cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/4gt3u3/jshmaq
title: cleanimss.do

description: :unav
DOI: 10.7910/dvn/4gt3u3/krvbig
title: eneu_metro_counts.do

description: :unav
DOI: 10.7910/dvn/4gt3u3/xekzqa
title: comparedensities.do

description: :unav
DOI: 10.7910/dvn/4gt3u3/zhvnmq
title: collapsetocells.do

description: :unav
DOI: 10.7910/dvn/6mrvom/7grpvl
title: analysis.R

description: R code for all analyses, tables, and figures
DOI: 10.7910/dvn/6mrvom/unrswk
title: analysis.log

description: Log of R output for analysis.R
DOI: 10.7910/dvn/4gt3u3/hgjxua
title: prepareimsshh.do

description: :unav
DOI: 10.7910/dvn/4gt3u3/imxo48
title: housekeeping.sas

description: :unav
DOI: 10.7910/dvn/4gt3u3/kqwlma
title: readimssdata.sas

description: :unav
DOI: 10.7910/dvn/4gt3u3/lwiex5
title: readeneu_web.sas

description: :unav
DOI: 10.7910/dvn/4gt3u3/nvsck6
title: readme-KumlerVerhoogen&FriasREstatCode.txt

description: :unav
DOI: 10.7910/dvn/4gt3u3/s0gopf
title: programs.do

description: :unav
DOI: 10.7910/dvn/6mrvom/g0mjs1
title: data.tab

description: SPSS data file
DOI: 10.7910/dvn/6mrvom/qj8kox
title: questionnaire.docx

description: Questionnaire for the survey experiment
DOI: 10.7910/dvn/6mrvom/sqwmwm
title: README.md

description: README describing files
DOI: 10.7910/dvn/4gt3u3/dvnd83
title: tables.do

description: :unav
DOI: 10.15468/dl.pyafqc
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-73.44329 45.4159,-73.41967 45.4159,-73.41967 45.4334,-73.44329 45.4334,-73.44329 45.4159))",
 "HasGeospatialIssue is false",
 "TaxonKey is Lepidoptera"
 ]
}

 The dataset includes 80 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172585-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.snncrx
title: Occurrence Download

description: A dataset containing 281 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is eButterfly Surveys",
 "Geometry POLYGON((-73.45018 45.37334,-73.37992 45.37334,-73.37992 45.43642,-73.45018 45.43642,-73.45018 45.37334))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 281 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0273239-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/29k4yrd6ym.1
title: The data for the manuscript " Unraveling the distribution of black carbon in Chinese forest soils using machine learning approaches"

description: The data is for the manuscript " Unraveling the distribution of black carbon in Chinese forest soils using machine learning approaches".
DOI: 10.17909/3kky-t040
title: IPA Full Dataset

description: Full JWST NIRSpec+MIRI 2.9-28 micron dataset for the IPA program (PID 1802)
DOI: 10.17909/zn4s-0243
title: JWST/UNCOVER first epoch survey data
DOI: 10.21227/m8yv-0133
title: Ethool usability evaluation

description: The data include:Demographic data of the participants including: gender, group of participation and number of years in the company.Results of the use of Ethool including: expended time and subjective evaluation of if using a Likert of 5 points. Two different files are available corresponding to each iteration (prototype 1 and prototype 2).Results of the SUS questionnaire for both iterations (prototype 1 and prototype 2).
DOI: 10.21250/pb2
title: Theatrical playbills from Britain and Ireland. (OCR text only)

description: OCR-derived text for the playbills, encoded in UTF-8.  The dataset comprises 264 volumes of digitised theatrical playbills published between 1660 – 1902 (mostly 19th century) from England, Scotland, Wales and Ireland. Digitised from the British Library's physical collection of over 500 volumes of playbills. The dataset containes text files (.TXT) in Optical Character Recognition (OCR) format.   The playbills cover theatres in Bath (Royal), Bristol (Royal), Dublin (Royal), Edinburgh (miscellaneous), Hull (Royal), King's Lynn, Liverpool (Royal), London (Covent Garden, Drury Lane, Lyceum , Princess's, Old Vic, Olympic) , Manchester (Royal), Margate (Royal), Market Drayton, Newcastle-upon-Tyne, Nottingham (Royal and miscellaneous), Plymouth (miscellaneous), Portsmouth, Scarborough, Stafford (Royal), Tyneside (Newcastle upon-Tyne), Windsor (Castle), Wolverhampton and York (Royal), among others.
DOI: 10.21415/t5zh5t
title: DementiaBank English PPA DePaul Corpus
DOI: 10.25318/2210013701-eng
title: Selected online activities by gender, age group and highest certificate, diploma or degree completed

