cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/rz8pctwrbv
title: Survey Data on European Consumers' Adoption Attitude Towards Electric Vehicles (EVs)

description: A survey data on European Consumers' adoption attitude towards electric vehicles (EVs), derived from an earlier research and its dataset posted under Mendeley Data under https://data.mendeley.com/datasets/85nz9k5tf5/4. Specifically, the new derived dataset in this repository is derived from “(6)_Transnational_EVsurvey_datavalues.csv” of the source data. 
The dataset consists of 69 predictor features and one binary target feature, which is Question 16 (Q16), which asks the adoption intention regarding EVs. The dataset is suitable for classification analysis, especially with continuization, as done in the research paper, yet can also be analyzed with association mining, as it contains many binary attributes. 
The Full Supplement also includes a presentation of the paper, the Orange *.ows model for classification and ranking analysis, and a Supplement document file that contains detailed Literature review.
DOI: 10.6084/m9.figshare.16832053.v1
title: Power-DATA.xlsx

description: The power in mW of the PV-TE hybrid system as a function of the temperature.
DOI: 10.17632/snwbkvg6tc
title: Ket River and tributaries hydrochemistry, CO2 concentration and landscape parameters

description: Primary data for the article
Lim, A.G., Krickov, I.V., Vorobyev, S.N., Korets, M.A., Kopysov, S.G., Shirokova, L.S., Karlsson, J., Pokrovsky, O.S., 2022. Carbon emission and export from Ket River, western Siberia. EGUsphere Prepr. https://doi.org/10.5194/egusphere-2022-485.
DOI: 10.6084/m9.figshare.22154939.v1
title: Packebush et al Data.zip

description: Data associated with Packebush et al. 2023
DOI: 10.6084/m9.figshare.22363012.v2
title: FractureAtlas

description: FractureAtlas is a musculoskeletal bone fracture dataset with annotations for deep learning tasks like classification, localization and segmentation. The dataset contains a total of 4,083 X-Ray images with annotation in COCO, VGG, YOLO and Pascal VOC format. By downloading the dataset users agree to the Data Usage Agreement (DUA) called PhysioNet Credentialed Health Data License 1.5.0. If the FractureAtlas dataset is used in your work, the authors must cite the original paper.
DOI: 10.6084/m9.figshare.28705133.v1
title: Data from paper "<b>Selectively vulnerable deep cortical layer 5/6 fast-spiking interneurons in Alzheimer’s Disease models </b><b><i>in vivo</i></b>", Papanikolaou et al., Neuron 2025.

description: Source data for quantitative comparisons from paper "<b>Selectively vulnerable deep cortical layer 5/6 fast-spiking interneurons in Alzheimer’s Disease models </b><b><i>in vivo</i></b>", Papanikolaou et al., Neuron 2025.<br>MATLAB and R code to reproduce quantitative comparisons is available at GitHub (https://github.com/amaliapapa/deep-layer-AD) and Zenodo (https://doi.org/10.5281/zenodo.15119098).<br><b>Paper Summary:</b>Alzheimer’s disease (AD) is initiated by amyloid-beta (Aβ) accumulation in neocortex; however, the cortical layers and neuronal cell types first susceptible to Aβ remain unknown. Using <i>in vivo</i> two-photon Ca<sup>2+</sup>-imaging in the visual cortex of AD mouse models, we found that cortical layer 5 neurons displayed abnormally prolonged Ca<sup>2+</sup>-transients before substantial plaque formation. Neuropixels recordings revealed that these abnormal transients were associated with reduced spiking and impaired visual tuning of parvalbumin (PV)-positive fast-spiking interneurons (FSIs) in layers 5/6, whereas PV-FSIs in superficial layers remained unaffected. These dysfunctions occurred alongside a deep layer-specific reduction in neuronal pentraxin 2 (NPTX2) within excitatory neurons, decreased GluA4 in PV-FSIs, and fewer excitatory synapses onto PV-FSIs. Notably, NPTX2 overexpression increased excitatory input onto layers 5/6 PV-FSIs and rectified their spiking activity. Thus, our findings reveal an early, selective impairment of deep cortical layers 5/6 in AD models and identify deep layer PV-FSIs as therapeutic targets.
DOI: 10.6084/m9.figshare.5362627.v2
title: Benchmark datasets for bilateral lower limb neuromechanical signals from wearable sensors during unassisted locomotion in able-bodied individuals

