cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25002656.v9
title: Supplementary data and Additional files for Castillo-Lorenzo et al., 2024_Current status of global conservation and characterisation of wild and cultivated Brassicaceae genetic resources. GigaScience. DOI: 10.1093/gigascience/giae050

description: This data is used in the article: <b>Castillo-Lorenzo, Breman, Gomez Barreiro and Viruel (2024). </b><b>Current status of global conservation and characterisation of wild and cultivated Brassicaceae genetic resources. </b><b><i>GigaScience </i></b><b>(</b>DOI: 10.1093/gigascience/giae050<b>)</b>Data gathered for 1242 wild Brassicaeea species related to cultivated species. The data includes conservation status, ex situ conservation records, classification of crop wild relatives and crop related to, phyisio and phenotipic traits described and published and chromosome number.The information was gathered from World Checklist of Vascular Plants (https://powo.science.kew.org/); USDA-GRIN Global (https://npgsweb.ars-grin.gov/gringlobal/taxon/taxonomysearchcwr); TRY plant trait database (https://www.try-db.org/TryWeb/dp.php); Harlan and De Wet CWR inventory (https://www.cwrdiversity.org/checklist); Genesys-pgr (https://www.genesys-pgr.org); NCBI (https://www.ncbi.nlm.nih.gov/); Wild Germplasm of Brassica (Part II: Chromosome number, Warwick et al., 2009); Brassibase (https://brassibase.cos.uni-heidelberg.de/?action=cyto); the Plant DNA C-values database (https://cvalues.science.kew.org/) and plant CCDB database (https://taux.evolseq.net/CCDB_web). Conservation status was obtained from IUCN red list (https://www.iucnredlist.org/) and ThreatSearch tool from the BGCI (https://members.bgci.org/data_tools/threatsearch).(databases accessed between September and December 2022).
DOI: 10.6084/m9.figshare.27310467.v2
title: Geospatial database of teenage pregnancy in a Brazilian municipality (SHP)

description: Dictionary and geospatial database in shp used in article <i>Socioeconomic factors increase the risk of teenage pregnancy: spatial and temporal analysis in a Brazilian municipality</i>. https://doi.org/10.1590/1980-549720240040Geospatial file in Datum SIRGAS 2000, EPSG 4674.
DOI: 10.6084/m9.figshare.28595492.v2
title: Data for Bats provide valuable services in conventional apple orchards

description: These data include fecal sample information, dietary composition, bat activity and moth abundance, and economic calculations of bat ecosystem service value.
DOI: 10.6084/m9.figshare.3566502.v1
title: Appendix E. Flat-top model: stability of the single-species stationary state given by Eqs. 24 and 26 in the text.

description: Flat-top model: stability of the single-species stationary state given by Eqs. 24 and 26 in the text.
DOI: 10.6084/m9.figshare.9767930.v1
title: Impulsive acoustic noise in three different scenarios

description: We acquired the acoustic data in three different scenarios using a setup with four channels (microphones) without audio source (only noise):1. Indoor scenario: A silent environment inside an empty auditorium;<br>2. Hall scenario: A mixed indoor/outdoor environment at the same auditorium hall;<br>3. Outdoor scenario: Outside the auditorium.<br><br>The setup is a low-cost setup with a ReSpeaker Core v1 (MT7688) board using the Analog-to-Digital Converter (ADC) AC108 with four ADC delta-sigma, 48 kHz of sample rate, and 3.3 V voltage range, with four microphones connected to a Raspberry Pi 3 (model B) processor to collect and store the data.<br>If you used the datasets, please consider citing our paper: "Acoustic Impulsive Noise Based on Non-Gaussian Models: An Experimental Evaluation", https://doi.org/10.3390/s19122827<br>
DOI: 10.17632/nwxfj74tjn
title: HSR-panel-data

description: A panel data containing Chinese prefecture city, HSR connection, and dyadic co-patent counts.
DOI: 10.6084/m9.figshare.12649223.v1
title: OpenArray genotyping for Anopheles coluzzii and An. gambiae

description: Genotyping calls from 960 Anopheles coluzzii and An. gambiae specimens obtained with TaqMan OpenArray<br>
DOI: 10.6084/m9.figshare.20774086.v1
title: TIME_SERIES.do

description: This Stata Do file contains the syntax necessary to recreate the analysis in: Increasing Liberalization: A Time Series Analysis of the Public’s Mood Toward Drugs
DOI: 10.6084/m9.figshare.19314539.v1
title: Data file 5.docx

