cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.12619016.v3
title: Dataset of internal migration among researchers between states in Mexico over 1996-2018

description: This dataset contains one of the main outputs of a study of internal migration among researchers in Mexico inferred from the affiliation addresses of Scopus publications from 1996-2018. Scopus data is owned and maintained by Elsevier.<br>This dataset is provided under a CC BY-NC-SA Creative Commons v 4.0 license (Attribution-NonCommercial-ShareAlike). This means that other individuals may remix, tweak, and build upon these data non-commercially, as long as they provide citations to this data repository (10.6084/m9.figshare.12619016) and the reference articles listed below, and license the new creations under the identical terms. <br>For more details about the study, please refer toMiranda-González, Andrea, Samin Aref, Tom Theile, and Emilio Zagheni. "Scholarly migration within Mexico: Analyzing internal migration among researchers using Scopus longitudinal bibliometric data." <i>EPJ Data Science </i>(2020). https://doi.org/10.1140/epjds/s13688-020-00252-9<br>The dataset is provided in a comma-separated values file (.csv file) and each row represents one movement of one researcher-active scholar from a state (source) to another state (target) in Mexico in a specific year (move_year). <br>The data can be used to produce internal migration flows for the states or possibly other migration estimates. It can also be used as an edge-list for creating a network model of migration events between states (states being the nodes of the network and each movement being represented as a directed edge from source to target).<br>A zip file of annual networks (directed and weighted) in gml format is also provided.
DOI: 10.6084/m9.figshare.5931178.v1
title: Ototoxicity of hydrocarbons present in gasoline: a literature review

description: ABSTRACT Purpose: to investigate the toxicity effects of major hydrocarbons present in gasoline on the auditory system and the related mechanisms of action. Methods: a literature review between 2005 and 2015 was conducted using LILACS, MEDLINE and SciELO, by combining descriptors and their respective terms in Portuguese, English and Spanish. Results: studies performed in humans and animals with hearing impairment, confirmed by morphological tests in rats, the influence of factors such as dose, duration, species and type of stimulus in hearing loss, and ineffective protection of workers by the threshold levels of exposure in the mixture of the compounds, were chosen. Conclusion: toluene is regarded as an ototoxic compound that damages outer hair cells in the middle region of the cochlea, with evidence of interaction with noise. Ethylbenzene and xylenes can be considered potentially ototoxic based on the results of animal studies. No sufficient data were found on benzene to form a conclusion.
DOI: 10.6084/m9.figshare.21350547.v1
title: JDS.2022-22552_Figueiredo_Supplemental_Table_S4.xlsx

description: List of metabolites identified by gas chromatography time-of-flight mass spectrometry (GC-TOF-MS) in uterine lavage samples collected on d 0 that were associated with metritis based on partial least squares - discriminant analysis with variance importance projection score &gt; 1. VIP = Variance importance projection score.
DOI: 10.17632/b8dw3w868h
title: OpenWeather AQ Dataset

description: This data downloaded from Open Weather's website shows samples of the dataset used for training an AI model for AQ prediction in Newport
DOI: 10.17632/cp6p77cp9x
title: Microseismic data

description: This is the data set and label set of microseismic monitoring, including forward modeling seismic signals and measured microseismic data.
DOI: 10.6084/m9.figshare.27440652.v1
title: Dielectric Function of Semiconductors and Insulators under the Independent Particle Approximation

