cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.3194792
title: EMG from forearm datasets for hand gestures recognition

description: This dataset contains 2 sets of sEMG recordings:  a set containing <strong>PINCH</strong> movements (4 pinches between thumb and index/middle/ring/pinky finger) and a set containing <strong>ROSHAMBO</strong> movements (3 movements: rock, paper, scissors). Both sets have been recorded with the Myo armband. The Myo is composed of 8 equally spaced non-invasive sEMG sensors that can be placed approximately around the middle of the forearm. The sampling frequency of Myo is 200 Hz. The output of the Myo is a.u.. The <strong>PINCH </strong>set contains recordings of 22 subjects whilst the <strong>ROSHAMBO</strong> set contains recordings of 10 subjects. Each subject performed 3 sessions, where each hand gesture was recorded 5 times, each lasting for 2s. Between the gestures a relaxing phase of 1s is present where the muscles could go to the rest position, removing any residual muscular activation. Full details for the <strong>ROSHAMBO</strong> set can be found in:

Donati, Elisa, et al. "Processing EMG signals using reservoir computing on an event-based neuromorphic system." <em>2018 IEEE Biomedical Circuits and Systems Conference (BioCAS)</em>. IEEE, 2018.

For each session, the dataset contains 2 <strong>*.npy</strong> files one specifying the EMG data (<strong>*_emg.npy</strong>) the other one (<strong>*_ann.npy</strong>) specifying the corresponding gestures along the sampled EMG. The data can be easily loaded in python with numpy.
DOI: 10.5281/zenodo.7415974
title: Mg+ concentrations from IUVS limb scans

description: These IUVS limb scans provide mission long (until July of 2022) observations of Mg+, where optically thin emissions are retrieved assuming single scattering is relevant (true in all cases outside of meteor showers).
DOI: 10.6073/pasta/cef7ba55f59a03594f24f84623709e12
title: FRAME (FoRests Among Managed Ecosystems) – Plant community and seed bank composition in forests, Philadelphia metropolitan area, USA, 2017-2019

description: Our study objectives were to conduct a Rosa multiflora (multiflora rose) removal experiment in three forest sites experiencing different invasion intensities and to restore native plant biodiversity while preventing secondary invasion. The study was conducted in and around Newark, DE, from 2017-2019, and data collection is complete. We utilized three management strategies: invasive plant removal, removal followed by native seed addition, and removal plus native seed and mulched invasive stem addition. We investigated the similarity between seed bank species composition and existing vegetation before and after removal to assess the potential for passive restoration. Two seasons after removal, we found that simply removing rose increased native species richness, Native Floristic Quality Assessment (FQAIN), and native shrub abundance in our medium invasion site, and total species richness in our low and medium invasion sites. Compared to removal alone, native seed addition, with and without mulch addition, resulted in larger native and total species richness and FQAIN increases at all sites, larger increases in native shrub abundance and exotic species richness in our medium invasion site, and larger reductions in exotic and total shrub abundance in our low and medium invasion sites. Following removal, species similarity between seed bank and vegetation improved for all three sites. Our results indicate that removal of Rosa multiflora (multiflora rose) alone increased native plant biodiversity in the medium invasion scenario, but the seed bank may not provide a large native species pool. Additional management strategies lead to improved outcomes, especially in our most invaded forest, demonstrating the need to conduct multiple plant removal treatments across forests with varying site conditions and plant invasion intensity to improve management recommendations.
DOI: 10.6084/m9.figshare.21485526.v1
title: Antiretroviral stockout

description: The ethical clearance was obtained from the Biomedical Research ethics committee of UKZN (BREC00002821/2021). Permission was sought and obtained from the Provincial Research Ethics Committee. Consent was obtained from the chief executive officer (CEOs/PHC) managers of the relevant institutions before any data was collected. The names of the clinics were protected to ensure confidentiality. Informed consent was obtained from participants before the commencement of individual interviews and focus group interviews. The anonymity of the participants was ensured by assigning pseudo names and codes. Participation was voluntary and data safety was maintained throughout the study. <strong> All methods were performed in accordance with the relevant guidelines and regulations.</strong>
DOI: 10.7908/c1251hbg
title: Analysis-ready standardized TCGA data from Broad GDAC Firehose stddata__2015_06_01 run
DOI: 10.1285/i18285368axxviiin82p24
title: Paul Ricoeur: la route de la reconnaissance de l'Homme faillible a l'Homme capable