description: Percentage of Canadians' use of selected online activities, during the past three months.
DOI: 10.26186/76166
title: Heat Flow Determinations for the Australian Continent: Release 5

description: Heat flow data across Australia are sparse, with around 150 publicly-available data-points. The heat flow data are unevenly distributed and mainly come from studies undertaken by the Bureau of Mineral Resources (BMR) and the Research School Earth Sciences at the Australian National University in the 1960s and 1970s. Geoscience Australia has continued work started under the federally-funded Onshore Energy Security Program (OESP), collecting data to add to the heat flow coverage of the continent.
This report presents temperature, natural gamma and thermal conductivity data for eight boreholes across Australia. Temperature logging was performed down hole with temperatures recorded at intervals less than 20 cm. Samples of drill core were taken from each well and measured for thermal conductivity at Geoscience Australia.
One dimensional, conductive heat flow models for the boreholes are presented here. These new determinations will add to the 53 already released by Geoscience Australia under the OESP, totalling 61 determinations added to the Australian continental heat flow dataset since 2007.
DOI: 10.4121/uuid:6be1aefa-0803-4ce2-91b2-caaa7982abcd
title: Motorway Turbulence - Empirical Trajectory Data

description: This dataset contains: - the raw empirical trajectory data, as generated by TNO. - the processed empirical trajectory data - the trajectory information files - the videos and pictures of the locations where the measurements were taken
DOI: 10.5281/zenodo.10926670
title: Computational Data for "A conserved peptide binding pocket in HyNaC/ASIC ion channels"
DOI: 10.5281/zenodo.11624420
title: The Global Biogeochemical Cycle of Rhenium

description: Dataset used in the manuscript “The Global Biogeochemical Cycle of Rhenium." There are two supplementary files. The first file "Global Biogeochemical Cycle of Re Supplementary Tables.xlsx" contains data used to create supplementary tables 1 - 3. The second file "Supplementary Data compilation of Re concentrations in reservoirs.xlsx" contains all available Re data from different earth surface reservoirs referenced throughout the text.
DOI: 10.5281/zenodo.13377497
title: Dataset for "Generalizing deep-learning electronic structure calculation to plane-wave basis"

description: This is the dataset for the paper "Generalizing deep-learning electronic structure calculation to plane-wave basis". For details, please see README.md.
DOI: 10.5281/zenodo.7462864
title: MammalBase — Database of traits, measurements and diets of the species in class Mammalia

description: <strong>MammalBase is a database of traits, measurements and diets of the species in class Mammalia. It also provides Proximate Analysis data for several diet items.</strong> <strong>MammalBase aims to provide general information on mammals for broad-scale analyses in Macroecology, Palaeontology and mammalian Community structures.</strong> <strong>The database is maintained at the Natural Sciences Unit of the Finnish Museum of Natural History LUOMUS — a research institution under the University of Helsinki in Finland.</strong>
DOI: 10.5281/zenodo.8116950
title: A test of microclimatic facilitation and shrub canopy volume across the Californian aridity gradient.

description: In this study, we examined microclimatic parameters, including near-surface air temperature (NSAT), near-surface relative humidity (NSRH), and surface ground temperature (SGT) using a handheld device across seven site in California to test the hypothesis that foundation shrub canopies can provide microclimatic amelioration in dryland ecosystems.
DOI: 10.6084/m9.figshare.27191148
title: Supplementary Material for: The development of an intradisciplinary staff training intervention on the optimal management of behavioural and psychological symptoms of dementia: A qualitative study

