Merged dataset with analysis of variance and visualization after removal of batch effects for GSE183272 and GSE236374. حسب Wenlong Kuang (20485167)

Data Sheet 1_A machine-learning approach for pancreatic neoplasia classification based on plasma extracellular vesicles.pdf حسب Ioanna Angelioudaki (21177620)

"…Multiple studies explore how EVs size, surface biomarkers or content can determine their unique role and function in the recipient cell’s gene expression, metabolism and behavior affecting cancer development. …"

Maintaining multiple hypotheses in the solution set. حسب Tarun Khajuria (12117309)

database of normalized water temperature حسب Yiming Li (20581391)

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>…"

Table 1_Fetal cardiac rhabdomyomas susceptible to prenatal treatment with mTOR inhibitors: literature review and proposal of a prenatal management algorithm.docx حسب Alfonso Martinez-Garcia (22802108)

"…No fetal or neonatal deaths were reported, and none required postnatal cardiac surgery before discharge. Based on these findings, we proposed echocardiographic criteria to identify suitable candidates, including inflow/outflow tract obstruction, severe atrioventricular valve insufficiency, tachyarrhythmia, impaired cardiac function, or hydrops, and developed a structured prenatal management algorithm. …"

Table 2_Fetal cardiac rhabdomyomas susceptible to prenatal treatment with mTOR inhibitors: literature review and proposal of a prenatal management algorithm.docx حسب Alfonso Martinez-Garcia (22802108)

"…No fetal or neonatal deaths were reported, and none required postnatal cardiac surgery before discharge. Based on these findings, we proposed echocardiographic criteria to identify suitable candidates, including inflow/outflow tract obstruction, severe atrioventricular valve insufficiency, tachyarrhythmia, impaired cardiac function, or hydrops, and developed a structured prenatal management algorithm. …"

Data Sheet 1_Investigating neural markers of Alzheimer's disease in posttraumatic stress disorder using machine learning algorithms and magnetic resonance imaging.pdf حسب Gabriella Yakemow (20137758)

"…The objective of this study was to identify structural and functional neural changes in patients with PTSD that may contribute to the future development of AD.…"

Mathematical modeling for the efficiency function of the Retiro small hydroelectric power plant turbine-generator set حسب Francisco Wellington Martins da Silva (19868345)

"…The Hessian matrix technique was also used to verify the critical points of the function. The critical point corresponding to a water head of 11.47 meters and a turbine flow of 145.1 m³/s presented the highest operational efficiency. …"

Data Sheet 1_Simplified two-compartment neuron with calcium dynamics capturing brain-state specific apical-amplification, -isolation and -drive.pdf حسب Elena Pastorelli (7024235)

"…A machine learning evolutionary algorithm, guided by a set of fitness functions, selected parameters defining neurons that express the desired apical dendritic mechanisms. …"

SPSS Data File for Sample 1. حسب Mariusz Zięba (21369920)

"…The response functions switch attention and processing to what is likely to be helpful in alleviating suffering, distress and need, called action. …"

Indices of fit for two three-factor models. حسب Mariusz Zięba (21369920)

"…The response functions switch attention and processing to what is likely to be helpful in alleviating suffering, distress and need, called action. …"

SPSS Data File for Sample 3. حسب Mariusz Zięba (21369920)

"…The response functions switch attention and processing to what is likely to be helpful in alleviating suffering, distress and need, called action. …"

SPSS Data File for Sample 2. حسب Mariusz Zięba (21369920)

"…The response functions switch attention and processing to what is likely to be helpful in alleviating suffering, distress and need, called action. …"

Nguyen Dupuis Network. حسب Anqi Jiang (4583380)

"…Then, the upper-level model is solved using improved whale optimization, and the lower-level model is solved using improved Frank-Wolfe algorithm. The results showed that the accuracy and recall of the proposed improved whale optimization algorithm on the Iris dataset were 95.27% and 92.65%, respectively, which were superior to traditional whale optimization algorithm, moth flame optimization algorithm, moth flame optimization algorithm combined with chaos strategy, and adaptive firefly optimization algorithm. …"

Relative error iteration curve. حسب Anqi Jiang (4583380)

"…Then, the upper-level model is solved using improved whale optimization, and the lower-level model is solved using improved Frank-Wolfe algorithm. The results showed that the accuracy and recall of the proposed improved whale optimization algorithm on the Iris dataset were 95.27% and 92.65%, respectively, which were superior to traditional whale optimization algorithm, moth flame optimization algorithm, moth flame optimization algorithm combined with chaos strategy, and adaptive firefly optimization algorithm. …"

Schematic diagram of spiral update. حسب Anqi Jiang (4583380)

"…Then, the upper-level model is solved using improved whale optimization, and the lower-level model is solved using improved Frank-Wolfe algorithm. The results showed that the accuracy and recall of the proposed improved whale optimization algorithm on the Iris dataset were 95.27% and 92.65%, respectively, which were superior to traditional whale optimization algorithm, moth flame optimization algorithm, moth flame optimization algorithm combined with chaos strategy, and adaptive firefly optimization algorithm. …"

The architecture of the BLPM. حسب Anqi Jiang (4583380)

"…Then, the upper-level model is solved using improved whale optimization, and the lower-level model is solved using improved Frank-Wolfe algorithm. The results showed that the accuracy and recall of the proposed improved whale optimization algorithm on the Iris dataset were 95.27% and 92.65%, respectively, which were superior to traditional whale optimization algorithm, moth flame optimization algorithm, moth flame optimization algorithm combined with chaos strategy, and adaptive firefly optimization algorithm. …"

Specific parameters of Nguyen-Dupuis network. حسب Anqi Jiang (4583380)

"…Then, the upper-level model is solved using improved whale optimization, and the lower-level model is solved using improved Frank-Wolfe algorithm. The results showed that the accuracy and recall of the proposed improved whale optimization algorithm on the Iris dataset were 95.27% and 92.65%, respectively, which were superior to traditional whale optimization algorithm, moth flame optimization algorithm, moth flame optimization algorithm combined with chaos strategy, and adaptive firefly optimization algorithm. …"

Road saturation and total travel cost. حسب Anqi Jiang (4583380)

"…Then, the upper-level model is solved using improved whale optimization, and the lower-level model is solved using improved Frank-Wolfe algorithm. The results showed that the accuracy and recall of the proposed improved whale optimization algorithm on the Iris dataset were 95.27% and 92.65%, respectively, which were superior to traditional whale optimization algorithm, moth flame optimization algorithm, moth flame optimization algorithm combined with chaos strategy, and adaptive firefly optimization algorithm. …"