cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp3/aig4xb
title: Evidence for ancient selective sweeps followed by differentiation among three species of Sphyrapicus sapsuckers

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;&lt;p&gt;Scripts and metadata associated with publication Evidence for ancient selective sweeps followed by differentiation among three species of &lt;em&gt;Sphyrapicus&lt;/em&gt; sapsuckers. Scripts detail the steps taken to process, align, and QC raw WGS reads, calculate differentiation statistics, and generate figures (maps, PCAs, Manhattan plots, scatter plots, phylogenetic trees, Genotype x Individual plots). Metadata for samples used in the analyses includes sample IDs, museum voucher IDs (where applicable), species, collection date and location, and sample sex. &lt;/p&gt;
description: <b>Dryad version number:</b> 1
<b>Version status:</b> submitted
<b>Dryad curation status:</b> Published
<b>Sharing link:</b> http://datadryad.org/dataset/doi:10.5061/dryad.rbnzs7hqs
<b>Storage size:</b> 329356696
<b>Visibility:</b> public
DOI: 10.57745/utczcq
title: liste_des_sites.csv

description: Cette feuille contient les projets agrivoltaïques recensés en France.
DOI: 10.57745/ycryyw
title: repartition_sur_le_territoire.csv

description: Cette feuille décrit la répartition des sites recensés sur le territoire. Un premier tableau décrit pour chaque département : le nombre de sites recensés, le nombre de sites actifs, le nombre de controverses ainsi que le pourcentage de sites controversés. Les mêmes informations à l’échelle de la région sont contenues dans un deuxième tableau.
DOI: 10.57745/za2flg
title: overview_AV_France.csv

description: Cette feuille contient le récapitulatif des données principales collectées dans la feuille « Liste des sites ». Les six tableaux qui y figurent décrivent respectivement : 
– Le nombre d’exploitations agrivoltaïques en France ;
– La surface des sites agrivoltaïques ;
– La production électrique des sites agrivotaïques ; 
– La production agricole des projets agrivoltaïques ;
– Les technologies des projets agrivoltaïques ;
– Des chiffres divers (nombre d’entreprises identifiées, d’agriculteurs impliqués, de controverses etc.).
Les sites "actifs" désignent les projets en exploitation, tandis que les sites "inactifs" regroupent les projets aux autres stades d'avancement (recherche prospective, en développement, projet rejeté, état inconnu...).
DOI: 10.5683/sp3/qjwjdo
title: Data for "Experimental Test of the Principle of Tomographic Locality"

description: This dataset contains the data from the "Experimental Test of the Principle of Tomographic Locality" experiment, which probed a two-photon setup using the framework of Generalized Probability Theories to test the principle of tomographic locality.
description: Wolfram Mathematica, 14.1
description: Python, 3.13.3
description: LabVIEW, Q3 2024
DOI: 10.57745/3pdqxg
title: developpeurs_PV.csv

description: Cette feuille contient des informations sur les développeurs photovoltaïques :
- Nom du développeur photovoltaïque.
- Site web 
- Nombre de projets recensés 
- Puissance installée totale (en MWc) de tous les projets portés par ce développeur et recensés dans la base de données.
- Surface totale de tous les projets (en ha) portés par ce développeur et recensés dans la base de données.
DOI: 10.57745/3pjo7k
title: readme.md

description: :unav
DOI: 10.57745/yjdq6p
title: readme.html

description: :unav
DOI: 10.5683/sp3/sg6y9m
title: Data for Conditioned Gaping Behaviour in Estradiol/Progesterone Treated Ovariectomized Female Rats

description: Gaping data
DOI: 10.17172/nomad/2025.11.20-1
title: NOMAD dataset: compressed 3-layer SnTe
DOI: 10.5683/sp3/4vx2yi
title: Data and code for: New outdoor experimental river facility to study river dynamics (article submission)

description: This dataset contains the data and code used to generate the figures and analyses for the manuscript “New Outdoor Experimental River Facility to Study River Dynamics”. The Outdoor Experimental River Facility (OERF) dataset includes (i) numerical compilations used for facility/natural-river comparisons, (ii) grain-size distributions and derived transport metrics, (iii) photogrammetric products (phase digital surface models) and derivatives used to quantify topographic change, (iv) velocity profile data from an acoustic Doppler velocimeter (ADV) near the inlet perturbation, and (v) text files that list source publications for the comparative facility figure.

