cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/kt38js3jv7
title: Cognitive Load Assessment Through EEG: A Dataset from Arithmetic and Stroop Tasks

description: This dataset contains EEG recordings that measure cognitive load in individuals performing arithmetic and Stroop tasks. The dataset aims to facilitate the study of mental stress and cognitive load through EEG analysis.

Demographics:
- Number of Subjects: 15 (8 males and 7 females)
- Average Age: 21 years

Device and Data Collection:
- Device: OpenBCI EEG Electrode Cap Kit with Cyton board (8 channels)
- Channels: Fp1, Fp2, F7, F3, FZ, F4, F8, C2 (10-20 system)
- Sampling Rate: 250 Hz
- Duration: 1-2 minutes per session

Tasks and Levels:
1. Stroop Test Dataset:
 - Natural Level: Baseline brain activity
 - Low-Level Stress: Simple Stroop questions within 10 seconds
 - Mid-Level Stress: Standard Stroop questions within 10 seconds with visual interference
 - High-Level Stress: Complex Stroop questions with a 20-second limit

2. Arithmetic Test Dataset:
 - Natural Level: Baseline brain activity
 - Low-Level Stress: Simple arithmetic within 10 seconds
 - Mid-Level Stress: Slightly more complex arithmetic within 20 seconds
 - High-Level Stress: Complex arithmetic within 20 seconds


File Format:
- Data files are in plain text format (.txt).

Using the Dataset:
- Each .txt file contains EEG data corresponding to a single session of either the arithmetic or Stroop task at one of the four cognitive load levels.
- The first line of each file may contain metadata specific to the recording (e.g., subject ID, condition).
- Subsequent lines contain EEG signal values recorded at the specified sampling rate.

Directory Structure:
/raw_data/
 /Arithmetic_Data/
 - natural-1.txt to natural-15.txt
 - lowlevel-1.txt to lowlevel-15.txt
 - midlevel-1.txt to midlevel-15.txt
 - highlevel-1.txt to highlevel-15.txt
 /Stroop_Data/
 - natural-1.txt to natural-15.txt
 - lowlevel-1.txt to lowlevel-15.txt
 - midlevel-1.txt to midlevel-15.txt
 - highlevel-1.txt to highlevel-15.txt
DOI: 10.6084/m9.figshare.20480544.v1
title: HT29 reference dataset

description: We provide a dataset that can be used (through a dedicated R package and metrics) for the assessment of novel experimental pipelines upon the execution of a single calibration viability screen of the HT-29 human colon cancer cell line, with the experimental setting described in [1], employing a commercially available genome-wide library of single guide RNAs: the Human Improved Genome-wide Knockout CRISPR (Sanger) Library [2]. This dataset contains results from screening the HT-29 in multiple batches with the Sanger library, at multiple intermediate levels of preprocessing, and outcomes from several quality control tests on the resulting data. Data and accompanying R package can be used as a toolkit for benchmarking newly established experimental pipelines for CRISPR-Cas9 recessive screens, via the generation of a final quality-control report. The R package is available at https://github.com/DepMap-Analytics/HT29benchmark <br> References: [1] Behan FM, Iorio F, Picco G, et al. <em>Prioritization of cancer therapeutic targets using CRISPR-Cas9 screens</em>. <strong>Nature</strong>. 2019 Apr;568(7753):511-516. doi: 10.1038/s41586-019-1103-9. Epub 2019 Apr 10. <br> [2] Tzelepis K, Koike-Yusa H, et al. <em>A CRISPR Dropout Screen Identifies Genetic Vulnerabilities and Therapeutic Targets in Acute Myeloid Leukemia</em>. <strong>Cell Rep</strong>. 2016 Oct 18;17(4):1193-1205. doi: 10.1016/j.celrep.2016.09.079.
DOI: 10.6084/m9.figshare.23646331.v1
title: Conditional particle filters with bridge backward sampling