description: This dataset contains the frequency dependent dielectric function of 9915 semiconductors and insulators calculated using Quantum Espresso and YAMBO under the Independent Particle Approximation. For details, especially the selection of materials and calculation parameters, see [1] .database_100 contains the spectra calculated using a broadening of 100 meV, database_300 contains the spectra calculated using a broadening of 300 meV.Each .json contains a ComputedStructureEntry from pymatgen, for details on how to load them check the pymatgen documentation or the code in https://doi.org/10.5281/zenodo.14066644.The parameters field contains the following parameters (for the remaining parameters, see the documentation of the Alexandria database (https://alexandria.icams.rub.de/)):pw_conv_k: The converged kppa density in inverse Angstrom for the ground-state calculationpw_conv_cutoff: The converged plane-wave cutoff in Rydberg for the ground-state calculationipa_eps_kppa: The converged kppa density in inverse Angstrom for the IPA calculationipa_nbands: The number of bands used in the IPA calculationipa_broad: The broadening in meV used for the IPA calculationThe data field contains the following parameters:ipa_epsI_0: The xx-component of the imaginary part of the dielectric function, starting from 0 eV sampled in 10 meV stepsipa_epsR_0: The xx-component of the real part of the dielectric function, starting from 0 eV sampled in 10 meV stepsipa_direct_gap: The direct gap in eV as obtained on the fine grid used for the IPA calculationipa_indirect_gap: The indirect gap in eV as obtained on the fine grid used for the IPA calculationipa_similarity: The SC between the final and the penultimate step of the k-grid convergence for the dielectric function (only for database_100). For more details, see [1].Optionally, ipa_epsI_1, ipa_epsR_1, ipa_epsI_2, ipa_epsR_2: The yy/zz-component of the imaginary/real part of the dielectric function, starting from 0 eV sampled in 10 meV steps. Only present if they differ from ipa_epsI_0 or ipa_epsR_0 due to lack of symmetry[1]: M. Grunert, M. Großmann and E. Runge, <b>Deep learning of spectra: Predicting the dielectric function of semiconductors</b>, <i>Phys. Rev. Materials</i> (2024)
DOI: 10.6084/m9.figshare.7086791.v2
title: Walking trials (2x, C3D)

description: C3D file for the first walking trial
DOI: 10.17632/j8rpy4dc6c
title: Data for "Anterior forebrain pathway in parrots is necessary for producing learned vocalizations with individual signatures"

description: This is the dataset for our paper titled "Anterior forebrain pathway in parrots is necessary for producing learned vocalizations with individual signatures". 
Data is in Matlab .mat struct array format, including the raw audio signals. 
Data for reproducing Figure 2 is in the ColonyNoiseCalls subfolder. 
Data for reproducing Figure 3-5 is in the acoustiSAT_MAO.mat file.
DOI: 10.6084/m9.figshare.27175752.v2
title: ESG KRX Data used in mediation analysis

description: This dataset provides information on the mediating role of sales in the relationship between envresp-FP in Korean firms.
DOI: 10.6084/m9.figshare.28941788.v1
title: Stakeholder relationships management

description: The research studied stakeholder relationships management as a firm capability for achieving sustainable performance
DOI: 10.6084/m9.figshare.25897534.v1
title: Untitled Item

description: BAM files and associated inputs used to generate data shown in Figure 7 of NAGATA manuscript. Outputs from NAGATA are also included
DOI: 10.6084/m9.figshare.6881609.v1
title: Experimental Data

description: The data required for generating the results published are found here.<br>
DOI: 10.17632/8dt5ykyfzg
title: (Dataset) Ergonomics and telework

description: Dataset containing data related to Ergonomics and teleworking.
DOI: 10.6084/m9.figshare.16688905.v1
title: LMDB data –– Tape Input Files

description: Train/valid/test data from tape
DOI: 10.6084/m9.figshare.16856269.v1
title: Supplementary Material for: LRP1B Expression as a Putative Predictor of Response to Pegylated Liposomal Doxorubicin Treatment in Ovarian Cancer

description: <b><i>Background:</i></b> Pegylated liposomal doxorubicin (PLD) is among the most active therapies for recurrent/progressive ovarian cancer (OC). Low-density lipoprotein receptor-related protein 1B (LRP1B) is one of the 10 most significantly deleted genes in human cancers. It mediates endocytosis of several factors from the cellular environment including liposomes. Although the LRP1B role in cancer has not been fully disclosed, its contribution to resistance to liposomal therapies has been hypothesized. This study aimed to evaluate the impact of LRP1B protein as a possible marker of response to PLD in patients with OC. <b><i>Methods:</i></b> LRP1B expression and response to PLD were analyzed in OC cell lines by qRT-PCR and PrestoBlue viability assay, respectively. LRP1B protein expression was evaluated for the first time, in tumor samples from PLD-treated patients and controls (other chemotherapies) by immunohistochemistry. Association of LRP1B staining score (determined based on intensity and percentage of positively stained cells) with clinicopathological features, response to therapy and survival outcomes was evaluated. <b><i>Results:</i></b> OC cells with increased expression of LRP1B were more sensitive to PLD. LRP1B staining score was associated with clinicopathological features, response to therapy, and survival outcomes. Higher LRP1B levels were associated with prolonged progression-free survival. This association was more evident in patients treated with PLD and in responders to PLD. <b><i>Conclusion:</i></b> Our results support a possible role of LRP1B as a predictor of response to PLD in patients with OC.
DOI: 10.6084/m9.figshare.22212127.v1
title: Data_FFioroni_et_al_2023a.xlsx

