cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp3/ndbtrx
title: Supplementary Data for Chuyi Ni PhD Thesis 'Synthesis of High-Entropy Germanides and Investigation of the Formation Process'

description: This Dataset included: Movie S1 and Movie S2 for the Thesis:'Synthesis of High-Entropy Germanides and Investigation of the Formation Process'. The videos were collected at the same time as the in situ heating scanning transmission electron microscopy experiments. TEM samples were prepared by depositing a drop (5 μL) of a dilute ethanol suspension of metal salts and GeNSs onto a DENSsolutions Wildfire Si3N4 nano-chip. The heating program was monitored by DENSsolutions Impulse software. After collecting the images and EDX mapping at room temperature, the samples were heated up to 800 °C at 1 °C/s and kept at 800 °C for 10 min. Then the samples were cooled down to room temperature at 20 °C/s. Movie S1 showed the morphological changes of germanane upon heating from room temperature to 800 ˚C and ultimately leading to the formation of the FeCoNiCrVGe HEG. Movie S2 showed the morphology evolution of the high-entropy alloy nanoparticles (AuAgCuPdPt) decorated germanane as they were heated from room temperature to 800 ˚C.
DOI: 10.5683/sp3/ynnvzl
title: Effects of spruce budworm defoliation on in-stream algal production and carbon use by food webs

description: This dataset accompanies a paper published in Canadian Journal of Fisheries and Aquatic Sciences titled "Effects of spruce budworm defoliation on in-stream algal production and carbon use by food webs". This study examined whether forest defoliation by spruce budworm changed the algal productivity and autochthonous (in-stream) energy supporting macroinvertebrate and fish consumers (using δ13C, δ15N) in twelve streams in Gaspé Peninsula, Québec, Canada, that ranged in watershed defoliation. All sampling for this work was done in summer and fall of 2019 and 2020. This dataset includes landscape data for each stream, sample information for biotic and abiotic samples collected from these streams, stable carbon and nitrogen isotope data for the biological samples, results from the mixing models, water chemistry data, and measures of algal production.
DOI: 10.5683/sp3/v47glq
title: Survey responses for "Community-based nature initiatives and people: Which aspects of project organization affect volunteer engagement?"

description: This dataset contains the anonymized results of an online survey of volunteers in Ontario conservation and ecological restoration projects conducted in 2021.
description: Journal article has been submitted to Nonprofit and Voluntary Sector Quarterly (https://journals.sagepub.com/home/NVS)

This study has been reviewed and received ethics clearance through a University of Waterloo Research Ethics Board (REB #43278).
DOI: 10.5683/sp3/jrzpju
title: Seasonal Monitoring of Smith Creek and Scotty Creek, 2019-2021

description: This record is for the dataset “ Seasonal Monitoring of Smith Creek and Scotty Creek, 2019-2021 ” at &lt;a href= " https://doi.org/10.25976/y9yi-no57 "&gt;https://doi.org/10.25976/y9yi-no57 &lt;/a&gt;
&lt;p&gt;&lt;p&gt;

Our project examined water quality in two catchments in the Dehcho of the Northwest Territories through a partnership between University of Alberta researchers and the Dehcho Aboriginal Aquatic Resources and Oceans Management program. Over three years (2019-2021), we sampled methylmercury, mercury, dissolved organic matter, nutrients, and ions at Smith Creek and Scotty Creek.&lt;p&gt;
This dataset can be downloaded at &lt;a href= " https://doi.org/10.25976/y9yi-no57 "&gt;https://doi.org/10.25976/y9yi-no57 &lt;/a&gt;
DOI: 10.5683/sp3/souadm
title: Volunteered Geographic Information Zotero Library

description: A Zotero library containing citations on Volunteered Geographic Information literature from 2007 to 2023.
description: Zotero
description: To use this dataset, need free citation software Zotero.
DOI: 10.5683/sp3/wvfkum
title: PPG Heart Rate Estimation Dataset

description: Dataset that supports the manuscript "Predicting Heart Rate Estimation Accuracy: Analysis of Photoplethysmography Sensor Measurements on Eight Anatomical Sites"
DOI: 10.5683/sp3/viyhwe
title: Replication Data for: Reproductive compatibility of two lines of Delia platura

description: Data and R script for the paper "Reproductive compatibility of two lines of Delia platura" published in Entomologia Experimentalis et Applicata
DOI: 10.5683/sp3/stpyw7
title: Open Data Consent and Privacy Survey

description: The dataset is from a survey of undergraduate students that measured engagement with the research participation consent process and attitudes and behaviours toward data privacy and security. The survey was conducted anonymously in 2023 using Qualtrics survey software.
DOI: 10.5683/sp3/wr78ml
title: Confianza institucional en America Latina - Institutional trust in Latin America

description: Cet ensemble de données est un sous-ensemble des données sur la confiance qui comprend uniquement les données sur l'Amérique Latine. Elles sont utilisées dans la thèse de Luis Pena Ibarra.