description: Conditional particle filters (CPFs) with backward/ancestor sampling are powerful methods for sampling from the posterior distribution of the latent states of a dynamic model such as a hidden Markov model. However, the performance of these methods deteriorates with models involving weakly informative observations and/or slowly mixing dynamics. Both of these complications arise when sampling finely time-discretised continuous-time path integral models, but can occur with hidden Markov models too. Multinomial resampling, which is commonly employed with CPFs, resamples excessively for weakly informative observations and thereby introduces extra variance. Furthermore, slowly mixing dynamics render the backward/ancestor sampling steps ineffective, leading to degeneracy issues. We detail two conditional resampling strategies suitable for the weakly informative regime: the so-called ‘killing’ resampling and the systematic resampling with mean partial order. To avoid the degeneracy issues, we introduce a generalisation of the CPF with backward sampling that involves auxiliary ‘bridging’ CPF steps that are parameterised by a blocking sequence. We present practical tuning strategies for choosing an appropriate blocking. Our experiments demonstrate that the CPF with a suitable resampling and the developed ‘bridge backward sampling’ can lead to substantial efficiency gains in the weakly informative and slow mixing regime. Supplementary materials for this article are available online.
DOI: 10.17632/kkk7ckvhcw
title: Dataset: MultiFractal Detrented Fluctuations Analysis on Cosmic Rays Time Series

description: The following dataset corresponds to the application of MultiFractal Detrented Fluctuations Analysis (MFDFA) for the Cosmic Ray case using the Izmiran network detectors (http://cr0.izmiran.ru/common/links.htm). The data sets are:
1. a Table of the neutron monitors with their corresponding properties and characteristics; 2. a Table of the neutron monitors with their corresponding properties and characteristics.
2. A table for Hurst exponents in the context of MFDFA for all the monitors and stations considered.
3. Three files corresponding to the calculated values of the analysis parameters for the Moscow station (http://cr0.izmiran.ru/mosc/main.htm).
4. A dataset corresponding to the counts of the monitoring stations in hourly resolution. Each column contains information for the normalized counts and also for a filter using the median for the smoothed curve.

These data have been used for the manuscript: 
Linking cosmic ray intensities to cutoff rigidity through Multifractal Detrended Fluctuation Analysis. D. Sierra-Porta (orcid=0000-0003-3461-1347) and A. Domínguez-Monterroza (orcid=0000-0002-5274-7443). Submitted to Physica A: Statistical Mechanics and its Applications - Elsevier (2022). 
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4143311
DOI: 10.6084/m9.figshare.29092343.v1
title: Baldwin Hills NNI Teen Questionnaire (Responses)

description: Google Forms responses from the Nature Nexus Institute's Teen Greenhouse Intern Group, collected in May 2025. The questions were designed to determine the relationship between the participants and the Kenneth Hahn/Baldwin Hills park area, in addition to their understanding of desire path usage before and after the UCLA SLAGC URSP's 2025 Nature Nexus Desire Path team's guided hike.
DOI: 10.6084/m9.figshare.21763310.v1
title: IJGIS_Experiments

description: Maximum values wide regions: experimental code, data, and results
DOI: 10.6084/m9.figshare.29087414.v1
title: PRISMA: <b>Study Of The Coverage And The Impact Of The Chemoprevention Of Seasonal Malaria In Niger From 2013 To 2022: Systematic Review</b>

description: Flow diagram of study selection process
DOI: 10.6084/m9.figshare.1328335.v1
title: Consequences of the variability of the CovRS and RopB regulators among Streptococcus pyogenes causing human infections

description: Isolation source, molecular typing data, results of covRS and ropB sequencing, and<br>results of SpeB, NADase, and SLS activity obtained for the 191 GAS isolates studied
DOI: 10.6084/m9.figshare.5234890.v1
title: 3D data for recreating a bronze portrait figure from Cleveland Museum of Art

description: 3D data to recreate a Roman bronze portrait of a man
DOI: 10.6084/m9.figshare.7562189.v2
title: plots.R