Folder structure mirrors manuscript figure numbering:
• Fig01_outdoor_facility_publications – plain-text bibliographies used to compile published outdoor-facility examples. 
• Fig03_OERF_comparison – tabular datasets for natural rivers, indoor flumes, OERF envelope, and a MATLAB script to generate the synthetic OERF combinations. 
• Fig04_GSD – grain-size distribution (CDF/PDF) and derived series (Wilcock–Crowe transport per class, Rouse number). 
• Fig06_Physical_response – depth time series and digitized surface grain-size response across phases. 
• Fig07_DEM – phase digital surface models exported as .xyz (2 mm resolution; processed in PIX4D; 10 m flight altitude; GCP network measured with TS15 over GNSS-RTK benchmarks). 
• Fig08_velocity – ADV velocity profiles and summary streamwise statistics.
DOI: 10.5683/sp3/fhvqnj
title: Soil Dissolved Organic Matter Optical Properties

description: Soil samples were taken across a boreal forested watershed, in order to analyze the optical properties of soil dissolved organic matter (DOM), using absorbance and fluorescence. Such analysis could give a more thorough understanding into the molecular and chemical composition of the DOM, and its subsequent influence on surrounding systems. Water extractable organic matter (WEOM) was extracted from soil samples, and analyzed for dissolved organic carbon concentration (DOC) which describes DOM quantity, and optical indices and parallel factor analysis (PARAFAC) model components, used to describe DOM composition.
DOI: 10.5683/sp3/538nwv
title: RObotic WAlking for children who CAnnot WAlk: Feasibility and family impacts and perspectives of a family-led Intervention
title: Feasibility and family impacts and perspectives of a family-led Intervention
title: RoWaCaWa-Qualitative

description: This database summarizes the feasibility and family impacts data captured during the RoWaCaWa study. Much of the data in this dataset is restricted to protect participant privacy. If you require access to the restricted data please complete a data access request form.
DOI: 10.5683/sp3/rmiitu
title: Sepsis CoLab: Authorship and Publications Policy

description: This document outlines the Sepsis CoLab’s authorship and publication policy, including guidelines on acknowledging contributions, data availability statements, and referencing CoLab resources.
description: &lt;br /&gt;&lt;strong&gt;NOTE for restricted files:&lt;/strong&gt; If you are not yet a CoLab member, please complete our &lt;a href = "https://rc.bcchr.ca/redcap/surveys/?s=EDCYL7AC79"&gt;membership application survey&lt;/a&gt; to gain access to restricted files within 2 business days.
&lt;br /&gt;Some files may remain restricted to CoLab members. These files are deemed more sensitive by the file owner and are meant to be shared on a case-by-case basis. Please contact the CoLab coordinator at &lt;a href = mailto:sepsiscolab@bccchr.ca&gt;sepsiscolab@bcchr.ca&lt;/a&gt; or visit our &lt;a href = "https://wfpiccs.org/pediatric-sepsis-colab/"&gt;website&lt;/a&gt;.
DOI: 10.5683/sp3/d1hfr7
title: Stable Isotope Analysis of salmonids from Lake Huron

description: Poster presentation presented at the American Fisheries Society - Ontario Chapter Annual General Meeting.
DOI: 10.5683/sp3/80ters
title: Total Column Mixing Ratios of Carbon Dioxide, Methane and Carbon Monoxide from Toronto (UTSC)

description: These data are retrievals of column-average dry-air mole fractions of CO2, CH4, CO, and H2O (referred to as xco2, xch4, xco, xh2o) collected using a Bruker Optics EM27/SUN Fourier Transform Spectrometer (FTS) at the University of Toronto Scarborough Campus (UTSC; 43.784 N, 79.188 W). This is one of five sites in the Greater Toronto Area as part of long-term monitoring. The data were processed using GGG2020, which is also used by the Total Carbon Column Observing Network (TCCON). The retrieval algorithm uses a scaling profile retrieval in which a prior estimate of the atmospheric profile of trace gas concentrations is derived from a model. The relative concentrations between atmospheric layers (i.e., the profile shape) in the prior remains fixed and least squares methods are used to calculate a scaling factor for this profile that optimizes the fit to the measured spectra. The resulting scaled profile is then integrated to yield a total column-average dry-air mole fraction (more details in doi: 10.14291/tccon.ggg2014.documentation.R0/1221662). Quality filtering and post-processing methods are described by Mostafavi Pak et al., 2023 (doi: 10.5194/amt-16-1239-2023). In post-processing, an airmass dependent bias correction is applied, followed by an additive bias correction to bring all the EM27 instruments into agreement with a standard reference instrument, and finally a scaling factor is applied to correct to the WMO scale based on comparisons to AirCore measurements. Because of their geographic proximity, the retrievals for the four Toronto sites, excluding the remote northern site at CARE (see doi for sites below), used common prior profiles based on model data interpolated to 43.63N, 79.38W. This was done to minimize the impacts of using different priors when analyzing gradients across the city of Toronto, but the CARE site is too far from the other sites for this to be reasonably applied. 
Note that these are the observations collected with the instrument identified as "tb" and owned by the University of Toronto. Observations were continued at UTSC with an instrument owned by Environment and Climate Change Canada, and those data are published separately under doi: TBD. 