description: Introduction: Behavioural and psychological symptoms of dementia (BPSDs) are a group of highly prevalent symptoms in residents with a neurocognitive disorder (NCD), including agitation and depressive symptoms. Caregiving staff often mention knowledge and skills deficits regarding optimal BPSD management. While several staff trainings on BPSDs management exist internationally, their transferability to other clinical contexts is limited, owing to methodological challenges. Therefore, to address this implementation gap, there is a strong need for trainings based on high-quality research to strengthen existing evidence, ensure feasibility and reproducibility.
Methods: This qualitative study, part of a larger research project, occurred in 2022 on a long-term care (LTC) center unit and an alternate level of care (ALT) hospital unit located in the Province of Quebec, Canada. This study aimed to: 1) evaluate the needs and perceptions of staff caregivers regarding BPSD management, 2) identify the training content and modalities to prioritize according to experts, 3) develop an intradisciplinary training on BPSD management, and 4) pretest the preliminarily version of the training. Objectives one and two were evaluated using focus groups and objective four using individual cognitive interviews. Qualitative interview data was audio-recorded with participants’ consent, transcribed verbatim, and thematically content analyzed using an established method.
Results: Overall, thirteen caregivers participated in objective one (8 from the LTC unit, and 6 from the ALT unit). The main staff training need identified on each site was the management of resident’s aggressive behaviours. Staff verbalized a preference for a virtual training. Objective 2 involved a panel of eight experts. Experts recommended the use of an online training platform, and certain training models and indicators. Based on caregivers and experts’ input, five interactive online staff training capsules lasting from 20-25 minutes each and an algorithm guiding the evaluation and management of BPSDs were created. The training capsules and the algorithm were iteratively improved following cognitive interviews with 4 caregivers from the participating sites. 
Conclusion: An interactive virtual staff training on BPSD management was created based on staff and expert consultation. The next step in investigation will be to evaluate the feasibility and acceptability of the training.
DOI: 10.1594/pangaea.739772
title: Pollen profile SABBION1, Sabbion, France

description: The EPD (http://www.europeanpollendatabase.net) accepted species name is given in the parameter comment. This dataset was archived on 2010-05-11 from the EPD database.
DOI: 10.21227/n1z9-e630
title: Vehicle speed dataset

description: We obtained this dataset as part of a project to generate a realistic speed profile on a trip specified by GPS coordinates. Specifically, we focused on generating the speed profile for a passenger car traveling on an unfamiliar route, i.e., a route the machine-learning model has yet to see. The dataset contains 5973 rides of five different passenger cars, with a total length of 9049.3 km. The data was collected during 2021 in the Czech Republic and includes municipal and non-municipal trips.  The maximum allowed speed in the Czech Republic is 50 km/h in a municipality, 90 km/h outside a municipality and 130 km/h on a motorway. In addition, there may be sections with different speed limits.  We use Open Source Routing Machine (OSRM) map-matching algorithms to pair measured spatiotemporal data with Open Street Map (OSM) geographical data. For this purpose, we use Overpass API. Imputed information includes the road type, maximum speed limit, intersection exits, traffic signals or pedestrian crossings. Further, we add elevation and slope data from Open-Elevation API, an open-source elevation API based on Shuttle Radar Topography Mission (SRTM) data.  Citations Vrany, J., Krepelka, M., Chumlen, M. (2023). Generating Synthetic Vehicle Speed Records Using LSTM. In: Maglogiannis, I., Iliadis, L., MacIntyre, J., Dominguez, M. (eds) Artificial Intelligence Applications and Innovations. AIAI 2023. IFIP Advances in Information and Communication Technology, vol 675. Springer, Cham. https://doi.org/10.1007/978-3-031-34111-3_12 Acknowledgement This dataset was supported by the Technology Agency of the Czech Republic project CK01000020, “Development of a GNSS route generator and CANBUS signal with machine learning using Software Defined Radio”, and project CK02000136, “Virtual Convoy—a comprehensive environment for testing CAR2X communication systems”.
DOI: 10.25318/221001360185-eng
title: Intensity of use of Internet, video streaming services and video gaming services by gender, age group and highest certificate, diploma or degree completed

description: Percentage of Canadians' time spent online and using video streaming services and video gaming services, in a typical week.
DOI: 10.26188/25868881
title: Ryan et al., 2024: Data for One Tree Island Aerosol Measurement Paper