description: In the writings of the French Philosopher Paul Ricoeur (1913-2005), the theme of ‘recognition’, a very vital issue in today’s world, neither begins nor limits itself to his last book, The Course of Recognition (2004), alone. The prominence of the theme in this book is in the fact that it is in this work that Ricoeur attempts a philosophical probe on the theory of recognition. Thus, while ‘recognition’ is explicitly studied and dealt with in this book, the theme lies inherently at the core of his work, and runs through his entire intellectual wayfaring, having roots in his very first writings. The present paper proposes to find out the different occurences of ‘recognition’ in his writings, to analyse the contexts of its appearance, and the manner in which Ricoeur refers to it. The paper purviews whether or not the word holds the same significance as in The Course of Recognition with its three-pronged meanings such as ‘recognition-identification’, ‘recognition of oneself’, and ‘mutual recognition’. In case ‘recognition’ had been veiled, has another word been used instead of it? The paper raises also the hypothesis that one might find an entirely new meaning to the word ‘recognition’, never mentioned or is very much less developed in his last work.
DOI: 10.15156/bio/786374
title: UNITE top50 release

description: This is a FASTA release of the sequences of the "Top 50 most wanted fungi" paper. One representative sequence from each SH (singletons as well as non-singletons) is provided. Approximately 1,000 compound clusters are unidentified at each of the phylum, class, and order levels, such that this file contains significantly more than 50 sequences. Use this file if you want to find out if any of your newly recovered OTUs belong among the “most wanted” fungi. All these SHs are also present in our other release files; this is the release where you find only these "most wanted" SHs.
DOI: 10.18739/a2n29p67h
title: Benthic macroinfaunal samples collected from the Canadian Coast Guard Ship (CCGS) Sir Wilfrid Laurier, Northern Bering Sea to Chukchi Sea, 2013

description: The Pacific sector of the Arctic Ocean is experiencing major reductions in seasonal sea ice extent and increases in sea surface temperatures. One of the key uncertainties in this region is how the marine ecosystem will respond to seasonal shifts in the timing of spring sea ice retreat and/or delays in fall sea ice formation. Variations in upper ocean water hydrography, planktonic production, pelagic-benthic coupling and sediment carbon cycling are all influenced by sea ice and temperature change. To more systematically track the broad biological response to sea ice retreat and associated environmental change, an international consortium of scientists have developed a coordinated “Distributed Biological Observatory” (DBO) that includes selected biological measurements at multiple trophic levels, along with satellite and mooring measurements. The DBO currently focuses on five regional biological “hotspot” locations along a latitudinal gradient that allows for consistent sampling and monitoring at five biologically productive locations across a latitudinal gradient: DBO 1 (SLIP)-south of St. Lawrence Island (SLI), DBO2 (Chirikov)-north of SLI, DBO3 (southern Chukchi Sea), DBO4-NE Chukchi Sea,and DBO5-Barrow Canyon. This dataset contains benthic macroinfaunal population level from sediment samples collected at each station for the CCGS Sir Wilfrid Laurier cruise-Leg 1 in 2013, identified by station number (#), Station name (Stn. Name), Date (mm/dd/yy), latitude (°N), longitude (°W), and station depth (m). The following macroinfaunal parameters were determined: abundance, wet weight biomass (gww/m2), dry weight biomass (gC/m2), and taxon type.
DOI: 10.3886/e126141v1
title: Code and Data for: Fiscal Transfers in the Spatial Economy

description: Replication code for AEJ: Economic Policy paper titled "<b>Fiscal Transfers in the Spatial Economy</b>"<br><br>
description: 141 local labor market regions<br>. Smallest Geographic Unit: Local labor market regions (LLS) in Germany
description: The data used to estimate the trade elasticities for this project are confidential, but may be obtained with Data Use Agreements from the Bundesministerium für Verkehr und digitale Infrastruktur (BMVI). Researchers interested in access to the data may apply access under https://www.dlr.de/cs/en/desktopdefault.aspx/tabid-699/. <br><br><br><br><br>
DOI: 10.5281/zenodo.3255083
title: Çatalhöyük Image Metadata with AI