description: Scripts in the R language for generating graphics from .csv files corresponding to some RQs
DOI: 10.6084/m9.figshare.26796976.v1
title: Supplementary Material for: Clinical Characteristics, Current Treatment Options, Potential Mechanisms, Biomarkers and Therapeutic Targets in Avascular Necrosis of Femoral Head

description: Avascular Necrosis of Femoral Head (AVNFH) is a debilitating disease of young, affecting the quality of life significantly and eventually leading to total hip replacement surgery. The disease is diagnosed clinico-radiologically and MRI is the investigation of choice to diagnose early stages of the disease. There is neither an early biomarker for detection nor is there a permanent cure for the disease and most of the patients are managed with various combinations of surgical and medical management protocols. In this review we comprehensively address the etiopathogenesis, clinical characteristics, therapeutic procedures, bone characteristics, histopathology, Multi-omic studies, finite element modelling and systems analysis that has been performed in AVNFH. The etiology includes various factors that compromise the blood supply to the femoral head which also includes contributions by environmental and genetic factors. Multi-Omic analysis has shown association of deregulated pathways with the disease. The cell types involved include mesenchymal stem cells, osteoblasts, osteoclasts, endothelial and immune cells. Biochemical, hematological, Histopathology, IHC and other bone remodeling and degradation marker studies have been performed. A systems analysis using multi-omic data sets from published literature was carried out, the relevance of which is discussed to delineate potential mechanisms in etiopathogenesis, diagnosis and effective management of this debilitating disease.
DOI: 10.6084/m9.figshare.28759697.v1
title: tropical-cyclone-tree-cover-loss-github-repo.tar.gz

description: Many Pacific Small Island Developing States are vulnerable to Tropical Cyclones (TCs) which cause an estimated average annual loss of USD 1.08 billion. This study provides an example of how Post Disaster Needs Assessments (PDNAs) could include the economic impacts of tropical cyclones on tree cover. It aims to quantify the impacts associated with four category 5 TCs in Fiji and Vanuatu. Compared to national average annual tree cover losses between 2000 and 2023, TCs Pam and Harold increased tree cover loss 4.6 and 5.2-fold in Vanuatu and TCs Winston and Yasa increased tree cover loss 3.6 and 3.1-fold in Fiji. The resulting loss of carbon storage added an estimated 11-25% and 32.5% to the Vanuatu and Fiji PDNA estimated economic losses, respectively. The study makes a case for inclusion of environmental damage in both PDNA and loss and damage estimates.<br>
DOI: 10.6084/m9.figshare.29135063.v2
title: <b>Autonomous Physical Learning</b>

description: This study examines the role of social support in promoting adolescents' autonomous physical learning behavior, considering the mediating effects of self-efficacy and exercise motivation. As part of the ongoing "Double Reduction" policy and the "Healthy China" strategy, improving adolescents' physical fitness and sports literacy has become a central focus of national education reform. Autonomous physical learning is crucial for promoting both physical and mental health, and fostering lifelong engagement in physical activity. However, existing research has typically focused on average relationships between variables, neglecting the psychological pathways and individual differences that underpin autonomous physical learning.This study uses Social Cognitive Theory and Self-Determination Theory to develop a chain mediation model, exploring how social support influences autonomous physical learning behavior through self-efficacy and exercise motivation. Latent Profile Analysis (LPA) was employed to identify different latent types of students' autonomous physical learning behaviors, and Multi-group Structural Equation Modeling (SEM) was used to analyze differences in psychological pathways across these types. The study surveyed 2,359 students from three middle schools in Shandong Province, collecting data for structural and latent class modeling analysis.The findings reveal that social support positively predicts autonomous physical learning behavior, with self-efficacy and exercise motivation serving as partial and chain mediators. Four distinct latent behavior types were identified: "Highly Engaged," "Positively Regulated," "Selectively Participative," and "Passively Participative." These groups exhibited significant differences in their psychological pathways, with the "Highly Engaged" group relying more on intrinsic motivation, while the "Passively Participative" group was more responsive to external activation.This research advances the understanding of autonomous physical learning by incorporating multiple pathway models and considering individual differences. It provides valuable insights for designing more targeted interventions in school physical education, offering a multidimensional theoretical framework for further studies on adolescent physical behavior.
DOI: 10.6084/m9.figshare.c.3599198_d2.v1
title: Additional file 2: of Investigating the effects of copy number variants on reading and language performance