description: In this research we evaluated the influence of: soil origin (native forest/pine plantation), type of culture (mono-specific/mixed), and application of a commercial ectomycorrhizal inoculant, over morphological measure-ments; shoot and root biomass; ectomycorrhizas, arbuscular mycorrhizas, and root endophytic fungi abundance; and ectomicorrhizal diversity of Nothofagus obliqua and Pinus ponderosa seedlings in a greenhouse experiment.
DOI: 10.6084/m9.figshare.28920980.v4
title: A corpus of publicly available comments to CNBC’s YouTube video titled “Wired: AI startup Perplexity is ‘BS machine’"

description: A corpus of 472 comments collected on October 21, 2024 (three months post-publication) from CNBC’s YouTube video titled “Wired: AI startup Perplexity is ‘BS machine’,” originally posted on June 21, 2024.
DOI: 10.6084/m9.figshare.5592631.v2
title: AI vs Dermatologist Test PDF Docoment

description: We created a test .pdf file by combining 25 images of each malignancy and 20 images of each benign conditions.<br>Original resolution of images were extracted from the Asan test dataset and the Edinburgh Dermofit library, and doPDF (http://www.dopdf.com) was used with high resolution mode to create the test pdf. <br>The filenames of the selected images from the Edinburgh dataset was listed in list_edin.txt. (The Edinburgh dataset is a commercial library)<br>https://licensing.edinburgh-innovations.ed.ac.uk/item.php?item=dermofit-image-library<br>
DOI: 10.6084/m9.figshare.8131082.v1
title: Mesorhizobium prokka genome annotations

description: General feature format (gff) files generated by prokka genome annotation software (version 1.3) of draft and single-scaffold genomes of bacteria from the genus Mesorhizobium, isolated from chickpea root nodules.
DOI: 10.6084/m9.figshare.9890531.v1
title: HydroATLAS version 1.0

description: This is the HydroATLAS dataset, version 1.0, which is fully described in Linke et al. 2019 (see DOI-link in References below).<br><br><b>In this Figshare repository, there are 4 zipped data files (each &gt;2GB in size) containing all global data in 2 formats:</b>1. BasinATLAS_Data_v10.gdb.zip (sub-basin polygons, levels 1-12, in geodatabase format)<br>2. BasinATLAS_Data_v10_shp.zip (sub-basin polygons, levels 1-12, in shapefile format)3. RiverATLAS_Data_v10.gdb.zip (river reach lines in geodatabase format)4. RiverATLAS_Data_v10_shp.zip (river reach lines in shapefile format)<br><b>There are also 3 PDF files that provide technical specifications:</b>1. HydroATLAS_TechDoc_v10.pdf (technical documentation)2. BasinATLAS_Catalog_v10.pdf (catalog file listing all sub-basin attributes)<br>3. RiverATLAS_Catalog_v10.pdf (catalog file listing all river reach attributes)
DOI: 10.17632/hrjpz2t6h7
title: Effect of management system and dietary seasonal variability on environmental efficiency and human net food supply of mountain dairy farming systems-Supplement Material

description: Although mountain dairy cattle farming systems are pivotal for the economy, as well as on social- and environmental aspects, significantly contributing to the rural development which is currently strongly prioritized in the common EU agricultural policy, they are also increasingly criticised for having relatively high environmental impacts per kg of product, such as the production of greenhouse gas emissions. Consequently, the aim of this study was to assess and compare the environmental efficiency of two common alpine dairy farming systems, with focus on the effects of grazing, considering the seasonal variability in feeding at individual cow level and farm management over a three-year period. This study focuses on alpine farming systems but can be considered to represent well other topographically disadvantaged mountain areas. An intensively managed and globally dominating production system (high-input), aiming at high milk yield through relatively intensive feeding and the use of the high-yielding dual-purpose Simmental cattle, permanently confined in stables, was compared to a forage-based production system (low-input), based on seasonal grazing and the use of the autochthonous dual-purpose breed Tyrolean Grey. For the present analysis, a dataset with information on feed intake and diet composition as well as animal productivity at individual cow level, and farm management data based on multiyear data recording was used. Four impact categories were quantified for three consecutive years: Global Warming Potential (GWP), Acidification Potential (AP), Marine Eutrophication Potential (MEP), and Land Use (LU, m2yr and Pt, with the latter additionally considering the Soil Quality Index). Besides being attributed to 1 kg of fat and protein corrected milk (FPCM), these impact categories were also related to 1 m2 of on-farm area. Due to limited agronomic options beyond forage production and pasture use in alpine regions, net provision of protein was calculated for both farming systems to assess food supply and quantify the respective food-feed competition. Overall, the low-input farming system had greater environmental efficiency in terms of MEP per kg FPCM, as well as MEP and AP per m2 than the high-input system. LU was found to be consistently higher for the high-input than for the low-input system, the GWP per kg of FPCM was lower for the high-input system. Additionally, pasture access had a significant effect on the reduction of environmental impacts. Lastly, the net protein provision was negative for the high-input system and marginally positive for the low-input system, indicating a lower food-feed competition for the latter.
DOI: 10.17632/htk59pp5wx
title: Run-to-failure vibration dataset of self-aligning double-row ball bearings - PART 1