description: The total number of Alternative splicing events in detected genes and transcripts<br>
DOI: 10.6084/m9.figshare.22058945.v1
title: Plasma targeted proteomics associated with markers of the HIV-1 reservoir size

description: This dataset contains targeted proteomics data of the OLINK explore 1536 panel from the 200HIV cohort combined with age groups and sex. 1472 proteins and 48 control assays divided into four 384-plex panels focused on inflammation, oncology, cardiometabolic and neurology proteins. When a targeted protein was detected in less than 75% of the samples, the protein was excluded (n= 170). In total 1293 proteins were included in this dataset. <br> Code repository: https://github.com/Blaauwmarc/Plasma-proteomics-and-HIV-viral-reservoir
DOI: 10.6084/m9.figshare.26771599.v1
title: Ambient Environmental Exposures while Cycling in Austin, TX (September 2021)

description: Data were collected for a study conducted in the City of Austin, Texas, USA. Twice daily (7:30–8:30, 17:30–18:30) on one weekday and weekend day per route in September 2021, researchers rode bicycles with five sensors measuring fine particulate matter (PM<sub>2.5</sub>), total volatile organic compounds (VOCs), sounds, air temperature, relative humidity, light intensity, and geographic location. They used a neural network to separate audio files into anthropogenic and natural sounds. From linear mixed effects models that adjusted for afternoons and weekdays, they found that the trail was associated with higher levels of PM<sub>2.5</sub> (<i>b</i> = 0.31; 95% CI = 0.18, 0.44; p = 0.01), total VOCs (<i>b</i> = 0.11; 95% CI = 0.06, 0.17; p = 0.01), natural sounds (<i>b</i> = 0.18; 95% CI = 0.08, 0.50; p = 0.001), and relative humidity (<i>b</i> = 3.61; 95% CI = 0.56, 6.66; p = 0.02) and lower levels of anthropogenic sounds (<i>b</i> = -0.83; 95% CI = -1.28, -0.38; p = 0.001), temperature (<i>b</i> = -0.68; 95% CI = -1.15, -0.22; p = 0.02), and light intensity (<i>b</i> = -0.36; 95% CI = -0.47, -0.24; p = 0.01) compared to the road.
DOI: 10.17632/sywswj7djj
title: HighRPD

description: In order to meet the data needs for road pavement distress detection, we have created a standardized dataset road pavement distress named HighRPD, which consists of road pavement distress images captured from a drone perspective. This dataset maintains a uniform image resolution of 640x640 pixels, in alignment with the test dataset specifications for the YOLO v8 model. Meanwhile, informed by the prevalence of road pavement distress, the dataset HighRPD specifically targets road pavement distress classified into three fundamental categories: line, block, and pit. We utilized the Labelbox platform in combination with DarkLabel for constructing our dataset. In summary, a total of 11,696 road pavement images were successfully labeled, including 12,365 line annotations, 8,239 block annotations, and 1,412 pit annotations. 
The HighRPD dataset comprises two subfolders: one named 'images' and the other 'labels'. The 'images' folder contains pictures sized 640x640 pixels in JPG format, while the 'labels' folder contains txt files with labels formatted in the YOLO style. Each object is represented by a single line, formatted as 'class center_x center_y width height'. There are three classes: class 0 for lines, class 1 for blocks, and class 2 for pits. The coordinates (x_center, y_center, width, height) are normalized by dividing x_center and width by the image width, and y_center and height by the image height.
DOI: 10.6084/m9.figshare.11663925.v1
title: InStrain tutorial data

description: Data for the inStrain tutorial (https://instrain.readthedocs.io/en/latest/)
DOI: 10.6084/m9.figshare.12935216.v1
title: Location of CGIAR Research Stations

description: This Excel file includes the location (lat, lon) of 196 CGIAR research stations in 54 countries, managed by 10 Centers/Alliance. Data was collected in July 2020.
DOI: 10.6084/m9.figshare.14216441.v1
title: Metadata record for: A 120,000-year long climate record from a NW-Greenland deep ice core at ultra-high resolution

description: This dataset contains key characteristics about the data described in the Data Descriptor A 120,000-year long climate record from a NW-Greenland deep ice core at ultra-high resolution. <br> Contents: <br> 1. human readable metadata summary table in CSV format 2. machine readable metadata file in JSON format <br>
DOI: 10.6084/m9.figshare.26379241.v1
title: US crop yield