description: CNV calls of interest. Large CNV calls; CNVs shared between two or more affected co-siblings (extended tables); CNV calls within genes implicated in reading and language; CNV calls overlapping genes implicated in reading and/or language impairments by previous CNV studies; CNV calls overlapping common neuropsychiatric CNVs; CNV calls annotated to ZNF737. (XLSX 41 kb)
DOI: 10.17632/4hszps5npx
title: Spin structures on low dimensional flat manifolds

description: This dataset contains results of calculations of spin structures on flat manifolds in dimensions up to 6, described in 

R. Lutowski and B. Putrycz. Spin structures on flat manifolds. J. Algebra, 436:277--291, 2015.

The data are stored in JSON format. Every element includes the following fields:
- name: a CARAT name of a Bieberbach group
- holonomy: structure description of its holonomy (point) group 
- orientable: whether it is orientable

In addition, if orientable is "true", the information connected to calculation of spin structures is provided:
- s2name: a CARAT name of a maximal subgroup with 2-group holonomy
- spin: number of spin structures
DOI: 10.6084/m9.figshare.24439102.v1
title: Data: Can seed banking assist in conserving the highly endemic New Zealand indigenous flora?

description: Data associated with the manuscript: Wyse, S.V., Carlin, T.F., Etherington, T.R., Faruk, A., Dickie, J.B. & Bellingham, P.J. (2023) Can seed banking assist in conserving the highly endemic New Zealand indigenous flora? Pacific Conservation Biology.
DOI: 10.6084/m9.figshare.25466992.v1
title: 手术室护士噪音烦恼、情绪劳动和倦怠之间的关系：横断面研究方案

description: 手术室护士可能会因噪音烦恼而出现职业倦怠，在此期间，情绪劳动可能会成为两者之间的调节因素。本研究的目的是：（1）调查手术室护士噪音烦恼与倦怠之间的独立相关性;（2）探讨噪音烦恼、情绪劳动与倦怠之间的关系。本研究是一项横断面研究设计，正在中国**进行。中文版的噪音烦恼、情绪劳动和倦怠量表将用于评估样本的现状，数据将采用纸质问卷和电子问卷收集。此外，Pearson 或 Spearman 秩相关系数将参与相关分析。还将进行多元回归分析以产生具有 95% 置信区间的β系数。具有 5,000 次自举迭代的非参数、偏差校正的 95% 自举置信区间将有助于确定中介效应的重要性。<br>
DOI: 10.17632/9m7rd69bjs
title: HepLean: Digitalising high energy physics

description: We introduce HepLean, an open-source project to digitalise definitions, theorems, proofs, and calculations in high energy physics using the interactive theorem prover Lean 4. HepLean has the potential to benefit the high energy physics community in four ways: making it easier to find existing results, allowing the creation of new results using artificial intelligence and automated methods, allowing easy review of papers for mathematical correctness, and providing new ways to teach high energy physics. We will discuss these in detail. We will also demonstrate the digitalisation of three areas of high energy physics in HepLean: Cabibbo-Kobayashi-Maskawa matrices in flavour physics, local anomaly cancellation, and Higgs physics.
DOI: 10.17632/gnp7d7j9fn
title: Heavy metals and microplastics in mussels from Asturias, SW Bay of Biscay

description: Data of lenght, weight, heavy metal content and microplastics counts from mussels.
DOI: 10.17632/ydmy967rv9
title: 附件材料-基于无人机多光谱影像的水稻产量和氮素利用率预测

