cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.5668561.v1
title: Non-invasive brain stimulation and computational models in post-stroke aphasic patients: single session of transcranial magnetic stimulation and transcranial direct current stimulation. A randomized clinical trial

description: ABSTRACT CONTEXT AND OBJECTIVE: Patients undergoing the same neuromodulation protocol may present different responses. Computational models may help in understanding such differences. The aims of this study were, firstly, to compare the performance of aphasic patients in naming tasks before and after one session of transcranial direct current stimulation (tDCS), transcranial magnetic stimulation (TMS) and sham, and analyze the results between these neuromodulation techniques; and secondly, through computational model on the cortex and surrounding tissues, to assess current flow distribution and responses among patients who received tDCS and presented different levels of results from naming tasks. DESIGN AND SETTING: Prospective, descriptive, qualitative and quantitative, double blind, randomized and placebo-controlled study conducted at Faculdade de Ciências Médicas da Santa Casa de São Paulo. METHODS: Patients with aphasia received one session of tDCS, TMS or sham stimulation. The time taken to name pictures and the response time were evaluated before and after neuromodulation. Selected patients from the first intervention underwent a computational model stimulation procedure that simulated tDCS. RESULTS: The results did not indicate any statistically significant differences from before to after the stimulation.The computational models showed different current flow distributions. CONCLUSIONS: The present study did not show any statistically significant difference between tDCS, TMS and sham stimulation regarding naming tasks. The patients’responses to the computational model showed different patterns of current distribution.
DOI: 10.1594/pangaea.121276
title: Total carbon dioxide and alkalinity at station TT008_5-CTD43
DOI: 10.17632/8svrmx2cmv
title: Job Posts & Online Courses

description: Our study sheds light on the intersection between the analytics skills currently in demand by the job marketplace and the offer of MOOCs for developing such skills. Using a custom web scraper software on Python we have scraped from the web the description of more than 14.000 job posts and 3.600 Data Analytics online courses in order to systematically capture the demand of data skills and available development opportunities. We deleted the duplicate job offers and courses, we also deleted the job offers and courses which are not related to our study, then we have built a dataset containing 9.067 job offer and 764 online courses.
DOI: 10.6084/m9.figshare.19947854.v1
title: Pressure dataset

description: Pressure dataset, including CDE per capita and its index, MF per capita and its index, <em>A</em>, and <em>P</em> of 61 B&R countries, B&R regions average and global average from 1990-2019.
DOI: 10.6084/m9.figshare.28243337.v2
title: Table B1.pdf

description: Table B1 in <b>Supplementary Information for "</b><b>Detection and attribution assessment of climate change impacts in coupled human-natural systems in the Andes" published in Communications Earth and Environment.</b>
DOI: 10.6084/m9.figshare.28828538.v1
title: Access to justice protocols in Latin America

description: Set of protocols about access to justice in Latin America.
DOI: 10.1594/pangaea.121309
title: Total carbon dioxide and alkalinity at station TT012_3-CTD4
DOI: 10.1594/pangaea.121312
title: Total carbon dioxide and alkalinity at station TT012_4-CTD9
DOI: 10.25452/figshare.plus.20127869.v1
title: "Mapping information-rich genotype-phenotype landscapes with genome-scale Perturb-seq" Replogle et al. 2022 MTX files

description: These tar.gz compressed folders contain the output of <strong>cellranger count</strong> from the <strong>filtered_feature_bc_matrix </strong>directory in MEX format (https://support.10xgenomics.com/single-cell-gene-expression/software/pipelines/latest/output/matrices). See https://doi.org/10.25452/figshare.plus.20022944 for a file manifest.
DOI: 10.6084/m9.figshare.13231931.v1
title: yelp_2014.csv

description: Yelp Challenge 2014
DOI: 10.6084/m9.figshare.6449570.v1
title: Genomic datasets

description: Description of the genomic datasets (nanopore and illumina).
DOI: 10.1594/pangaea.121314
title: Total carbon dioxide and alkalinity at station TT012_5-CTD13
DOI: 10.1594/pangaea.121315
title: Total carbon dioxide and alkalinity at station TT012_5-CTD16
DOI: 10.1594/pangaea.121338
title: Total carbon dioxide and alkalinity at station TT012_5-CTD78
DOI: 10.6084/m9.figshare.24269329.v2
title: Data OFC n PedsQL.xlsx