Cet ensemble de données comprend les fichiers de données relatifs aux données individuelles de tous les répondants aux sondages internationaux réalisés et publiés entre 1995 et 2022 en Amérique Latine, comprenant des données sur la confiance dans les institutions. Il comprend également des informations relatives à l’orientation idéologique des répondantes et des partis politiques au pouvoir. Il y a plusieurs fichiers: 1) un fichier général comprenant toutes les données combinées et harmonisées. 2) un fichier comprenant ces mêmes données mais uniquement pour les répondants qui ont répondu à au moins une question sur la confiance. Les trois fichiers suivants permettent de faire une analyse multiniveau à trois niveaux avec HLM, soit un fichier par niveau 3) un fichier au niveau des mesures (niveau 1), comprenant une ligne par réponse relative à la confiance, par répondant 4) un fichier comprenant uniquement les informations sur les répondants (niveau 2); 5) un fichier comprenant les informations sur les sondages - et donc sur les pays-années-sources de données (niveau 3). Tous les fichiers comprennent des identifiants pour le pays, l'année et la source des données. 

Este conjunto de datos incluye los archivos sobre los datos individuales de todos los individuos que respondieron a las encuestas realizadas y publicadas entre 1995 y 2021 en América Latina, incluyendo los datos sobre la confianza en las instituciones. Además, incluye información sobre la orientación ideológica de los individuos y de los partidos en el poder al momento de realizar la encuesta. Este conjunto incluye 1) un archivo general de todos los datos recogidos combinados y harmonizados 2) un archivo que incluye los mismos datos, pero solo para los encuestados que respondieron al menos una pregunta sobre la confianza en las instituciones. Los tres archivos permiten un análisis multinivel de tres niveles con HLM, es decir un archivo por nivel: 3) un archivo para el nivel de mesuras (nivel1), que incluye una linea por respuesta relacionada con la confianza institucional por entrevistado 4) un archivo que incluye solo la información sobre los encuestados (nivel 2); 5) un archivo que incluye información sobre las encuestas, es decir, país-año-fuente de datos (nivel 3). Todos los archivos incluyen los identificadores para el país y la fuente de datos.
description: SPSS, 29
DOI: 10.5683/sp3/kffoiz
title: University student perspectives on antimicrobial peptide use in farm animals

description: Growing awareness of antimicrobial resistance (AMR) in livestock production has led to
calls for the development of alternatives such as antimicrobial peptides (AMPs) that are also able to combat infectious diseases in farm animals. A critical step in the development of AMPs is to understand people’s perspectives towards this technology to avoid misalignment with societal expectations. The aim of this study was to investigate university student perspectives of AMPs applications in farm animals as alternatives to antibiotic use. We interviewed 20 university students and, using thematic analysis, identified six themes: 1) Initial knowledge, including knowledge of antibiotics and initial impressions of AMPs; 2) Human wellbeing, including the effects of food and animal health on public health, the importance of addressing AMR, and cost for farmers; 3) Animal welfare, including animal health, welfare, and production, and continuation of contentious farm practices; 4) Perceived naturalness of AMPs, including biocompatibility and comparing same and different species transfer of biological material; 5) Unforeseen consequences of AMPs, and the importance of researching unintended consequences of novel technologies; and 6) Public acceptance of AMPs, including trust and lack of awareness, and how AMPs might inspire new technology applications. In summary, participants viewed AMPs positively as an alternative to antibiotic use in farm animals to address AMR. However, key concerns centered around unintended harmful effects for food systems, public health and animal welfare, which may impact public acceptance of AMPs in animal agriculture.
DOI: 10.5683/sp3/clkzbl
title: Replication Data for "Response Shift Results of Quantitative Research Using Patient-Reported Outcome Measures"
title: A Meta-Regression Analysis