description: This dataset, the <b>EN</b>cyclopedia of <b>A</b>ble-bodied <b>B</b>ilateral <b>L</b>ower <b>L</b>imb <b>L</b>ocomotor <b>S</b>ignals <b>(ENABL3S)</b>,<b> </b>represents a benchmark for lower limb neuromechanical signals recorded using wearable sensors from 10 able-bodied individuals during unassisted locomotion. In addition to sitting and standing, subjects freely transitioned between level ground walking, ramp ascent/descent, and stair ascent/descent at their self-selected speed. Subjects were bilaterally instrumented with surface electromyography (EMG) from seven lower limb muscles, goniometers at the knee and ankle, and inertial measurement units (IMU) at the shank, thigh. An additional IMU was worn around the waist. Features commonly used in lower limb intent recognition for prosthesis control have been extracted from windows near heel contact and toe off gait events.<br>If you use this dataset, please cite as:Hu, B., Rouse, E. and Hargrove, L. (2018). Benchmark Datasets for Bilateral Lower-Limb Neuromechanical Signals from Wearable Sensors during Unassisted Locomotion in Able-Bodied Individuals. Frontiers in Robotics and AI 5:14.
DOI: 10.6084/m9.figshare.13113893.v1
title: Data set 1 - Proteome set description

description: <b>- proteomes-73.csv</b>: Table describing taxonomically the 73 organisms used for the orthology inference and links for download.<br><br><b>- sampling_OF73</b>.<b>html</b>: interactive taxonomic visualization generated using Krona [https://bmcbioinformatics.biomedcentral.com/articles/10.1186/1471-2105-12-385].<br>
DOI: 10.6084/m9.figshare.23074844.v1
title: Aboveground, belowground, and total primary productivity of a temperate steppe

description: Aboveground, belowground, and total primary productivity across N addition gradient in a temperate steppe during 2016-2020
DOI: 10.6084/m9.figshare.27932022.v3
title: Supplementary Dataset for "Predicting dissolved black carbon concentration from chromophoric dissolved organic matter absorption along the land-ocean continuum: machine learning versus linear regression"

description: This dataset contains the dissolved black carbon and UV-Vis light absorption data at 254 nm and 260-600 nm of 608 samples. The sample types covered the land-to-ocean continuum, including reservoirs, rivers, estuaries, porewater, coastal seas and open ocean.
DOI: 10.6084/m9.figshare.963513.v1
title: A new fossil megamouth shark (Lamniformes, Megachasmidae) from the Oligocene-Miocene of the western United States

description: ABSTRACTThe extant megamouth shark, <i>Megachasma pelagios</i> (Lamniformes: Megachasmidae), is a large filter-feeding fish. We here describe a new species of <i>Megachasma</i>, <i>M. applegatei</i>, sp. nov., a putative sister species of the extant <i>M. pelagios</i>, based on isolated teeth from late Oligocene–early Miocene (late Chattian–Aquitanian) marine deposits in California and Oregon, U.S.A. Although showing a megachasmid tooth design, teeth of <i>M. applegatei</i>, sp. nov., exhibit a wide morphological range and are reminiscent to those of odontaspidid sharks with strong heterodonty. <i>Megachasma applegatei</i>, sp. nov., could have commonly measured approximately 6 m in total length and likely had a wide range of diet, possibly including small fishes and planktonic invertebrates. The fossil record indicates that either <i>M. applegatei</i>, sp. nov., was broadly adapted to a wide bathymetric tolerance or was a nektopelagic feeder over both deep and shallow water habitats. SUPPLEMENTAL DATA—Supplemental materials are available for this article for free at http://www.tandfonline.com/UJVP.
DOI: 10.17632/scbsvjgk35
title: Tick-borne pathogens interactions enhance transmission in cattle and ticks in Ogun, Nigeria

description: The study was conducted in Ogun state, in Southwest Nigeria between March and September 2013. Ticks were collected during the wet season when tick populations are known to be abundant and all species of ticks are likely to be present (Bayer et al., 1984; Walker et al., 2003). The study involved 21 different herds of cattle from eight Local Government Areas covering all agroecological zones of Ogun State, Nigeria (Figure 1). Additionally, ten grazing routes used by cattle in the State were covered by the study. Farms were selected randomly using the snowballing approach as described by Parker et al. (2019), where one farmer provided a link to another for the sampling.

Inclusion criteria and ethical consideration

The inclusion criteria for animals in this study were limited to those with ticks on their bodies, irrespective of age, or sex. Although these data were not considered for the selection of the animals, they were noted. For a subsequent analysis, it was considered that enrolled animals belonged to eleven cattle breeds: Dageri, Jali, Muturu, N’dama, Red Bororo (RB),** RB cross, RB-WF cross, Segiri, Sokoto Gudali, **White Fulani (WF) and WF-N’dama cross. Consent from the owners was obtained before recruiting the animals for sampling. Approval for the study was obtained from the University of Ibadan Animal Care and Use Research Ethics Committee (UI-ACUREC).