description: The measurement of children's quality of life uses the pediatric quality of life inventory (PedsQL), which is a questionnaire used to evaluate health-related quality of life (HRQoL) in children. PedsQL is a general health instrument consisting of 23 items that assess five health domains (physical function, emotional function, psychosocial function, social function, and school function) in children and adolescents aged 2 to 18 years. There are 23 questions covering physical function (8 items), emotional function (5 items), social function (5 items), and school function (5 items). The answer to each question was scored on a 5-point Likert scale: never (0), almost never (1), sometimes (2), often (3), and almost always (4). Scores are converted to a scale of 0–100 (0=100; 1=75; 2=50; 3=25; and 4=0). The total score of 23 items is the average of all answers. Value is said to be good if ≥70. This study used the Indonesian version of the PedsQL questionnaire which was obtained from the permit holder and was declared reliable (α&gt;0.7)
DOI: 10.6084/m9.figshare.3144727.v2
title: norovirus_outbreak_kinmen_taiwan_2015.xlsx

description: This dataset includes 363 individuals from a norovirus outbreak in Kinmen, Taiwan
DOI: 10.6084/m9.figshare.7419395.v1
title: INDIVIDUAL AND CONTEXTUAL DETERMINANTS OF PARTY SYMPATHY IN LATIN AMERICA

description: The Latin American political context is marked by the recurrence of fragile programmatic and ideological links between voters and parties, as well as marked electoral volatility and decreasing levels of political trust. Despite this scenario, parties remain central to the functioning of democracies in the region, as well as in consolidated regimes. Understanding that one of the central elements in the dynamics of party systems is the link between voters and parties, our objective is to identify the individual and contextual foundations of party sympathy manifestation among Latin American voters. We propose hierarchical regression models with individual data from the Latin American Public Opinion Project (Lapop) and information from national political and economic contexts. The results point to the preponderance of the explanatory capacity of the democracy age in relation to individual and national characteristics (economic, political and partisan).
DOI: 10.1594/pangaea.121322
title: Total carbon dioxide and alkalinity at station TT012_5-CTD33
DOI: 10.6084/m9.figshare.12137112.v1
title: Solid oxide electrolysis stack tests 2010-2019

description: Improvements in solid oxide electrolysis stack testing from 2010-2019. The data shows that reported stack tests are gradually becoming longer and degradation rates are decreasing.
DOI: 10.6084/m9.figshare.12291281.v1
title: MAGs from ETSP OMZ

description: HQMQ MAGs are being analyzed in unpublished work by Sun & Ward.
DOI: 10.6084/m9.figshare.7665908.v1
title: MOESM1 of Gas flow dynamics in the conduit of Strombolian explosions inferred from seismo-acoustic observations at Aso volcano, Japan

description: Additional file 1. Â Details of instruments and stations of our monitoring network.
DOI: 10.1594/pangaea.121297
title: Total carbon dioxide and alkalinity at station TT008_5-CTD63
DOI: 10.1594/pangaea.121306
title: Total carbon dioxide and alkalinity at station TT012_2-CTD1
DOI: 10.17632/k23cktymrj
title: Data for: On the Dispensability of New Transportation Technologies: Evidence from the Heterogeneous Impact of Railroads in Nigeria

description: This dataset combines individual-level data from the 2008 Nigeria Demographic and Health Survey [DHS] (NBS and ICF International, 2008) with data on colonial railroads in Nigeria (Digital Chart of the World, 1992); information on geographic, climatic, and soil conditions from the FAO GAEZ database; and information on distance to primary roads and waterways.
DOI: 10.17632/kysvwvcxmf
title: The dataset of Japanese patents and patents’ holding firms in green vehicle powertrains field

description: A Japanese patents dataset of the vehicle powertrain systems for hybrid electric vehicle (HEV), battery electric vehicle (BEV) and fuel cell electric vehicles (FCEV).
Identify green patents using patents’ IPC classification and keywords in description document (title and abstract).
Comparison tables of searching keywords and patents’ holding firms’ names between English and Japanese
DOI: 10.6084/m9.figshare.10301822.v1
title: immigration_patch_bysurvey_withmetrics 2019_02_28.csv

description: immigration rates for cactus bugs across landscapes with values for estimated connectivity
DOI: 10.6084/m9.figshare.1120584.v1
title: Prognostic Value and Staging Classification of Retropharyngeal Lymph Node Metastasis in Nasopharyngeal Carcinoma Patients Treated with Intensity-modulated Radiotherapy