description: This dataset contains predictions made with various methods about the content of images from the Çatalhöyük Archaeological Project. It also contains a selection of metadata from the original image repository.
DOI: 10.5281/zenodo.7297773
title: Genome sequencing and assembly of Lathyrus sativus

description: The dataset contains the whole-genome assembly and protein sequences of <em>Lathyrus sativus</em> cultivar Pusa-24.
DOI: 10.5281/zenodo.7548236
title: Determinants of Smallholder Farmers Technical Efficiency of Bread Wheat Production and Implications of Seed Recycling in Ethiopia: The Stochastic Frontier Approach

description: This is a survey data gathered from two districts of East Gojam Zone, Ethiopia for a study entitled with "Determinants of Smallholder Farmers Technical Efficiency of Bread Wheat Production and Implications of Seed Recycling in Ethiopia: The Stochastic Frontier Approach"
DOI: 10.5281/zenodo.7548235
title: Determinants of Smallholder Farmers Technical Efficiency of Bread Wheat Production and Implications of Seed Recycling in Ethiopia: The Stochastic Frontier Approach

description: This is a survey data gathered from two districts of East Gojam Zone, Ethiopia for a study entitled with "Determinants of Smallholder Farmers Technical Efficiency of Bread Wheat Production and Implications of Seed Recycling in Ethiopia: The Stochastic Frontier Approach"
DOI: 10.5281/zenodo.3975038
title: Word2Vec model - Czech wikipedia

description: Word2Vec embedding model trained on Czech wikipedia (from April 2020) corpus using gensim implementation with the following parameters in addition to default settings: vector dimension = \(400\), window size = \(10\), word minimum count = \(10\), sample = \(10^{-5}\).
description: This work was supported by the Czech Science Foundation (GAČR),grant number 19-01641S.
DOI: 10.5281/zenodo.3975084
title: Word2Vec model - Czech legislation

description: Word2Vec embedding model trained on Czech legislation (from April 2020) corpus using gensim implementation with the following parameters in addition to default settings: vector dimension = \(400\), window size = \(10\), word minimum count = \(10\), sample = \(10^{-5}\).
description: This work was supported by the Czech Science Foundation (GAČR),grant number 19-01641S.
DOI: 10.5281/zenodo.6366908
title: Data set for FSE 2022 Submission Program Merge Conflict Resolution via Neural Transformers

description: Data set for FSE 2022 Submission Program Merge Conflict Resolution via Neural Transformers
DOI: 10.6084/m9.figshare.21754223
title: Data CCT and IOP.xlsx

description: Data contains a dataset about central cornea thickness and intraocular pressure of rabbit in the research. This data obtained from biomechanical examination with corvis ST fourteen days after CXL.
DOI: 10.17632/zmyjcmv586.1
title: XGaIn Raw XPS Data

description: XPS data of EGaIn and Field's metal alloys for "Compositional Design of Surface Oxides in
Gallium-Indium Alloys"
DOI: 10.6084/m9.figshare.20161019
title: Supplementary Material for: Tongue and Lip Acceleration as a Measure of Speech Decline in Amyotrophic Lateral Sclerosis

description: Purpose: The goal of this study was to examine the efficacy of acceleration-based articulatory measures in characterizing the decline in speech motor control due to amyotrophic lateral sclerosis (ALS). Method: Electromagnetic articulography was used to record tongue and lip movements during the production of 20 phrases. Data were collected from 50 individuals diagnosed with ALS. Articulatory kinematic variability was measured using the spatiotemporal index (STI) of both instantaneous acceleration and speed signals. Linear regression models were used to analyze the relationship between variability measures and intelligible speaking rate (a clinical measure of disease progression). A machine learning algorithm (support vector regression, SVR) was used to assess whether acceleration or speed features (e.g., mean, median, maximum) showed better performance at predicting speech severity in patients with ALS. Results: As intelligible speaking rate declined, the variability of acceleration of tongue and lip movement patterns significantly increased (p&lt;0.001). The variability of speed and vertical displacement did not significantly predict speech performance measures. Additionally, based on R2 and root mean square error (RMSE) values, the SVR model was able to predict speech severity more accurately from acceleration features (R2 = 0.601, RMSE = 38.453) and displacement features (R2 = 0.218, RMSE = 52.700) than from speed features (R2 = 0.554, RMSE = 40.772). Conclusion: Results from these models highlight differences in speech motor control in participants with ALS. The variability in acceleration of tongue and lip movements increases as speech performance declines, potentially reflecting physiological deviations due to the progression of ALS. Our findings suggest that acceleration is a more sensitive indicator of speech deterioration due to ALS than displacement and speed, and may contribute to improved algorithm designs for monitoring disease progression from speech signals.
DOI: 10.6084/m9.figshare.21778649
title: ARRIVE Checklist