description: 《基于无人机多光谱影像的水稻产量和氮素利用率预测》，仅用于投稿用
DOI: 10.25452/figshare.plus.20439351.v1
title: GLCC: global leaf chlorophyll content dataset over 2003–2012 and 2018–2020 derived from MERIS/OLCI satellite data

description: Leaf chlorophyll content (LCC) is an important plant physiological trait and a proxy for leaf photosynthetic capacity. This dataset (GLCC) contains global 7-day LCC data with 500 m resolution for the period 2003–2012 to 2018–2020, produced from ENVISAT MERIS and Sentinel-3 OLCI satellite data using a physically-based radiative transfer modeling approach. This new LCC dataset spanning nearly 20 years will provide a valuable opportunity for the monitoring of vegetation growth and terrestrial carbon cycle modeling. Each .rar file contains 52 folders named “YYYYMMDD”, except for the years 2012, 2018 and 2020. The "2012_LCC", "2018_LCC" and "2020_LCC" .rar files contain only 13, 12 and 24 folders respectively. Each “YYYYMMDD” folder contains LCC data stored in GeoTIFF format, named “ESACCI-LC-L3-SR-MERIS-500m-P7D-h**v**-YYYYMMDD-v2.0-MODISTile-LCC.tif” and “S3_YYYYMMDD_h**v**_7DaySR-MODISTile-LCC.tif” for MERIS LCC dataset and OLCI LCC dataset, respectively, where “h**v**” is referenced to the MODIS tile. The scale factor of the data is 0.01.
DOI: 10.6084/m9.figshare.13341068.v1
title: Colorectal Cancer Comorbidity Data

description: Colorectal Cancer Comorbidity Data
DOI: 10.17632/bms88fv7zz
title: Provincial crop yield and meteorological data

description: The data contain Chinese provincial-level rice, wheat, maize, and cotton yield data from 1961-2017 compiled from "Chinese Agricultural Statistics (1949-2019)" and monthly meteorological data from 1961-2017 at the provincial level in China obtained statistically from meteorological station data.
DOI: 10.17632/wgr4g3nmc5
title: Effects of adding different types and amounts of biochar to saline alkali soil on its salt ions and microbial community in northwest China

description: Effects of adding different types and amounts of biochar to saline alkali soil on its salt ions and microbial community in northwest China
DOI: 10.6084/m9.figshare.11804685.v1
title: Profile of patients with hypertension and/or diabetes mellitus from Primary Healthcare units

description: ABSTRACT Objective To analyze the characteristics of patients with hypertension and/or diabetes mellitus from Primary Healthcare units. Methods This is a retrospective study, with data collected from December 2014 of patients with hypertension and/or diabetes from 13 Primary Healthcare units located in the Southern region of Sao Paulo (SP, Brazil). Patients were compared by sex, diagnosis and cardiovascular risk using student t test, one way analysis of variance (ANOVA), and Mann-Whitney, Kruskal-Wallis and χ2 tests. Results We evaluated 28,496 patients aged 20 years to 79 years (mean of 57.8 years). Most of patients were women (63.2%) and aged 50 years old or older (74.2%). The participation in the Programa Remédio em Casa (Medicine at Home Program) was higher among women (12.7%), and the proportions of hypertension, diabetes and both diseases were 68.0%, 7.9% and 24.1%, respectively. Patients with hypertension and diabetes had higher participation in Medicine at Home Program (13.3%), and those with diabetes only had higher participation in Programa de Automonitoramento Glicêmico (Self-Monitoring Glucose Program) (20.0%). The proportions of low, moderate, and high cardiovascular risk were 33.0%, 15.5%, and 51.5%, respectively. Conclusion The sample of this study consisted of patients who were mostly women, aged 50 years or older and diagnosed with hypertension. Almost a quarter of patients also had diabetes and approximately one third and half of them were classified as low and high cardiovascular risk.
DOI: 10.6084/m9.figshare.19867021.v1
title: levine-CyTOF-AML-Healthy-AML-fcs