description: The development of intensity-modulated radiotherapy  has revolutionized the management of nasopharyngeal carcinoma . The purpose of this study was to evaluate the prognostic value and classification of TNM stage system for retropharyngeal lymph node  metastasis in NPC in the IMRT era
DOI: 10.6084/m9.figshare.13515194.v2
title: Mitochondrial genome of a giant water bug Lethocerus deyrollei (Hemiptera: Belostomatidae) from South Korea

description: Four PCR primer sets designed for <i>Lethocerus deyrolli</i> in this study: one universial (<i>COX1</i> gene) and three species-specific (<i>COX1</i>, <i>COX1</i>-<i>CytB</i>, and <i>CytB</i>-<i>COX1</i>)
DOI: 10.6084/m9.figshare.14933178.v1
title: UFOP Hop Varieties Dataset (UFOP-HVD)

description: Please cite our paper (https://doi.org/10.1016/j.dib.2021.107312) if you use our data in your publications.<br>A dataset containing photos of leaves of 12 hop varieties in Brazil divided into training (1128 images), validation (232 images) and testing (232 images) sets.<br>It is labeled with classes and bounding boxes in Pascal VOC format.<br>Images were taken in a natural environment, with varying climate, light, focus, occlusion, resolution, distance and angle. Samples contain adult and young leaves. There was no removal of outliers or low quality images. Nor was pre-processing adopted.<br>
DOI: 10.6084/m9.figshare.20078591.v1
title: genome data of lisianthus

description: The genome assembly sequences and gene annotations of Eustoma grandiflorum
DOI: 10.6084/m9.figshare.20383416.v8
title: scltnn_data

description: the raw data to reproduce the result of scltnn
DOI: 10.6084/m9.figshare.26086782.v1
title: HiGTS_2005s3

description: HiGTS is a high temporal resolution global gridded dataset of human thermal stress metrics. Derived using climate variables from ERA5-Land and ERA5, the HiGTS consists of hourly gridded maps of Universal Thermal Climate Index (UTCI), Universal Thermal Stress (UTS), and daily Thermal Stress Duration (TSD) at 0.1° × 0.1° spatial resolution over the global land surface.HiGTS_2005s3 contains the data from July 1, 2005 to September 30, 2005.
DOI: 10.6084/m9.figshare.28540541.v1
title: Supporting information

description: 1. Figure S1 The mineral phase maps of the studied orthogneisses and metapelites.2. Figure S2 Primitive mantle-normalized trace element patterns and chondrite-normalized REE patterns of the studied orthogneisses.3. Figure S3 Plots of trace elements, and HREE patterns of the detrital zircon core and metamorphic rim from the metapelites.4. Table S1 Bulk-rock major (wt.%) and trace element (ppm) compositions of the orthogneiss and metapelite from the eastern Gangdese arc.5. Table S2 Chemical compositions of garnet from the studied orthogneisses and metapelites (wt.%).6. Table S3 Representative chemical compositions of main minerals from the studied orthogneisses and metapelites (wt.%)7. Table S4 Parameters and calculation results of the petrophysical properties of metapelites and orthogneisses.8. Table S5 Zircon U-Pb dating and trace element compositions of the orthogneisses and metapelites.
DOI: 10.6084/m9.figshare.28640626.v2
title: Thinking Creatively About the Data Skills Gap: How Online Training Events Are Supporting SHAPE Higher Education Students

description: There is international demand for data skills in the workplace and evidence that SHAPE (Social Science, Humanities and the Arts for People and the Economy) students can help to fill this gap. This research explores which data skills higher education SHAPE students develop through attendance at UK Data Service online training events. Semi-structured qualitative individual interviews were conducted with 10 SHAPE students who attended UK Data Service online training events; data were analyzed in NVIVO 12 Plus, using reflexive thematic analysis. The results show that, for the SHAPE students who took part in the study, the UK Data Service online data skills training events supported the development of their data skills. The events provided the students with practical applied data skills and skills around planning/designing research and assessing data sources. The events also provided the students with softer skills such as gaining confidence to get started with data, further learning opportunities and access to research communities. The participating students lacked clarity in terms of the skills that they needed to use data and, therefore, a data skills framework to be inclusive of SHAPE students is required to add to the supply of data skills from STEM backgrounds.
DOI: 10.6084/m9.figshare.28732544.v1
title: Final Implementation Report for BSOOB Transit Microgrid