description: This dataset was used in the preparation of Ryan et al, 2024, a paper summarising aerosol extinction and optical depth made at One Tree Island in the Great Barrier Reef, during February and March 2023. The fieldwork was carried out under the auspices of the Reef Restoration and Adaptation Program's Cooling and Shading Subprogram.The data in this archive comes from:a mini-MPL LiDAR (MPL). The data in 'oti_mpl_nrb_NotCloudFilt_19Feb-31Mar_combinedpolar' is a netCDF file with normalised relative backscatter (NRB) profiles collected using the MPL. The MPL observes aerosol backscatter using a 532 nm laser. Aerosol extinction profiles were calculated from the NRB profiles using the methodology outlined in Ryan et al, 2024, but also following the methodologies outlined in Welton et al, 2001 (https://doi.org/10.1117/12.417040), Welton et al., 2000 (https://doi.org/10.1034/j.1600-0889.2000.00025.x) and Campbell et al., 2002 (https://doi.org/10.1175/1520-0426(2002)019&lt;0431:FTESCA&gt;2.0.CO;2).a Multi-axis Differential Optical Absorption Spectrometer (MAX-DOAS). The data in 'OTI_QD_AllBinSpec' are the differential slant column densities (dSCDs) obtained using the 'QDOAS' fitting algorithm (https://uv-vis.aeronomie.be/software/QDOAS/) and the settings outlined in Ryan et al, 2024. The profile retrieval algorithm 'RAPSODI' (see details in Tirpitz et al., 2022, https://doi.org/10.5194/amt-15-2077-2022) was used to convert the dSCDs to vertical aerosol extinction profiles. The dSCDs in this file are for a range of trace gases absorbing in the wavelength range 338-370nm. The relevant species for aerosol retrieval is O4, following the methodology in Wagner et al., 2004 (https://doi.org/10.1029/2004JD004904).a weather station; the file 'oti_weatherstation_data' includes text files with key meteorological variables such as temperature, relative humidity, wind speed and direction, all measured at 10 m altitude above One Tree Island.
DOI: 10.3886/icpsr04700.v2
title: National Incident-Based Reporting System, 2000: Extract Files
title: Version 2

description: The National Incident-Based Reporting System (NIBRS) is a part of the Uniform Crime Reporting Program (UCR), administered by the Federal Bureau of Investigation (FBI). The extract files version of NIBRS was created to simplify working with NIBRS data. Data management issues with NIBRS are significant, especially when two or more segment levels are being merged. These issues require skills separate from data analysis. NIBRS data as formatted by the FBI are stored in a single file. These data are organized by various segment levels (record types). There are six main segment levels: administrative, offense, property, victim, offender, and arrestee. Each segment level has a different length and layout. There are other segment levels that occur with less frequency than the six main levels. Significant computing resources are necessary to work with the data in its single-file format. In addition, the user must be sophisticated in working with data in complex file types. For these reasons and the desire to facilitate the use of NIBRS data, ICPSR created the extract files. The data are not a representative sample of crime in the United States.
description: Datasets: DS0: Study-Level Files DS1: Incident-Level File DS2: Victim-Level File DS3: Offender-Level File DS4: Arrestee-Level File
description: Law enforcement agencies in the United States participating in the National Incident-Based Reporting System.
description: self-enumerated questionnaire
DOI: 10.5281/zenodo.11265568
title: El Niño Enhances Snowline Rise and Ice Loss on the Quelccaya Ice Cap, Peru

description: El Niño Enhances Snowline Rise on the Quelccaya Ice Cap, Peru (in-review)

Kara A. Lamantia, Laura J. Larocca, Lonnie G. Thompson, Bryan Mark

Exported results from automated snow cover area detection on the Quelccaya Ice Cap (QIC). Further calculated results are detailed in the supplementary documentation in the draft manuscript. See READ ME.txt file for details

Sample Code available for Landsat 8 imagery here at the following URL: https://code.earthengine.google.com/cfcbd0780ff3f09b0698035cd6dd678a
DOI: 10.5281/zenodo.13759429
title: Topography Response to Horizontal Slab Tearing and Oblique Continental Collision: 3D Thermomechanical Numerical Modelling

description: This repository submission provides the 3D thermo-mechanical numerical modelling code I3ELVIS developed by the workgroup of Prof. Taras Gerya (ETH Zürich). The code is based on finite-difference and marker-in-cell methods (Gerya & Yuen, 2003, 2007; Gerya, 2019). The code solves the momentum, continuity, and energy equations on the fixed Eulerian grid and transports the physical properties by Lagrangian markers using the velocity field. The code also accounts for the major phase transitions in the Earth’s mantle and internal heat sources arising from adiabatic, radiogenic, and frictional heating. Partial melting and melt extraction processes are neglected for the sake of simplicity. A more detailed description of the code, including the governing equations and the adopted rheological model can be found in various published literature (Andrić-Tomašević et al., 2023; Boonma et al., 2023; Maiti et al., 2024).  Interested users are recommended to contact Prof. Taras Gerya (taras.gerya@erdw.ethz.ch). 