description: Documentation, data files, and code for meta-regression analysis of response shift results from longitudinal quantitative studies using patient-reported outcome measures
DOI: 10.5683/sp3/10nz20
title: Investigating Biochar Potential of a Cotton Shoddy Dust-Cotton Shred Blended Input

description: Through collaboration, Fanshawe College, Autoneum, Goodwill Industries, and the Institute for Chemical and Fuels from Alternate Resources (ICFAR) at Western University explored the possibility of creating a high-value biochar product from a combined feedstock of cotton shoddy dust and end- of-use textile shred. This investigation looked at three potential combinations: cotton shoddy dust combined with shred from 100% cotton textiles, from 80% cotton/20% polyester textiles, and from 50% cotton/50% polyester textiles.
description: This project brought together several organizations and institutions to explore waste reduction through the valorization of textiles and fibrous materials used as a feedstock for the production of biochar. Fanshawe College professors and researchers, Jennifer Wright and Cassie Hopper, and Goodwill Ontario Great Lakes have collaborated on an initiative to reduce textile waste by implementing a sorting and grading program that would better direct used textiles to appropriate streams for reuse (re-sale, re-manufacturing, or valorization). One category that cannot be sorted back into streams for re-sale or re-manufacturing are certain end-of-use textiles. The use of industrial shredders to break down these materials for alternative uses was explored, rather than send these textiles to the landfill.

Autoneum Canada Ltd manufactures a number of products, including engine encapsulations and engine covers, tufted and non-woven carpet systems and inner dashes, and underbody systems and heatshields, all designed to create increased comfort from reduced interior and exterior noise and heat. These products, particularly the carpet systems and underbody systems, involve cotton shoddy, sourced from several suppliers, and produce cotton shoddy “dust” as a waste product. As part of a corporate commitment to the environment, Autoneum seeks to reduce this non-hazardous waste by combining it with shredded cotton fibres created from end-of-use textiles as a feedstock for the production of biochar.

The Institute for Chemicals and Fuels from Alternative Resources (ICFAR) is a leading research institute within the Faculty of Engineering at Western University in the development of technologies and processes for the production of chemicals and fuels from alternative resources, with an emphasis in green engineering and environmental sustainability. Using a process called pyrolysis, waste products (such as cotton shoddy dust and cotton shred) can be transformed into a solid called biochar, which is recognized for its ability to act as an effective soil enhancement for agriculture. For this project, ICFAR’s activities were led by Dr. Franco Berruti, an NSERC Industrial Research Chair in “Thermochemical Conversion of Biomass and Waste to Bioindustrial Resources” who specializes in the conversion of biomass, residues, and wastes into value-added products.
DOI: 10.5683/sp3/3lwxhr
title: Supplemental Data for: Anderson localization transition in disordered hyperbolic lattices

description: This repository contains {8,3} and {8,8} hyperbolic lattices with periodic boundary condition (PBC clusters), which we constructed for the manuscript "Anderson localization transition in disordered hyperbolic lattices". Each file contains the adjacency matrix of a PBC cluster in the COO format. The filename indicates the tessellation, the optimal coherent sequence number, and the cluster number, which correspond to the PBC clusters described in Table S2 and S3 of the Supplemental Material of the manuscript. All data were generated using algorithms detailed in the Supplemental Material and implemented in GAP 4.11.1.
DOI: 10.5683/sp3/08lrkt
title: Ultraconserved element data for phylogenomic placement of the jumping spider genus Iranattus Prószyński, 1992 (Salticidae, Plexippini, Plexippina)