Spatial data collection

Geographical coordinates of the farm herds and grazing routes were recorded using GPS equipment (Garmin® eTrex 10 Outdoor Handheld GPS Unit Made in USA). The coordinates were instrumental in the construction of the maps depicting the distribution of identified ticks in the sampled areas, utilizing ArcGIS as described by Ekpo et al. (2008). For the analysis of the spatial distribution of tick species in the study region, spatial collected data from previous studies were also included (Adedayo et al., 2018).
DOI: 10.6084/m9.figshare.12284084.v2
title: Experimental Data and Code

description: Experimental Data and Code: Data is the neurophysiological biomarkers calculated on the human EEG recordings (Resting state, EOR/ECR, Zolpidem and ASD groups). Code produces the figures in the paper.<br>
DOI: 10.6084/m9.figshare.14658759.v2
title: Data for the manuscript "Digital rock reconstruction with user-defined properties using conditional generative adversarial networks"

description: This zipped file contains the training data and results data of three experiments in the manuscript "Digital rock reconstruction with user-defined properties using conditional generative adversarial networks".
DOI: 10.6084/m9.figshare.18865721.v1
title: Datasets

description: The data for modeling
DOI: 10.6084/m9.figshare.23923296.v1
title: Raw data .zip

description: The dataset comprises the entirety of raw data derived from the experiment carried out within the research project titled "Temperature-dependent modulation of odor-dependent behavior in three drosophilid fly species of varying thermal preferences," slated for publication in Communication Biology.
DOI: 10.6084/m9.figshare.4902923.v1
title: TARA-NON-REDUNDANT-MAGs

description: FASTA files for 957 non-redundant MAGs recovered from TARA Oceans metagenomes.
DOI: 10.17632/6jrcjgvfsr
title: Wu-supdat

description: Geochemistry samples and data
DOI: 10.5522/04/28024010.v1
title: Skin Tones Medical Education - Kesavan

description: <b>Raw data for study "</b><b>Mitigating racial disparities in healthcare : The critical need for representation of diverse skin tones in UK medical education</b><b>" by Saujanya Kesavan</b><br><b>Background</b>Racial disparities in healthcare diagnostics are a persistent challenge, particularly in the field of dermatology, where people of colour (POC) may experience delayed diagnosis or misdiagnosis due to challenges of physicians being unable to identify the unique symptoms and presentations. Medical education contributes to these health disparities as a lack of teaching on various skin tones reduces diagnostic confidence and accuracy in identifying unique symptoms on POC.<b>Methods</b>To address this in the UK context, two investigations were conducted by myself at the University College of London (UCL): a focus group study and an evaluation of some dermatology resources from the UCL Medical School’s (ULCMS) Y5 MBBS dermatology curriculum to assess the representation of teaching of skin tones in a UK Medical school and its impact on medical students’ confidence.<b>Results</b>Chi-squared<b> </b>results<b> </b>from the quantitative analysis of the curriculum reveal a general underrepresentation of various skin tones in educational resources, although there has been a gradual improvement over time. Focus Group Study findings indicate that incorporating a variety of skin tones into examinable materials may enhance learning outcomes. Additionally, the evaluation of the curriculum highlights a better representation of various skin tones in examinable resources like “GP Workshop station” materials, indicating awareness of the issue within UCLMS.<b>Conclusion</b>Whilst progress is being made, further efforts are necessary to ensure comprehensive exposure to various skin tones in medical education, ultimately as a step to mitigating racial disparities in healthcare diagnostics effectively.
DOI: 10.6084/m9.figshare.21896850.v1
title: Supplementary Material for: Peri-Insular hemispherotomy: A systematic review and institutional experience