description: BSOOB and Willdan's Final Implementation Report for the Feasibility of a Microgrid in Biddeford, ME.
DOI: 10.6084/m9.figshare.5122444.v1
title: Supplementary Material for: Walnut Allergy in Peanut-Allergic Patients: Significance of Sequential Epitopes of Walnut Homologous to Linear Epitopes of Ara h 1, 2 and 3 in Relation to Clinical Reactivity

description: <i>Background:</i> Peanut allergy is a frequent and potentially life-threatening food allergy. Despite the large taxonomic distance between the plants, peanut-allergic patients often react to tree nuts such as walnuts. While the allergens of peanut and walnut have a high degree of homology in their amino-acid sequences, it is unknown whether this similarity is responsible for the observed co-reactivity. Therefore, we analyzed the binding of specific IgE antibodies to sequential epitopes of peanut and walnut in peanut-allergic patients with and without walnut allergy. <i>Methods:</i> The IgE binding to previously described sequential epitopes of peanut and the homologous regions of walnut was assessed in 32 peanut-allergic patients using a peptide microarray technology. Twelve patients had a clinically relevant walnut allergy and 20 were tolerant to walnut. Inhibition assays with peanut peptides and corresponding walnut sequences were performed to show specific binding to sequential epitopes. <i>Results:</i> No differences in the recognition of sequential epitopes could be found between peanut-allergic patients with or without walnut allergy. Only a few patients showed IgE binding to walnut sequences that corresponded to sequential epitopes of peanut. In the inhibition assays, no relevant cross-reacting IgE antibodies could be detected for the peptides analyzed. <i>Conclusion:</i> Our results indicate that although they share a rather high degree of homology with the corresponding regions of walnut allergens, the sequence stretches previously identified as sequential IgE binding epitopes of Ara h 1, Ara h 2 and Ara h 3 have no IgE binding equivalents in walnut allergens.
DOI: 10.1594/pangaea.116168
title: Total carbon dioxide and total alkalinity at station TT049_17-2
DOI: 10.1594/pangaea.121310
title: Total carbon dioxide and alkalinity at station TT012_4-CTD7
DOI: 10.17608/k6.auckland.27401172.v1
title: Reliability of oculomotor and driving simulation performance metrics

description: <b>Background: </b>Driving simulators assess how human and technical factors influence operational performance. Examples of driving performance measures include speed and lane position variability and their associated physical inputs, e.g., throttle and steering input variability. Secondary cognitive tasks, designed to assess oculomotor function and attentional capacity, are often integrated into driving simulations. However, the ‘test-retest’ reliability of driving performance and oculomotor performance measures when obtained simultaneously are yet to be established. This study assesses the reliability of oculomotor and driving performance measures evaluated within the same paradigm.<b> Methods:</b> Participants (n = 14) completed a familiarisation and two driving simulator sessions. Each session entailed drives through two scenarios, ‘urban’ and ‘country’, each demanding different levels of driving skill and cognitive complexity. Driving performance was measured in both scenarios. The country scenario included an integrated spatial attention task where performance was assessed via saccade kinematics and psychomotor reaction time. Within- and between-session reliability was calculated for all measurements.<b> Results:</b> Lane position and steering input exhibited good (ICC 0.75-0.9) to excellent (ICC &gt; 0.9) within-session agreement, whereas between-session reliability was poorer. Speed and throttle variability had moderate to poor (ICC 0.5-0.75) within-session reliability and poor agreement between-sessions. Saccade velocity and psychomotor reaction time exhibited better reliability within-session and satisfactory reliability between-sessions.<b> Conclusion:</b> When combined within a driving simulation paradigm, driving performance and oculomotor measures are a reliable research tool. For the most confidence in results, we recommend that intervention studies conduct baseline measurements for multi-day study designs.
DOI: 10.17632/6x6cccfc4x
title: Sampling procedure of land use and soil fertility map under uncertainty