description: Data sourced from actual operational systems constitutes a pivotal asset for scholarly investigations in the domain of machine diagnostics and prognostics. The exigency for such data has witnessed a notable surge in recent times, primarily propelled by the burgeoning interest in prognostic methodologies and the advancement of artificial intelligence (AI) technologies tailored for predictive maintenance applications. When harnessed for fault detection and prognostic endeavors, data must inherently possess the capacity to furnish insights into the degradation phenomena inherent to machinery. Moreover, a fundamental aim of prognostics entails the anticipation of the remaining useful life (RUL), a task necessitating substantial datasets for the application of data-driven techniques or the validation of physics-based models.

Bearings, being subjected to a diverse spectrum of loads and fatigue stresses, carry the potential for catastrophic failure, thereby impacting the operational integrity of entire machinery systems or industrial plants. 

The Department of Engineering at the University of Ferrara has undertaken an extensive experimental campaign aimed at documenting the temporal evolution of vibration signals over the lifecycle of self-aligning double row rolling element bearings. Six accelerated run-to-failure trials were conducted, during which acceleration signals were continuously captured utilizing a uniaxial accelerometer. Concurrently, a radial load was imposed on the bearing housing and regulated via a load cell. Ensuring consistency, the shaft speed was maintained at a constant level, facilitated by an electric motor actuated by an inverter.

The resultant dataset encapsulates acceleration signals along the radial axis spanning the entirety of the experimental tests, thereby offering a valuable resource for both scholarly inquiry and industrial applications alike.

This dataset provides the Part 1 of data collected during the experimental campaign.
Data is provided in .mat format and each file contains two variables: the acceleration signal in radial direction and the sampling frequency.
DOI: 10.6084/m9.figshare.14778750.v1
title: Brain MRI Dataset

description: This dataset was curated in collaboration with the National Institute of Neuroscience, Bangladesh. <br>
DOI: 10.6084/m9.figshare.23590224.v2
title: The upper mantle geoid for lithospheric structure and dynamics

description: Geoid anomalies offer crucial information on the internal density structure of the Earth, and thus, on its constitution and dynamic state. In order to interpret geoid undulations in terms of depth, magnitude and lateral extension of density anomalies in the lithosphere and upper mantle, the effects of lower mantle density anomalies need to be removed from the full geoid (thus obtaining the residual ’upper mantle geoid’). However, how to achieve this seemingly simple filtering exercise has eluded consensus for decades in the solid Earth community. While there is wide agreement regarding the causative masses of degrees &gt; 10 in spherical harmonic expansions of the upper mantle geoid, those contributing to degrees &lt; 7-8 remain ambiguous. Here we use spherical harmonic analysis and recent tomography and density models from joint seismic-geodynamic inversions to derive a representative upper mantle geoid, including the contributions from low harmonic degrees. We show that the upper mantle geoid contains important contributions from degrees 5 and 6 and interpret the causative masses as arising from the coupling between the long-wavelength lithospheric structure and the sublithospheric upper mantle convection pattern. Importantly, the contributions from degrees 3 &lt; l &lt; 8 do not show a simple power-law behaviour (e.g. Kaula’s rule), which precludes the use of standard filtering techniques in the spectral domain. Our upper mantle geoid model will be useful in studies of i) lithospheric structure, ii) dynamic topography and mantle viscosity, iii) lithosphere-asthenosphere interactions and iv) the global stress field within the lithosphere and its associated hazards.
DOI: 10.6084/m9.figshare.4295360.v11
title: Earth Analytics course data: 2013 Colorado floods time series