description: Purpose: Peri-insular hemispherotomy (PIH) is a hemispheric separation technique under the broader hemispherotomy group, a surgical treatment for patients with intractable epilepsy. Hemispherotomy techniques such as the PIH, vertical parasagittal hemispherotomy (VPH), and modified-lateral hemispherotomy are commonly assessed together, despite significant differences in anatomical approach and patient selection. We aim to describe patient selection, outcomes, and complications of PIH in its own right. Methods: A systematic review of the literature, in accordance with the Preferred Reporting Items of Systematic Reviews and Meta-Analyses (PRISMA) guidelines was conducted, with searches of the PUBMED and EMBASE databases. A local series including patients receiving PIH and followed-up at the Queensland Children’s Hospital between 2014 – 2020 was included. Results: Systematic review of the literature identified 393 patients from 13 eligible studies. Engel Class I outcomes occurred in 82.4% of patients, while 8.6% developed post-operative hydrocephalus. Hydrocephalus was most common in the youngest patient cohorts. Developmental pathology was present in 114 (40.8%) patients, who had fewer Engel I outcomes compared to those with acquired pathology (69.1% versus 83.7%, p = 0.0167). The local series included 13 patients, 11/13 (84.6%) had Engel Class I seizure outcomes. Post-operative hydrocephalus occurred in 2 patients (15.4%), and 10/13 (76.9%) patients had worsened neurological deficit. Conclusion: PIH delivers Engel I outcomes for over 4 in 5 patients selected for this procedure, greater than described in combined hemispherectomy analyses. It is an effective technique in patients with developmental and acquired pathologies, despite general preference of VPH in this patient group. Finally, very young patients may have significant seizure and cognitive benefits from PIH, however hydrocephalus is most common in this group warranting careful risk-benefit assessment. This review delivers a dedicated PIH outcomes analysis to inform clinical and patient decision making.
DOI: 10.6084/m9.figshare.28726712.v1
title: Cross-et-al-2025_TransientWeakening_Supplement

description: Supplementary materials for Cross et al. (2025, Nature Geoscience):DataS1_mechanicalData.zip - contains the stress, strain, volume proportion data for each experimental run, saved as a comma-separated variable (CSV) fileCodeS1_slabModel.zip - contains the Matlab code used to calculate transformation and deformation rates in downgoing slabsVideos S1–S14 - MPEG-4 videos of each experimental run (X-ray radiographs, X-ray diffraction spectra, pressure, stress, strain)<br>
DOI: 10.6084/m9.figshare.8980439.v2
title: Catharus thrushes UCE study

description: 1) Reference fasta (based on two Hylocichla); <br><br>2) analyzed vcf file for three-species migratory clade; <br><br>3) individual UCE sequences used in systematics analyses (phylip formatted).
DOI: 10.17632/x5mg8ncmcb
title: “You need to have this information!”: Using videos to increase demand for accountability on public revenue management (Data and replication instructions)

description: DOI of article: 10.1016/j.worlddev.2024.106813 

The analysis for this article was performed in STATA/MP 18.0. 
The replication instructions include all code needed to reproduce the regression results and figures presented in the main text of the article and the appendices.
DOI: 10.6084/m9.figshare.14151854.v4
title: RAIG COVID19 compiled dataset.zip

description: Chest X-ray images were selected from a database of chest X-ray images for COVID-19 positive cases along with normal and viral pneumonia images which were collated by researchers from Qatar University and the University of Dhaka along with collaborators from Pakistan and Malaysia and some medical doctors. In their current release, there are 219 COVID-19 positive images, 1341 normal images and 1345 viral pneumonia images (Chowdhury et al., 2020). To ensure multiple representations, the dataset of chest X-ray images for both COVID-19 and normal cases were also selected from Mendeley dataset repository (El-Shafai, 2020) which contains 5500 Non-COVID X-ray images and 4044 COVID-19 X-ray images. This study, therefore, adopted these multi source datasets. Due to limited computing resources, in this study, 1,300 images were selected from each category. That is, 1,300 images of COVID-19 positive cases, 1,300 Normal images and 1,300 images of viral pneumonia cases, totaling 3,900 images in all. It is noted here that further descriptions of the datasets were not provided by the authors of the sources of the datasets.<br>El-Shafai, Walid; Abd El-Samie, Fathi (2020), “Extensive COVID-19 X-Ray and CT Chest Images Dataset”, Mendeley Data, V3, doi: 10.17632/8h65ywd2jr.3<br>Chowdhury, M. E., Rahman, T., Khandakar, A., Mazhar, R., Kadir, M. A., Mahbub, Z. B., . . . Reaz, M. B. (2020, March 29). Can AI help in screening Viral and COVID-19 pneumonia? Retrieved from https://arxiv.org/abs/2003.13145; https://www.kaggle.com/tawsifurrahman/covid19-radiography-database
DOI: 10.17632/c9v8ss7dww
title: Karnataka dataset

