tree and fynbos points)</li><li>It was not necessary to collect training data in all sampling units, though a general effort to avoid bias and to sample across different sampling units was attempted</li></ul><p></p>…"

Cringe - Emotional manipulation as a tool of political control in Albanian digital campaigns (2025) حسب Edlira Gugu (21793610)

"…Through mixed-methods analysis of 3,247 social media posts, 1,856 videos, and 2,156 memes, this study documents a radical transformation in political discourse where traditional policy-based communication (27%) was overwhelmed by cringe-based content (73%).</p><p dir="ltr"><b>Key findings include:</b></p><ul><li>Perfect correlation (r = 1.000) between cringe intensity and electoral success</li><li>Identification of six strategic cringe tactics used by politicians</li><li>Discovery of 58 anonymous pages using artificial amplification (ratios up to 396:1)</li><li>Evidence of cringe functioning as affective governance and social control</li></ul><p dir="ltr"><b>Dataset contents:</b></p><ul><li>Full research paper (English & Albanian versions)</li><li>Interactive data visualizations and statistical analysis</li><li>Comprehensive emotions lexicon for cringe phenomenon</li><li>Detailed supplementary materials with coded examples</li><li>Methodology documentation and ethics compliance records</li></ul><p dir="ltr"><b>Methodology:</b> Mixed-methods approach combining computational analysis with qualitative discourse analysis. …"

AP-2α 相关研究 حسب Ya-Hong Wang (21080642)

"…**P < 0.01 (Student’s t-test).</p><p dir="ltr"><b>Figure 4 | Comparative transcriptomic analysis of the functional regulation of </b><b><i>VdAP-2α</i></b><b> in </b><b><i>Verticillium dahliae.…"

Providing the CR. حسب Albatoul Almohana (20370514)

"…This work details the B-UMCS’s components, interactions, smart contracts, protocols, algorithms, storage and transmission of EHRs, and their corresponding implementations. …"

Uploading the EHR. حسب Albatoul Almohana (20370514)

"…This work details the B-UMCS’s components, interactions, smart contracts, protocols, algorithms, storage and transmission of EHRs, and their corresponding implementations. …"