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;&lt;p&gt;The jumping spider genus &lt;em&gt;Iranattus&lt;/em&gt; Prószyński, 1992 has been placed in the Harmochirina based on morphology. We use phylogenomic evidence based on ultraconserved element  (UCE) data to show that it belongs instead in the subtribe Plexippina.&lt;/p&gt;
description: &lt;b&gt;Methods&lt;/b&gt;&lt;br /&gt;&lt;p&gt;We used target enrichment UCE sequencing, dual-indexed TruSeq-style libraries were prepared following methods used previously (e.g. Maddison et al. 2020b). Targeted enrichment using the RTA_v2 probeset (Zhang et al. 2023) was performed using the myBaits v. 4.01 protocol (Arbor Biosciences, &lt;https://arborbiosci.com/wp-content/uploads/2023/06/myBaits_Manual_v5.03.pdf&gt;). Libraries were sequenced on partial lanes of illumina NovaSeq 6000 S4 runs with 150-bp paired end reads.&lt;/p&gt;
&lt;p&gt;Raw demultiplexed reads were processed with PHYLUCE v. 1.6 (Faircloth 2016), quality control and adapter removal were performed with Illumiprocessor wrapper (Faircloth 2013), and assemblies were created with SPAdes v. 3.14.1 (Nurk et al. 2013) using options at default settings. The UCE loci were recovered using RTA_v2 probeset (Zhang et al. 2023). The recovered loci were aligned with MAFFT using L-INS-i option (Katoh and Standley 2013). The aligned UCE loci were then trimmed with Gblocks (Castresana 2000, Talavera and Castresana 2007) using –b1 0.5, –b2 0.7, –b3 8, –b4 8, –b5 0.4 setting and re-aligned with MAFFT using L-INS-i option within Mesquite v. 3.81 (Maddison and Maddison 2023b). As in the analysis of Maddison et al. (2020), suspected paralogous loci were deleted based on branch lengths in RAxML (Stamatakis 2014) inferred gene trees. Loci represented in fewer than 10 taxa total were deleted.&lt;/p&gt;
description: <b>Dryad version number:</b> 2
<b>Version status:</b> submitted
<b>Dryad curation status:</b> Published
<b>Sharing link:</b> http://datadryad.org/stash/dataset/doi:10.5061/dryad.ht76hdrpz
<b>Storage size:</b> 25244722
<b>Visibility:</b> public
DOI: 10.25934/pr00002247.0
title: Data Package for study.

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.5683/sp3/jvlq7j
title: Replication Data for: Decoding the Enigma of RNA-Protein Recognition: Quantum Chemical Insights into Arginine Fork Motifs

description: This dataset includes all the computational input and output geometries used in the analyses for the paper. They are provided in an effort to simplify reanalysis or comparison in accordance with the values of open science.
DOI: 10.5281/zenodo.15530879
title: The geometry of cortical sound processing in slow wave sleep

description: Data supporting the article Muller et al. 2025, https://doi.org/10.1002/advs.202509707
DOI: 10.5281/zenodo.15699514
title: The geometry of cortical sound processing in slow wave sleep

description: Data supporting the article Muller et al. 2025, https://doi.org/10.1002/advs.202509707
DOI: 10.5683/sp3/dmmo40
title: Replication Data for: Practice What You Preach: Complicating the relationship between Christian religious identity, abortion attitudes, and reported abortion experiences among Canadians

description: Open science data and code for Milmine, Lexie and Tina Fetner. "Practice What You Preach: Complicating the relationship between Christian religious identity, abortion attitudes, and reported abortion experiences among Canadians" forthcoming in Socius
DOI: 10.5683/sp3/uly7qj
title: Dataset for the study "Explaining adherence to physical activity and nutrition scenarios in post-treatment childhood cancer patients: A contrasted scenario-based approach using variables from the Theory of Planned Behavior"

description: Dataset for the study "Explaining adherence to physical activity and nutrition scenarios in post-treatment childhood cancer patients: A contrasted scenario-based approach using variables from the Theory of Planned Behavior"
DOI: 10.5683/sp3/hbbhro
title: Container image for: Reproduce to Validate: a Comprehensive Study on the Reproducibility of Economics Research

description: This repository contains an extract of the larger repository for the article "Reproduce to Validate: a Comprehensive Study on the Reproducibility of Economics Research", plus the archive of the container image associated with that article.
DOI: 10.5683/sp3/snhm2q
title: Replication Data for: Comparison of equivalent soil mass approaches to estimate soil organic carbon stocks under long-term tillage

description: The primary objective was to quantify and compare SOC concentration and stock in two contrasting tillage systems (NT with ZT system: NT/ZT; conventional, autumn plow tillage: CT) using FD and three ESM approaches (ESMcubic_spline, ESMlinear, and ESMnon_model).
DOI: 10.5683/sp3/geptw7
title: Canadian Internet Use Survey, 2022
title: CIUS 2022
title: Enquête canadienne sur l'utilisation d'Internet 2022