description: In the manuscript we examined multiple isotopic tracers (δ30Si, 87Sr/86Sr, δ18O and δ2H) in groundwater and surface water from two contrasting watersheds: forested (Mule Hole) and agricultural (Berambadi). Our results indicate that Si isotopic signatures of weathering, adsorption, and plant uptake occurring in the shallow soil and saprolite horizons are partly overprinted and homogenized by the regolith weathering in the deep critical zone, irrespective of land use and seasonality. The addition of our dataset increases the global groundwater δ30Si average from 0.49±0.9‰ (1SD, n=66) to 0.76±0.8‰ (1SD, n=117), emphasizing groundwater heterogeneity and its relevance in continental Si biogeochemical cycling. We conclude that silicon cycling in soil porewaters, and surface waters are directly impacted by land use, while the isotopic composition of groundwater remains unaffected. Our results indicate that Si isotopic signatures of weathering, adsorption, and plant uptake occurring in the shallow soil and saprolite horizons are partly overprinted and homogenized by the regolith weathering in the deep critical zone, irrespective of land use and seasonality.
DOI: 10.17632/d5c6rvx9gx
title: Effect of High-fat Diet on the Fatty Acid Profiles of Brain in Weaning and Adult Offspring Mice Exposed to Maternal Gestational Diabetes Mellitus

description: The raw data of figures and western blot.
DOI: 10.17632/jmb8cr5ypg
title: 'ULUSAL YETERLİLİK SİSTEMİNİN İNŞAAT SEKTÖRÜNDE İSTİHDAMA OLAN FARKINDALIĞININ İNCELENMESİ: ANTALYA ÖRNEĞİ' BAŞLIKLI ÇALIŞMAYA AİT VERİLER

description: Mühendis, İşveren ve İşçi anketleri ile bu anketlere ait veriler
DOI: 10.6084/m9.figshare.28130231.v1
title: <b>Phylogenomics of</b><b> Angiosperms </b><b>Based</b><b> on Mitochondrial </b><b>Genes</b>

description: We have provided all the data for this study, including single CDS alignmented sequence, two concatenation matrixs in my studious for phylogentic analysis by Maximum-likelihood method, and Phylogenetic analyses across the two datasets and methods.
DOI: 10.6084/m9.figshare.5110762.v4
title: Olea europaea chorology

description: Distribution map of Olive tree (<i>Olea europaea</i>)<br><br>These maps were produced by combining numerous and heterogeneous data collected from atlas monographs providing complete species distribution maps, from national to regional atlases, occurrence geo-databases, scientific and grey literature.<br>The maps were created using ESRI shapefiles (*.shp, *.shx, *.dbf, *.prj files) archived in the ZIP file. Species range is mapped with polygon features (name suffix "plg"), which define continuous areas of occupancy of the species, and with point features (name suffix "pnt"), which identify more fragmented and isolated populations. If synanthropic occurrences are reported outside the species natural range, additional point and/or polygon shapefiles are also present (suffix "syn"). <br>Polygon borders delimiting species ranges are generalized across the mainland and sea boundaries. This offers the possibility to mask sea areas or to clip and extract the terrestrial range parts using GIS data layers of the users' choice. An additional version of polygon ranges are clipped with a coastline (name suffix "clip"), which have been derived from Natural Earth dataset "Admin 0 - Countries" 1:50M version 4.1.0 (https://www.naturalearthdata.com). <br><br>Please cite as:<br>Caudullo, G., Welk, E., San-Miguel-Ayanz, J., 2017. Chorological maps for the main European woody species. Data in Brief 12, 662-666. DOI: doi.org/10.1016/j.dib.2017.05.007 <br><br>Additional information and used references are on 'supplementary materials' document:<br>https://doi.org/10.6084/m9.figshare.5091901<br><br>Chorological maps are part of the "European Atlas of Forest Tree Species" project:<br>https://w3id.org/mtv/FISE-Comm/v01
DOI: 10.17632/bxzy8562gg
title: Data for: Online process monitoring of a batch distillation by medium field NMR spectroscopy

description: Raw experimental data sets of residue curves, boiling curves and high-boiling azeotropes investigated in this work.
DOI: 10.17632/pwgdfd88cy
title: Meta-analytic evidence of differential prefrontal and early sensory cortex activity during non-social sensory perception in autism
DOI: 10.6084/m9.figshare.19178426.v1
title: Willis Research Network Global Tropical Cyclone Footprint Dataset

description: This parent tar file contains the entire dataset. It is broken down into 17 global regions, each in its own gzipped tar file. Please see the description of the Collection for details of the dataset.
DOI: 10.6084/m9.figshare.19808084.v1
title: Additional file 1 of Relationship between smoking, narcissism, and impulsiveness among young women

description: Additional file 1. 120 participants [39 smokers aged 18–35 (M-27.4, SD = 5.59)] and control [81 non-smokers age ranged 18–35 (M = 28.9, SD = 5.68). The Data includes results of Barratt Impulsiveness Scale-Eleven Edition (BIS-11) and narcissistic personality inventory (NPI).