description: In this study, we show the response of corn and soybean yield stability to hot, dry and excess rainfall by using regression model for rainfed corn and soybean based on statistical yield data and process-based crop model ensemble simulation in the US Midwest. The results using observational data and model simulations consistently indicate that increased hot, dry and excess rainfall jointly reduce the corn and soybean yield stability. The crop insurance loss records indicate yield losses are the major source of declined yield stability. The influence of hot and dry to corn yield stability changes are similar, and hot predominantly drives the changes in soybean yield stability in the US Midwest.
DOI: 10.6084/m9.figshare.28587791.v2
title: Supplemenatry figures and tables

description: Supplemenatry figures and tables
DOI: 10.17632/9ppr49cnzx
title: Older Adults Daily Activity and Risk of Falling in Spanish Care Facilities using Xiaomi Mi Band 2

description: The variables selected were sex (male or female), age, care facility (nursing home or day center), marital status (widow, or not), body mass index (normal-weight, or over-weight), and the number of diagnoses from the medical record. The diagnoses most closely related to the risk of falling were selected and classified into the following groups: • Diagnoses of any of these physical conditions: osteoporosis, osteoarthritis, dizziness and giddiness, rheumatoid arthritis, abnormalities of gait and mobility, or multiple sclerosis • Diagnoses of any of these cognitive conditions: Alzheimer disease, dementia, or age-associated cognitive decline) • Diagnoses of other health conditions: hypertension, visual impairment, diabetes, or hearing loss Other variables included were the number of assistive aids (glasses, hearing aid, or anti-decubitus pillow), the number of mobility aids (cane or walker), number of falls in the last 12 months, and falls classification profile (non-fallers with any fall in the last 12 months, or faller with one or more falls in the last 12 months). There was obtained the most recent Barthel Index Score, Tinetti Index Score, and the presence or not of cognitive impairment. The EuroQol-5D-5L (EQ-5D-5L) . The first element consists of a descriptive system about five dimensions: mobility (walking problems), self-care (washing or dressing), usual activities (i.e., work, study, household chores, family activities or leisure time activities), pain/discomfort, and anxiety/depression assess into (1) no problems, (2) slight problems, (3) moderate problems, (4) severe problems, (5) extreme problems/unable to [36]. The second element is a Visual Analog Scale (VAS) in which the person rates his/her perceived health from 0 (the worst imaginable health) to 100 (the best imaginable health). Finally, the third and fourth elements (the EQ-5D-5L Index and the Severity Index, respectively) are two indexes calculated from the descriptive system's scores. The participants were monitored for 30 days with the Xiaomi Mi Band 2 located in their dominant hand. The parameters obtained are the 30-day average based on the following variables: • Physical activity: analyzed through the number of daily steps and the daily distance covered by each participant in meters. Based on Tudor-Locke's study, &lt;3000 steps indicated a low level of physical activity and, 3,000-10,000 steps indicated moderate physical activity level. • Sleep: analyzed in minutes in four different parameters (daily deep sleep, daily shallow sleep, daily total sleep, and awake time in bed during the night). Regarding the Sleep Foundation recommendation, was used as a reference of older adults' adequate sleep around 7-8 hours, which corresponds to 420-480 minutes per day.
DOI: 10.17632/mzx5rd397v
title: Indonesia Political Hoax Dataset

description: This data comprises selected political news articles from a Kaggle dataset, combined with new data gathered from various reliable online news platforms. The data is categorized into two groups: hoax and non-hoax.
DOI: 10.17632/wg9pkrp3rv
title: Wind Power Generation Forecast by Coupling Numerical Weather Prediction Model and Gradient Boosting Machines in Yahyalı Wind Power Plant

description: A low-resolution WRF model has run which has exact same spatial resolution with GFS of NCEP which is initial and boundary conditions data and extracted data from the four grid points of this model which surround the related wind farm are used as predictor variables to the gradient boosting machines. Thus; the downscaling process is basically done by the coupling of the low-resolution numerical weather prediction model and machine learning algorithm. The results of this hybrid model are also compared with the results of a WRF model which has a higher spatial resolution in terms of both statistical measures and required time. As a result of this; the study claims a novel approach for not only increasing the accuracy of the wind power generation forecasts but also reducing the computational expense. Since wind energy increases its share in installed energy capacity thanks to its maturity in terms of technology and decreasing costs; wind power generation forecasts with high performance becomes very crucial to have not only the security of the electricity supply of the countries all around the world but also prevent energy imbalance penalties for the wind farm owners. Besides, this study shows that a better performance than the downscaling processes of the numerical weather prediction models do can be achieved in shorter periods with machine learning algorithms. Thus; this study also highlights that the coupling of machine learning algorithms with the numerical weather prediction models can play an effective role in the future in terms of atmospheric sciences. Consequently; this work provides basically not only increasing the accuracy of the wind power generation forecasts when it is compared with the numerical weather prediction models but also decreasing the computational expense by doing the downscaling process of numerical weather prediction models with gradient boosting machines.
DOI: 10.11583/dtu.13353062.v1
title: Greenland Ice Sheet mass balance (1992-2020) from calibrated radar altimetry

