Table 1_Exploring the role of neutrophil extracellular traps in neuroblastoma: identification of molecular subtypes and prognostic implications.xlsx حسب Can Qi (540350)

"…Univariate Cox analysis and the LASSO algorithm were used to identify biomarkers for prognosis. …"

Table 2_Exploring the role of neutrophil extracellular traps in neuroblastoma: identification of molecular subtypes and prognostic implications.xlsx حسب Can Qi (540350)

"…Univariate Cox analysis and the LASSO algorithm were used to identify biomarkers for prognosis. …"

<b>Dataset of GPi Deep Brain Stimulation in a Hemi-Parkinsonian rat model</b> حسب Mohammad Mehdi Ostad Ali Akbary (20848154)

"…For the 3-second on-time condition, the field comprises three subfields for different evaluated off-time values (under the same constant parameters), where each off-time field contains five rat fields. …"

Tjøtta lambing dataset حسب Pedro Gonçalves (13118880)

"…In this study, a group of sheep was monitored using an accelerometer sampling at 20Hz; while lambing events were recorded on video to accurately determine the timing of births. Video analysis enabled the recording of birth times, along with additional details such as the number of lambs born and whether nursing assistance was required. …"

iNCog-EEG (ideal vs. Noisy Cognitive EEG for Workload Assessment) Dataset حسب Fariya Bintay Shafi (21692408)

"…Inside each folder, four <b>.EDF</b> files represent the workload conditions:</p><pre><pre>subxx_nw.EDF → No Workload (resting state) <br>subxx_lw.EDF → Low Workload (easy multitasking) <br>subxx_mw.EDF → Moderate Workload (medium multitasking) <br>subxx_hw.EDF → High Workload (hard multitasking) <br></pre></pre><ul><li><b>Subjects 01–30:</b> Clean EEG recordings</li><li><b>Subjects 31–40:</b> Noisy EEG recordings with real-world artifacts</li></ul><p dir="ltr">This structure ensures straightforward differentiation between clean vs. noisy data and across workload levels.</p><h3>Applications</h3><p dir="ltr">This dataset can be applied to a wide range of research areas, including:</p><ul><li>EEG signal denoising and artifact rejection</li><li>Binary and hierarchical <b>cognitive workload classification</b></li><li>Development of <b>robust Brain–Computer Interfaces (BCIs)</b></li><li>Benchmarking algorithms under <b>ideal and noisy conditions</b></li><li>Multitasking and mental workload assessment in <b>real-world scenarios</b></li></ul><p dir="ltr">By combining controlled multitasking protocols with deliberately introduced environmental noise, <b>iNCog-EEG provides a comprehensive benchmark</b> for advancing EEG-based workload recognition systems in both clean and challenging conditions.…"

Efficient Deep Learning Methods for Medical Image Analysis حسب Yaopeng Peng (19778394)

"…Furthermore, the annotation process is both time-consuming and costly, requiring the specialized expertise of medical professionals. …"

<b>Supplementary Materials for:</b> <b>Pan-Cancer Analysis Reveals LncRNA CDKN2B-AS1 as an Immune-Related Biomarker Validated in LIHC and ACC</b> حسب Dandan Lin (18192946)

"…S8-S10: Comprehensive analysis of the relationship between CDKN2B-AS1 expression and the infiltration levels of diverse immune cells using TIMER2.0 and CIBERSORT algorithms.…"

Integrating urinary metabolomics and clinical datasets for multi-cancer detection حسب Dongyong Lee (18786694)

"…</p><p dir="ltr">- `group_code`: short group code </p><p dir="ltr"> - e.g., `Normal`, `HTN`, `DM`, `HTN+DM`, `CRC`, `LungCA`, `PancreasCA`.…"

Vehicle horn sound classification datasets حسب Junxi Kang (20516582)

"…</li></ul></li></ol><h2>Usage</h2><p dir="ltr">This dataset is ideal for a variety of applications, including but not limited to:</p><ul><li><b>Machine Learning:</b> Training models for audio classification, recognition, and synthesis.</li><li><b>Audio Processing:</b> Testing and developing sound editing and enhancement algorithms.…"

FCP dataset for forecasting temperature, PV, price, and load حسب Hanwen Zhang (18259666)

"…</p><p dir="ltr">• To design and develop data-driven algorithms for accurate and reliable charging supplydemand forecasting and cost-optimal scheduling with large-volume and high-resolution data.…"