description: The dataset is composed of input data, the code to process the data and the output data from a sampling procedure for spatial data. The sampling procedure is used to derive samples, that result in extreme lower and upper bound single-objective values. The extreme lower and upper bound samples are used to approximate the extreme Pareto fronts when performing the multi-objective optimization with the samples as input data. To the input data belong a land use map, a patch ID map, a soil fertility map and an uncertainty map, which all have 10*10 cells. In addition, two matrices are included. One matrix defines transition constraints for the land uses of the land use map, the second matrix defines related classification accuracies per land use. The land use map, patch ID map, transition matrix and soil fertility map were reused from the CoMOLA project, produced for research from Strauch et al. 2019 (https://doi.org/10.1016/j.envsoft.2019.05.003). The outputs are divided into three categories. One category is about creating samples from the uncertain land use map with the original soil fertility map. The second category is about creating samples from the uncertain soil fertility map with the original soil fertility map. The third category is about creating samples from both uncertain maps combined. For the first category, the land use maps and the corresponding patch ID maps were stored that resulted in extremely low or high objective values of habitat heterogeneity, forest species richness, crop yield and water yield from 1000 samples (computation time: &lt;1 minute). For category 2, the soil fertility maps are stored that resulted in extremely low and high crop yield objective values with the original land use map were stored from 1000 samples, because the soil fertility map only influences the objective crop yield (computation time: &lt;10 seconds). For category 3, two different soil fertility maps and two different land use map with the corresponding patch ID maps that lead to the extreme lower and upper bound crop yield values are stored. Here, the 1000 samples of category 1 and 2 are reproduced and each sampled land use map is evaluated against every sampled soil fertility map (computation time: ~2 hours). For convenience, additional pickle files were saved containing extreme solutions, extreme objective values and extreme objective values per iteration of the sampling procedure to plot the progression. The execution of the Python script SpatialSampling.py (Python 3.8) needs to be executed to reproduce the sampling procedure. After the simulations, plots are generated in case that the boolean parameter "show_visualizations" (beginning of script) is set to True. Pseudo-random states are used to assure reproducibility despite the stochastic processes.
DOI: 10.6084/m9.figshare.25367542.v1
title: Data and R codes for Hisano et al. (2024): Functional diversity enhances dryland forest productivity under long-term climate change

description: Data and R codes for Hisano et al. (2024): Functional diversity enhances dryland forest productivity under long-term climate change.
DOI: 10.6084/m9.figshare.26104744.v1
title: Draft genome dataset of the Antarctic hair grass <i>Deschampsia antarctica</i>

description: This dataset includes the genomic reference files of <i>Deschampsia antarctica</i> (Poaceae), a vascular plant native to Antarctica, as a part of the research project "Post-Polar Genomics Project: Functional genomic study for securing of polar useful genes". The files comprise protein and transcript FASTA files. Genome sequences were generated using the Oxford Nanopore GridION platform according to the manufacturer's instructions. A total of 78 million reads were produced, and de novo genome assembly was performed using the SMARTdenovo assembler (https://github.com/ruanjue/smartdenovo) with default parameters. Genomic annotation was produced using MAKER2 release 2.31.8, and BLAST analysis was conducted using ncbi-blast-2.2.29+, resulting in 116,861 proteins
DOI: 10.6084/m9.figshare.28701941.v1
title: <b>Fig. 5.</b> Schematic for a DNA sensor based on quantum do labeled hybridization assay. (a) The capture probe is modified with biotin and reporter with Cy5 fluorescent label. The capture and reporter probe hybridize with target DNA. (b) The complex binds to streptavidin modified quantum dots. The complex is illuminated with light (488 nm) that induces photoluminescence and FRET of the QD and Cy5 respectively. (c) The different wavelength emitted light is detected via a microfluid-type device with illumination using an argon laser (488 nm) using duel photodiodes.

description: <b>Fig. 5.</b> Schematic for a DNA sensor based on quantum do labeled hybridization assay. (a) The capture probe is modified with biotin and reporter with Cy5 fluorescent label. The capture and reporter probe hybridize with target DNA. (b) The complex binds to streptavidin modified quantum dots. The complex is illuminated with light (488 nm) that induces photoluminescence and FRET of the QD and Cy5 respectively. (c) The different wavelength emitted light is detected via a microfluid-type device with illumination using an argon laser (488 nm) using duel photodiodes.
DOI: 10.1594/pangaea.116083
title: Total carbon dioxide and total alkalinity at station TT043_26-9
DOI: 10.17632/wy9wgxnhkp
title: ShenzhenU Daily Diary study

description: Approximately 142 adolescents in Shenzhen participated in this daily diary study during regular class sessions.