description: Supporting datasets for Simonsen et al. (2021): Greenland Ice Sheet mass balance (1992-2020) from calibrated radar altimetry, Geophysical Research Letters, https://doi.org/10.1029/2020GL091216<br>Data Set S1 - Radar-VMB for the Greenland ice sheet (1992-2020) for hydrological years (GrIS-RA-VMB-1992-2020.nc): Tabulated mass balance for the Greenland ice sheet and major basins. <br>Data Set S2 - Mapped radar-VMB for the Greenland ice sheet (1992-2020) asannual average (GrIS-Annual-RA-VMB-1992-2020.nc): Maps of annual averaged mass change. <br><br>
DOI: 10.6084/m9.figshare.13109813.v2
title: Characterizing measures for the assessment of cluster analysis and community detection

description: The materials of this dataset are used in: <br>- N. Arınık, V. Labatut and R. Figueiredo, "Characterizing measures for the assessment of cluster analysis and community detection", Modèles & Analyse des Réseaux : Approches Mathématiques & Informatiques (MARAMI), 2020, url: https://hal.archives-ouvertes.fr/hal-02993542/<br>- N. Arınık, V. Labatut and R. Figueiredo, "<em>Characterizing and Comparing External Measures for the Assessment of Cluster Analysis and Community Detection</em>", in <em>IEEE Access</em>, vol. 9, pp. 20255-20276, 2021, doi:https://doi.org/10.1109/ACCESS.2021.3054621.<br>This dataset contains:* `<i>figs.zip</i>` which contains the plot files<br>* `<i>data&results.zip</i>` which contains the necessary data to perform our analysis, as well as result files<br>
DOI: 10.6084/m9.figshare.13670038.v1
title: scMetabolism - pbmc_demo.rda

description: The demo datasets for scMetabolismThe demo data is the dataset of Peripheral Blood Mononuclear Cells (PBMC) from 10X Genomics open access dataset (~2,700 single cells, also used by Seurat tutorial).<br>
DOI: 10.6084/m9.figshare.23862975.v1
title: Investigating the impact of seawater intrusion on the operation cost of groundwater supply in island aquifers

description: This is the simulation code for modelling seawater intrusion in a 2D cross-section island aquifer using SEAWAT.
DOI: 10.6084/m9.figshare.25339078.v2
title: Raw data for "Release of stabilized iron associated with humic substances from marine sediments"

description: Raw data for "Release of stabilized iron associated with humic substances from marine sediments". Table 1 and Table 2 indicate the concentrations of dissolved manganese (Mn), iron (Fe), humic-like fluorescent dissolved organic matter (FDOM<sub>H</sub>), and dissolved oxygen (DO; measured by oxygen optode) in benthic chamber experiments. Table 3 and Table 4 represent the concentrations of dissolved Mn, Fe, and DO in porewater samples.
DOI: 10.6084/m9.figshare.28674497.v1
title: <b>Rapid battery health calibration across unseen dynamic charging conditions</b>

description: The dataset comprises 26 lithium-ion pouch cells (Li-Fun Technology, NCM811/graphite, 402035-type, nominal capacity 220 mAh at 3.0–4.3 V) tested under a designed dynamic-protocol-per-cell scheme, wherein each cell undergoes a predefined sequence of six distinct charging protocols.The batteries are organized into four groups:<b>Group-1</b> No. 1–17<b>Group-2</b> No. 18–20<b>Group-3</b> No. 21–23<b>Group-4</b> No. 24–26.Full details of the testing procedures are provided in the <b>Methods section</b>. A visual overview of the experimental workflow is presented in <b>Supplementary Figures 2–5</b>.<br><br><b>Note:</b> The testing of cell Group-1 No.2 was initially performed on 2024-01-23 but was not completed at that time. The experiment was subsequently resumed and finalized on 2024-06-24.
DOI: 10.6084/m9.figshare.28950866.v1
title: Dataset of Six Congenital Disorders Detected Through Newborn Screening in Northwest Mexico (2012–2023)