description: This repo contains time series data that characterizes rainfall (precipitation), streamflow (discharge) and spatial locations of significant change found in Google Earth Imagery. These data are used in the Earth Analytics course taught at the University of Colorado - Boulder through Earth Lab by Leah Wasser. <br>
DOI: 10.6084/m9.figshare.7834880.v1
title: Flow Cytometry Data for “Single-Cell Transcriptome Analysis Of CD8+ T-cell Memory Inflation”

description: Flow cytometry data for a Wellcome Open Access publication entitled “Single-Cell Transcriptome Analysis Of CD8+ T-cell Memory Inflation”
DOI: 10.6084/m9.figshare.1296326.v1
title: QI Quantum Imagination Theory

description: QI Quantum Imagination Theory v0. Citations needed. Submitting to Cornell. Note I have not included one critial piece of this equation
DOI: 10.6084/m9.figshare.c.3711712_d3.v1
title: MOESM3 of ExCAPE-DB: an integrated large scale dataset facilitating Big Data analysis in chemogenomics

description: Additional file 3: Table S2. The list of targets in the final dataset.
DOI: 10.17632/6284bv2g3j
title: Real-time, In Vivo Skin Cancer Triage by Laser-Induced Plasma Spectroscopy Combined with Deep Learning-based Diagnostic Algorithm, Pyun et al.

description: Mendeley Supplemental Table 1. Inclusion and exclusion criteria of patients for the study
Mendeley Supplemental Table 2. The spectral differences for ions highlighted at major wavelengths
Mendeley Supplemental Figure 1. H&E stained slide images of melanoma cases applied with laser irradiation for LIPS measurements
DOI: 10.6084/m9.figshare.28069118.v2
title: <b>Supporting materials for Nature Chemistry article. </b><b>Article title: Universal membranization of synthetic coacervates and biomolecular condensates towards ultrastability and spontaneous emulsification. </b><b>DOI : 10.1038/s41557-025-01800-4</b>

description: Membranization of membraneless coacervates and condensates is emerging as a promising strategy to resolve their inherent susceptibility to fusion, ripening, and environmental variations. Yet current membranization agents by design are largely limited to a subclass or a specific kind of coacervate or condensate systems. Herein, we develop a library of Condensate-Amphiphilic block Polymers (CAPs) that can efficiently form a polymeric layer on the droplet interface for a wide spectrum of synthetic coacervates and biomolecular condensates. CAPs are designed with a condenophilic block firmly anchored to the condensed phase, a condenophobic block extended to the dilute phase, and a self-association block to promote membrane formation. Critical to our design is the condenophilic block of phenylboronic acid and amidoamine that target the disparate chemistry of condensed droplets via multivalent affinities. The CAP membranes render the droplets mechanically robust against fusion, can regulate interfacial properties such as permeability and stiffness and they significantly improve droplet tolerance to challenging conditions of temperature, salinity, pH, and organic solvents.
DOI: 10.6084/m9.figshare.28087490.v1
title: Supplementary tables for SAR11 genomes from the tropical Pacific study Freel et al., (2024)

description: These supplementary files are for the Freel et al., (2024) study regarding SAR11 genomes from the tropical Pacific titled "New isolate genomes and global marine metagenomes resolve ecologically relevant units of SAR11".
DOI: 10.6084/m9.figshare.5450293.v1
title: dataset.zip

description: EEG data obtained from 59 patients with moderate dementia, seven patients with MCI and 102 controls. The EEG data are stored as *.mat files. Textfile with description of data files is present.<br>
DOI: 10.17632/8yk4xh4wwh
title: Tunnel lining cracks

description: There are a total of 2,213 pictures of tunnel lining cracks, and there are three main types of cracks, Oblique, circumferential and longitudinal cracks.
DOI: 10.17632/b7m7ymrc22
title: Experimental Analyses of the Anti-Alzheimer and Antidiabetic Effects of Flavonoid-rich Extract of Avocado Seeds (Persea americana Mill.)

description: The present study focused on the anti-Alzheimer and antidiabetic effects of flavonoid-rich extract of Persea americana seeds via in vitro analysis. The alpha- amylase, alpha-glucosidase activities are displayed in Fig 1 and 2. While the acetylcholinesterase, butyrylcholinesterase and monoamine oxidase activities are shown in Fig. 3, Fig 4, and Fig. 5, respectively. The data were analyzed with Graph Pad Prism 8.4. The results are presented as the means ± standard deviations (SDs) using t-test and ANOVA.