description: Subset of Data from Data-driven phenotypic dissection of AML reveals progenitor-like cells that correlate with prognosis (10.1016/j.cell.2015.05.047).
DOI: 10.6084/m9.figshare.20226183.v1
title: Remote Sensing Agricultural GPP Monsoon 2001

description: agricultural gross primary productivity
DOI: 10.6084/m9.figshare.21701228.v1
title: Dataset: Mental health and individual differences in the short- and long-term adaptation processes of university students during the COVID-19 pandemic

description: This is the dataset derived from the sistematic review describes at https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=330361
DOI: 10.6084/m9.figshare.8132159.v1
title: DATA_Orang-utan_Signalling

description: The dataset of gestures and signals coded for our initial study of orang-utan communication in 16 individuals from the Sabangau peat-swamp forest in Borneo, Indonesia.
DOI: 10.17632/rt6x6362yx
title: Laboratory Analysis Data_Stanley and Reading, 2019

description: Results from laboratory analysis on groundwater and soil samples; data used for research and publication.
DOI: 10.17632/wt28svdmtt
title: Dataset of input parameters for shear-lag model of FRP rebars-reinforced concrete

description: The dataset comprises 16 input parameters essential for predicting fatigue slip at the interface of FRP rebars and concrete using a shear-lag model. These parameters include FRP rebar elastic modulus, concrete elastic modulus, FRP Poisson’s ratio, concrete Poisson’s ratio, maximum stress, minimum stress, FRP radius, concrete radius, initial and final friction coefficients of the FRP rebar, initial debonding length, cycles at average friction coefficient, initial residual stress, and coefficients c, m, and n. These parameters enable analysis of the fatigue bond behaviour of FRP rebar-reinforced concrete using the shear-lag model.
References:
[1] Z. Xiong, G.H. Mai, S.H. Qiao, S.H. He, B.F. Zhang, H.L. Wang, K.T. Zhou, L.J. Li, Fatigue bond behaviour between basalt fibre-reinforced polymer bars and seawater sea-sand concrete, Ocean & Coastal Management, 218 (2022 a) 22.
[2] Z. Xiong, G. Mai, X. Chen, H. Zeng, L. Li, F. Liu, W. You, Investigation on Fatigue Bond Behaviour Between GFRP Bars and Seawater Sea-sand Concrete, China Journal of Highway and Transport, 35 (2022 b) 259-268.
[3] Y.F. Pan, Y.X. Yu, J.C. Yu, Z.Y. Lu, Y.H. Chen, Effects of simulated seawater on static and fatigue performance of GFRP bar-concrete bond, Journal of Building Engineering, 68 (2023) 19.
[4] R. Zou, F. Liu, Z. Xiong, S.H. He, L.J. Li, W. Wei, Experimental study on fatigue bond behaviour between basalt fibre-reinforced polymer bars and recycled aggregate concrete, Construction and Building Materials, 270 (2021) 18.
[5] B. Kim, J.Y. Lee, Resistance of interfacial debonding failure of GFRP bars embedded in concrete reinforced with structural fibers under cycling loads, Composites Part B-Engineering, 156 (2019) 201-211.
[6] X. Liu, X. Wang, K.Y. Xie, Z.S. Wu, F. Li. Bond Behavior of Basalt Fiber-Reinforced Polymer Bars Embedded in Concrete Under Mono-tensile and Cyclic Loads. in 10th International Conference on Fibre-Reinforced Polymer (FRP) Composites in Civil Engineering (CICE). 2021. Istanbul, TURKEY.
[7] A. Veljkovic, V. Carvelli, M.M. Haffke, M. Pahn, Effect of Small Concrete Cover on the Fatigue Behavior of GFRP Bars and Concrete Bond, Journal of Composites for Construction, 23 (2019) 13.
[8] H.Z. Wang, A. Belarbi, Static and Fatigue Bond Characteristics of FRP Rebars Embedded in Fiber-reinforced Concrete, Journal of Composite Materials, 44 (2010) 1605-1622.