description: This dataset contains information on 3,458 newborns identified as suspected cases through the neonatal screening program at <i>Hospital de la Mujer</i> in Culiacán, Sinaloa, Mexico, between January 1, 2012, and December 31, 2023. It includes both demographic and clinical data related to mothers and newborns.<b>Maternal information</b> comprises age, number of births, geographic location, and gestational age.<br><b>Newborn data</b> includes date of birth, sex, birth weight, and birth length.<br><b>Newborn screening information</b> covers the date of blood sample collection, suspected congenital disorders, and confirmatory test results for the six conditions screened.<br><b>Congenital Disorders: </b>congenital hypothyroidism (CH), congenital adrenal hyperplasia (CAH), galactosemia (GALA), phenylketonuria (PKU), cystic fibrosis (CF), and glucose-6-phosphate dehydrogenase deficiency (G6PDd).<br>The authors kindly ask that proper credit be given in future uses or publications that utilize this dataset.
DOI: 10.6084/m9.figshare.27183336.v1
title: VCF file for parentals and hybrids

description: VCF file of 21,031 SNPs variants called for 31 individuals of <i>Epidendrum fulgens</i>, <i>E. puniceoluteum,</i> and their natural hybrids.
DOI: 10.6084/m9.figshare.27961002.v1
title: Zebra Finch Behavioral Discrimination of Conspecific Song in Noise

description: These data are from a study of the effects of the early social-acoustical environment on the ability of zebra finches to discriminate songs from other individuals in a background of colony noise. The data files include the stimuli used in the study and the operant trial logs for subjects during training and testing phases of the experiment.
DOI: 10.17632/kj443jc4yc
title: Acoustic Therapies for Tinnitus Treatment: An EEG Database

description: Tecnologico de Monterrey
School of Engineering and Sciences
Neuroengineering and Neuroacoustics Research Group 

Context: Refractory and chronic tinnitus is a disease where the affected patient tends to feel phantom sounds in a bilateral or unilateral way. This uncontrolled buzz affects the quality life of patients in both directions: personal and professional. It does not exist yet a cure towards this condition; however, different types of treatment have been tested. In this research, five different acoustic therapies were tested in order to determine how effective this sound-based treatment is to reduce the tinnitus perception.

Objective: To determine the effectiveness of five different therapies: (1) relaxing music as placebo, (2) tinnitus retraining therapy (TRT), (3) therapy for enriched acoustic environment (TEAE), (4) binaural beats therapy (TBB), and (5) auditory discrimination therapy (ADT) for reducing the tinnitus perception in patients suffering from refractory and chronic tinnitus by analyzing their electroencephalographic (EEG) activity.

Main Outcome Measure: The main outcome measure in this research was the monitoring of EEG signals of each acoustic therapy in each patient at the beginning of the experiment, during the process of the experiment and at the end of the experiment in order to analyze the treatment effect on tinnitus. Additionally, perception, stress and anxiety levels were also monitored (note that this information is provided as an Excel-file). The whole process took 8 weeks to be completed in each case. 

Limitations: The bigger limitation beneath the research was the lack of a guarantee towards the correct application of the acoustic therapy, mainly because the recruited participants would receive the daily therapy session at their home places without any professional taking care of the proper usage. One way to intend a reduction of the risk towards a mistaken application of the acoustic therapy was to recruit patients with a commitment over the experiment. This selection of patients was developed thanks to a previous filtering process undertaken in the National Institute of Rehabilitation. Also, it is important to mention that the patients that became our participants must sign a compromise statement under the acceptance that they agree to be part of the analysis and program. Another limitation that became part of the experimental process was that in this case we had only used 17 out of the 19 electrodes of the 10/20 system, so the limitation was over the number of EEG channels. However, we consider that the estimation of EEG measures is still feasible and reliable invariably the number of electrodes.

Generalizability: As most of experimental studies, the present one consisted of a no random sample with a random assignment. Namely, the results of this study can be causal but not generalizable.

Funding: The present study attracted L’Oréal-UNESCO-CONACYT-AMC Organization as a sponsor on October 16th, 2017.
DOI: 10.17632/vfw2vhx22f
title: Perceptions of Organizational Responsibility for Cybersecurity in Saudi Arabia: A Moderated Mediation Analysis

description: Data set was used for the study entitled "Perceptions of Organizational Responsibility for Cybersecurity in Saudi Arabia: A Moderated Mediation Analysis"