description: &lt;p&gt;The 2022 CIUS aims to measure the impact of digital technologies on the lives of Canadians. Information gathered will help to better understand how individuals use the Internet, including intensity of use, demand for online activities and online interactions. The CIUS examines, use of online government services, use of social networking websites or apps, smartphone use, digital skills, e-commerce, online work, and security, privacy and trust as it relates to the Internet.&lt;/p&gt; 
&lt;p&gt;The 2022 iteration has been updated to collect data on information sharing online, harmful content online, digital credentials, cryptocurrencies, Artificial Intelligence and working in the Gig Economy. The survey is built off the previous iterations of the CIUS conducted in 2018 and 2020.&lt;/p&gt;
description: Canadian Internet Use Survey
DOI: 10.5683/sp3/mvvp3m
title: PassiveSeis

description: &lt;h3&gt;Données synthétiques de sismiques passives dans un environnement minier&lt;/h3&gt;

Ces données ont été générées pour entrainer un réseau de neurones développé pour détercter des évènements sismiques. SeisCL a été utilisé pour générer les traces.
DOI: 10.5683/sp3/wxlfrd
title: Co-creating Housing Accessibility Priorities

description: Study Materials for the project Co-creating Accessible Housing Priorities funded by Accessibility Standards Canada/The Government of Canada and the Canadian Institutes of Health Research. The aim of this project was the development of priorities and actions to improve the state of research, policy, and practice related to accessible housing in Canada for persons with disability or with accessible housing needs. A modified Delphi approach with an expert cross-sectoral panel was used to gain convergence on a set of priorities for advancing the accessible housing field in Canada. This included circulating an anonymous pre-meeting survey (N=49) followed by an in-person planning meeting (N=45). From an initial list of 21 priorities, the expert panel at the in-person meeting identified three clusters of priorities, which included: 1) engaging with all levels of government to support accessible housing efforts; 2) developing educational resources to raise awareness about accessible housing, and creating services to facilitate locating and acquiring accessible housing; and 3) fostering meaningful engagement across key interest groups and sectors to find solutions to enact positive change in this space. The findings provide an initial roadmap for bringing greater cohesion to the accessible housing field, which will enable cross-sectoral partnerships and collective action towards informing the next generation of accessible housing standards, regulations and practices for people with accessible housing needs.
DOI: 10.5683/sp3/wz34bz
title: Replication data for: "Usefulness of differential somatic cell count for udder health monitoring: Diagnostic performance of somatic cell count, and differential somatic cell count for diagnosing of intramammary infections in dairy herds with automated milking systems""

description: This dataverse contains the replication data, the scripts used for analyses, and supplementary materials for the abovementioned article to be submitted to Journal of Dairy Science.
DOI: 10.5683/sp3/jrdou1
title: Replication Data for: Partial asynchrony of coniferous forest carbon sources and sinks at the intra-annual time scale.

description: Data description

This data collection includes the minimal datasets necessary to ensure the replicability of the results presented in the above-mentioned manuscript. Specifically:

• Xylogenesis, GPPfluxsat, and FluxNet fitting parameters report the parameters of each fitted curve and the point of maximum for each site, year, and species.
• An example R code is also available (Rcode_parametric_fitting_and_random_forest.txt) to demonstrate how the fitting was effectively carried out.
• The dataset includes fitting parameters for cambial activity and wood formation phenophases, as well as monthly averages for phenological observations on xylogenesis and raw data for xylogenesis.
• A file titled "Xylogenesis_site_info" provides a description of the wood formation sites, along with monthly averages of the number of cambial, enlarging, wall thickening, lignifying, and mature cells.
• Raw xylogenesis data are available under restricted access. Please consult the data policy for further information.

Data policy

The present data are available under the guidelines of the CC-BY-4.0 data usage license (Attribution 4.0 International - CC BY 4.0; https://creativecommons.org/licenses/by/4.0/). Users of the data should adhere to the following attribution guidelines for CC-BY-4.0:
• Cite the original paper that assembled and utilized this data, citing Silvestro et al. 2024.
• Provide the DOI of this data collection in the paper (DOI: …).

For access to the xylogenesis raw data, interested parties should first contact one of the following individuals:
• Roberto Silvestro, robertosilvestro91@gmail.com
• Sergio Rossi, srossi@uqac.ca
DOI: 10.5683/sp3/do2faq
title: Supplementary Table S2.1 to S2.8

description: Supplementary Table S2.1 to S2.8 (related to chapter 2). Full descriptions of the tables are available here: https://doi.org/10.1371/journal.pcbi.1010613