The repository also provides input and output files to run and reproduce model results and manuscript figures of Maiti et al., 2024 (JGR Solid Earth). Paraview States for processing .vtr result files and visualizing the model output data. Matlab script to visualise the topography from .grd files.
DOI: 10.5281/zenodo.13850793
title: Electron-spin decoherence in trityl radicals in the absence and presence of microwave irradiation

description: Experimental data sets on bare-spin and dressed-spin decoherence of some trityl radicals, DFT-predicted hyperfine couplings and atom coordinates, simulation scripts, and simulated data.
DOI: 10.5281/zenodo.3546040
title: iRealPro Corpus of Jazz Standards

description: The first release of 1,186 kern files from the iRealB Corpus of Jazz Standards. A discussion of the conversion and basic descriptive statistics can be found here: http://icmpc-escom2012.web.auth.gr/files/papers/909_Proc.pdf
DOI: 10.6084/m9.figshare.16879777.v1
title: A computational biology approach for the identification of potential SARS-CoV-2 main protease inhibitors from natural essential oil compounds.

description: The goal of this study was to investigate the effects of essential oils and phytochemicals obtained from different plants against SARS-CoV-2 main protease using ADMET profiling, molecular docking, and molecular dynamics simulation.
DOI: 10.6084/m9.figshare.24311053.v1
title: Data related to sectoral size-resolved particle number emissions with speciation [Dataset]

description: The shared dataset was developed as part of an ongoing emission research project. It offers sectoral size-resolved emission profiles of sulfate, organic mass, and black carbon for various sectors, which are valuable for studying particle number emissions, conducting particle number concentration modeling, and assessing their impacts on human health and climate.
DOI: 10.6084/m9.figshare.27173724
title: Supplementary Material for: Runs of Homozygosity decipher genetic diversity in cattle breed dwelling in the colder regions of the world

description: Background
Our study focuses on Yakutian cattle, a Siberian native breed, examining its inbreeding and diversity through genome-wide analysis of Runs of Homozygosity (ROH). Yakutian cattle are adapted to Siberia's harsh sub-arctic conditions, enduring temperatures below −70°C. However, the population genetics studies on this breed are scanty, to document the genetic uniqueness in this cattle.
Results
We analyzed 40 Yakutian cattle with strict quality control for ROH detection yielding 683 homozygous segments, averaging to 17 per individual with an average length of 9 Mb. ROH regions were found to be involved in important pathways pertaining to cold adaptation. Autozygosity ranged from 1% to 12% of the genome, with a relatively low average inbreeding coefficient (FROH) of 0.057309, as compared to other breeds. Also, the different diversity indicators namely, principal component analysis, heterozygosity and effective population size analysis revealed prevalence of genetic diversity within the breed.
Conclusion
Our findings on ROH are first of its kind in Yakutian cattle that support their adaptability to colder environments, as evidenced by low inbreeding and high genetic diversity.
DOI: 10.6084/m9.figshare.27173829
title: Supplementary Material for: Validation of a dermatoscopy-based algorithm for the diagnosis of acral melanoma

description: Introduction:
Diagnosis of acral melanocytic lesions can be challenging. The BRAAFF checklist was introduced as a tool to help differentiate between acral nevi and melanoma but has not been validated. 

Methods:
We asked raters with varying expertise in dermatoscopy to diagnose dermatoscopic images of 533 acral nevi and 144 melanomas via an online platform with and without use of the BRAAFF checklist. From the ratings we calculated sensitivity, specificity, and interrater agreement. Additionally, a new simplified version of the checklist was also tested. 

Results:
We collected 6880 ratings from 175 readers. The BRAAFF checklist achieved a sensitivity of 92.5% and a specificity of 65.0%, which was similar to diagnosis from pattern recognition (sensitivity 90.0%, specificity: 72.1%). Interrater agreement for the BRAAFF criteria ranged from fair to moderate, with lowest agreement for parallel ridge and fibrillar pattern (alpha=0.31) and highest for asymmetry of colors and structures (alpha=0.46). Agreement and diagnostic accuracy were higher for more experienced readers. A simplified version with only two criteria achieved similar sensitivity (95.0%) and lower specificity (60.0%) as the original BRAAFF checklist. 
 
Conclusion:
The BRAAFF checklist is a useful tool for the diagnosis of melanocytic acral lesions with acceptable sensitivity and reasonable specificity but is not superior to pattern recognition. A simplified version of the checklist could be easier to use with equal sensitivity while exhibiting a modest reduction in specificity.