description: The ARRIVE checklist we made to explain in detail regarding our treatment of experimental animals (in vivo study)
DOI: 10.7799/1337868
title: Gearbox Reliability Collaborative Phase 3 Gearbox 3 Test

description: The GRC uses a combined gearbox testing, modeling, and analysis approach disseminating data and results to the industry and facilitating improvement of gearbox reliability. This test data describes the tests of GRC gearbox 3 in the National Wind Technology Center dynamometer and documents any modifications to the original test plan. It serves as a guide to interpret the publicly released data sets with brief analyses to illustrate the data. TDMS viewer and Solidworks software required to view data files. The National Renewable Energy Laboratory (NREL) Gearbox Reliability Collaborative (GRC) was established by the U.S. Department of Energy in 2006; its key goal is to understand the root causes of premature gearbox failures and improve their reliability.
DOI: 10.1285/i24212113v2i1p73
title: How are we studying migrant well-being? A critical view from a liberating community psychology approach

description: The improvement of migrant population well-being is both a goal in itself as well as a necessary component for achieving a cohesive multicultural society. To contribute to this challenge, this work (a) reviews how migrant well-being has been studied in mainstream psychology; (b) assesses its development from a critical view; and (c) proposes theoretical and methodological approaches to analyse this phenomenon from a more comprehensive perspective. Thus, we emphasize the need for developing analyses which explore the impact of oppressive contextual factors on migrants' well-being. These analyses must go beyond individual and culturalist perspectives and consider migrants as active agents who struggle and transform the context along their acculturation process. Furthermore, these analyses have to produce specific proposals in order to improve migrants' well-being. In order to achieve the former a liberating community psychology approach together with the use of innovative methodologies of analysis (i.e. multilevel analysis and system dynamics) is proposed as the appropriate framework and tools for overcoming the mentioned challenges.
DOI: 10.17632/wt8m6bcwbr.1
title: Multi-language Webshell dataset

description: This dataset contains a collection of benign and malicious webshells. The source of these webshells are mainly collected from Github and open source projects. It is made available for replication of our ongoing work on the automatic detection of webshells. The list of webshells is filtered using MD5 for all languages and VLD for PHP language.
DOI: 10.17638/datacat.liverpool.ac.uk/1850
title: Phenotypic and immunological data of field voles

description: Phenotypic and immunological data of field voles (Microtus agrestis) sampled in Kielder Forest, where spleenocytes are assayed using qRT-PCR in a study of the effects of environmental sources of immunological variation
DOI: 10.5281/zenodo.3402542
title: AlbertoBarbado/DISCO_PAL: Dataset Release

description: First release with the annotated dataset, the metainfo and the DOI
DOI: 10.5281/zenodo.6699376
title: Lake mask and distance to land dataset of 2024 lakes for the European Space Agency Climate Change Initiative Lakes v2