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

"…The response time of the thermocouple is about 0.5 s. Such time structures guarantee the adiabatic conditions. …"

SPM Shape-PCA model حسب Yael Balbastre (6779027)

"…<p dir="ltr">This dataset contains the parameters of a random orbit model, where the template represents the mean shape of a population and deviations from this mean shape are encoded by geodesics sampled from a multivariate Gaussian distribution.<br></p><ul><li><code>shape_pca_template_{01234}.nii</code> contain the template with increasingly refined levels of details.…"

Collaborative research: CyberTraining: Implementation: Medium: Training users, developers, and instructors at the chemistry/physics/materials science interface حسب Francesco Paesani (5128004)

"…The primary objectives are to establish a robust community of materials modeling developers and to enhance computational training at both undergraduate and graduate levels. The project seeks to recruit and train future leaders in materials modeling, foster community engagement, and promote coding literacy across disciplines.…"

Electronic supplement to "Computational De Novo Design of Group II Introns Yields Highly Active Ribozymes" حسب Deni Szokoli (21503496)

"…Here we use the RNA inverse folding algorithm aRNAque to design G2Is de novo, yielding three novel self-splicing ribozymes with unusually stable structures. …"

Collaborative Research: A multi-fidelity computational framework for vascular mechanobiology in SimVascular حسب Han Zhao (21609785)

"…This work presents an open-source algorithm for generating synthetic, space-filling vascular networks beyond image resolution limits. …"

<b>SAFE: </b><b>s</b><b>ensitive </b><b>a</b><b>nnotation </b><b>f</b><b>inding and </b><b>e</b><b>xtraction from multi-type Chinese maps via hybrid intelligence and knowledge grap... حسب jiaxin ren (20482655)

"…<p dir="ltr">Sensitive annotations typically contain key geographic elements or sensitive information vital for geographic information security. …"

Institutions in the Complexity-Relatedness Framework حسب İbrahim Tuğrul Çınar (12058328)

"…<br>Variable construction and filters (5‑year rolling averages, presence matrix, complexity algorithm, relatedness density, normalisation) follow the manuscript.manuscript_numarali</li></ul><p dir="ltr">Variables (grouped overview)</p><ul><li>Identifiers: <code>reg_nuts2</code>, <code>NUTS1</code>, <code>NUTS0</code>, <code>prio_year</code></li><li>Outcomes / initial levels: <code>gdp_c_gr3</code>, <code>gva_c_gr3</code>, <code>totalemp_gr3</code> (3‑year growth rates), <code>lngdp_c</code>, <code>lngva_c</code></li><li>Controls: <code>cap_stock</code>, <code>gfcf</code>, <code>lnhwork</code> (hours worked, log), <code>capdens**</code> (capital intensity variants used in robustness), <code>population density</code> proxy (see manuscript tables)manuscript_numarali</li><li>Composite capability indices & spatial averages:</li><li><ul><li><code>tcrd_mean</code> (CD‑Mean),</li><li><code>fdenseqi_geo</code> (CDQ‑Geo),</li><li><code>tcrd_eqi</code> (CDQ),</li><li><code>_W1</code> / <code>_W0</code> suffixes = within‑NUTS‑1 / within‑country averages.…"

Robust Multi-Model Subset Selection حسب Anthony-Alexander Christidis (6949055)

"…The <a href="https://doi.org/10.1080/10618600.2025.2596057" target="_blank">supplementary material</a> contains all theoretical proofs, additional algorithmic and computational details, and the code and data to reproduce our numerical results.…"

Trust as moral currency: Perspectives of health researchers in sub-Saharan Africa on strategies to promote equitable data sharing حسب Qunita Brown (19751520)

"…High quality data from Africa will afford diversity to global data sets, reducing bias in algorithms built for artificial intelligence technologies in healthcare. …"

<b>Leveraging protected areas for dual goals of biodiversity conservation and zoonotic</b> <b>risk reduction</b> حسب Li Yang (13558573)

"…Supplementary Tables</p><p dir="ltr">The analysis generates several supplementary tables stored in ./3Spatial_result/5sp_tables/<b> (after you run the code)</b>:</p><p dir="ltr">Table S1. Top 30 Countries with the largest key HCN-HZR Areas, their PA Coverage on key HCN-HZR Areas, and economic income level for each country. …"