description: This dataset contains the distance to land and the lake identifiers as a global netcdf file for all the water pixels at 1km (1/120 deg) lat/lon resolution of 2024 lakes distributed globally. It contains also the list of lakes as a csv file with information such as the lake center as defined in [1], and the coordinate of a box to easily locate the like in the global netcd file. The mask excludes islands on lakes and it has been derived from the GloboLakes high resolution limnology dataset [2]. The dateset have been further harmonized with the lake maximum extent lake polygons by PML [3]. The lake list with the plot of the mask and the polygons is available as a html file accessible also from the lake website at the University of Reading: http://www.laketemp.net/home_CCI/LMPolygons.php This dataset accompanies the <strong>ESA CCI Lakes v2 dataset</strong> [4]. [1] Carrea, L.; Embury, O.; Merchant, C.J. (2015): High-resolution datasets related to in-land water for limnology and remote sensing applications: distance-to-land, distance-to-water, water-body identifier and lake-centre co-ordinates - Geoscience Data Journal, 2 (2). pp. 83-97. ISSN 2049-6060 doi: https://doi.org/10.1002/gdj3.32 [2] Carrea, L.; Embury, O.; Merchant, C.J. (2015): GloboLakes: high-resolution global limnology dataset v1. Centre for Environmental Data Analysis. doi:10.5285/6be871bc-9572-4345-bb9a-2c42d9d85ceb. http://dx.doi.org/10.5285/6be871bc-9572-4345-bb9a-2c42d9d85ceb [3] Simis, S.; Mata, A.; Selmes, N.; Carrea, L. (2021) Lake polygons dataset accompanying Calimnos v1.4.0 and ESA CCI Lakes Climate Research Data Package v2.0. zenodo https://doi.org/10.5281/zenodo.4899250 [4] Carrea, L.; Crétaux, J.-F.; Liu, X.; Wu, Y.; Bergé-Nguyen, M.; Calmettes, B.; Duguay, C.; Jiang, D.; Merchant, C.J.; Mueller, D.; Selmes, N.; Simis, S.; Spyrakos, E.; Stelzer, K.; Warren, M.; Yesou, H.; Zhang, D. (2022): ESA Lakes Climate Change Initiative (Lakes_cci): Lake products, Version 2.0.1. NERC EDS Centre for Environmental Data Analysis https://catalogue.ceda.ac.uk/uuid/03c935c6890c4b2ebf4aae4d84cd9472
description: {"references": ["Carrea, L.; Embury, O.; Merchant, C.J. (2015): High-resolution datasets related to in-land water for limnology and remote sensing applications: distance-to-land, distance-to-water, water-body identifier and lake-centre co-ordinates - Geoscience Data Journal, 2 (2). pp. 83-97. ISSN 2049-6060 doi: https://doi.org/10.1002/gdj3.32"]}
DOI: 10.5281/zenodo.7531479
title: JAWRA_Abrams_2023_Model

description: Groundwater Vistas 7 MODFLOW model used for the JAWRA 2023 paper by Abrams et al. called "What is a static head measurement?"
DOI: 10.5281/zenodo.848225
title: Mansfield (Victoria, Australia) Area Original Geomodeller Model And Relevant Mcue Outputs

description: Companion dataset to the paper:

<em>Monte Carlo Simulations for Uncertainty Estimation in 3D Geological Modeling, A Guide for Disturbance Distribution Selection and Parameterization</em><em>, </em>Evren Pakyuz-Charrier, Mark Lindsay, Vitaliy Ogarko, Jeremie Giraud, Mark Jessell

This dataset contains three archives pertaining to Monte Carlo Uncertainty Estimation (MCUE) in implicit 3D geological models:


	<strong><em>Mansfield_Base.7z</em></strong> is a GeoModeller three dimensional model of the Mansfield syncline area (Victoria, Australia). This model is natively available in every GeoModeller install under the name of "Tutorial case study H".
	<strong><em>MCUE_Mansfield_nopoletransform.7z</em></strong> is the MCUE output for non pole transfomed foliations.
	<strong><em>MCUE_Mansfield_poletransform.7z</em></strong> is the MCUE output for non transfomed foliations.


In the output archive files:


	xml files are the GeoModeller project saves, these can be opened with Intrepid's free viewer for GeoModeller 3.3 3.4 (available @: http://www.intrepid-geophysics.com/ig/index.php?page=geomodeller-update)
	.vo, .isi and .vop1 files are the lithological voxet exports in binary GOCAD format, these can be opened with the aforementionned viewer or Geocando (available @: https://sourceforge.net/projects/geocando)
	.vtk files are the MCUE uncertainty indexes outputs, these can be opened with Paraview (available @:https://www.paraview.org/download)
	.csv file is the MCUE probabilistic model output, it can be opened with any text editor /spreadsheet
DOI: 10.6084/m9.figshare.21762530
title: PRISMA checklist Suicide by insulin a systematic review.docx

description: Suicide by insulin: A systematic review