Sites and data doi:
University of Toronto St. George (UTSG; 43.661 N, 79.399 W) doi: 10.5683/SP3/WMQFDC.
Environment and Climate Change Canada, Downsview (DOW; 43.781 N, 79.468 W) doi: coming soon.
University of Toronto Scarborough (UTSC; 43.784 N, 79.188 W) doi: 10.5683/SP3/80TERS and coming soon.
University of Toronto Mississauga (UTM; 43.549 N, 79.662 W) doi: coming soon.
Centre for Atmospheric Research Experiments (CARE; 44.231 N, 79.783 W) doi: coming soon.
DOI: 10.5683/sp3/ziundk
title: Evaluation of PrEP Module

description: The present study aims to evaluate the impact of an educational intervention on primary care providers’ knowledge and confidence in HIV-related clinical practices, specifically those pertaining to HIV pre-exposure prophylaxis (PrEP). An online training module was developed to enhance providers’ competence in PrEP delivery. To assess the effectiveness of this intervention, a pre- and post-training evaluation was conducted to measure changes in participants’ knowledge and self-reported comfort with PrEP-related clinical care.
DOI: 10.15468/dl.esmg58
title: Occurrence Download

description: A dataset containing 3014 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 7.08403216738913",
 "DecimalLongitude is less than 7.08709172057352",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 3014 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046920-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp3/g50ukg
title: Data for PNAS - Yu - 2025

description: These data are for the publication in PNAS by Yu et al. 2025
DOI: 10.5683/sp3/va758g
title: Supplementary dataset: Raw genotypic data - Japanese plum

description: Raw fastq files and barcode file generated from Illumina Novaseq, on 200 genotypes of Japanese plum (Prunus salicina)
description: Preformed at Genome Quebec
description: Illumina
DOI: 10.5683/sp3/pjv2u8
title: Supplementary Materials to Language History Collection in Multilingual Clinical Practice

description: Supplementary Materials to Language History Collection in Multilingual Clinical Practice: A Qualitative Analysis of Public-Sector Clinical Perspectives
DOI: 10.5683/sp3/oax0np
title: Galapagos Farmer perspectives on bird ecosystem services and disservices and planting native trees

description: The dataset comes from field interviews conducted with 53 farmers on Santa Cruz Island, Galapagos to better understand farmers' perspectives on bird ecosystem (dis)services and willingness, motivations, and hesitations to planting native trees on their farms. The data is a mix of quantitative and qualitative questions.
description: The paper has been accepted but still needs to be published.
DOI: 10.5683/sp3/guhnkb
title: Dataset for Nanoplastic Particle Emissions from Plastic Smoldering Combustion

description: Data repository for data used in the paper "Nanoplastic Particle Emissions from Plastic Smoldering Combustion"
DOI: 10.5683/sp3/vsrr43
title: Data from Thomas et al. Comparative responses of legume vs. non-legume tropical trees to biochar additions

description: Data from: 
Comparative responses of legume vs. non-legume tropical trees to biochar additions
Sean C. Thomas, Md. Abdul Halim, Syed Tuhin Ali
PCI Forest and Wood Science
description: Data files include:
Growth data, final harvest data, and meta-analysis data

Analysis files include:
R code file
DOI: 10.5683/sp3/bdonde
title: Replication Data and Code for: Peer Effects at Work on Parental Leave: Why is Papa not more involved?

description: The data and programs replicate tables and figures from "Peer Effects at Work on Parental Leave: Why is Papa not more involved?", by Y. Diallo, and F. Lange. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/i1saud
title: Search strategies on genomics and sedative and analgesic (MSA) drugs in the ICU / Stratégies de recherche sur la génomique et les médicaments sédatifs et analgésiques aux soins intensifs

description: This dataset contains search strategies for MEDLINE All (Ovid), Embase (Ovid), CINAHL (EBSCOhost), and Web of Science (SCIe, ESCI, CPCI-S). When run in their respective database, these strategies retrieve articles on the concepts of pharmacogenomics, sedative and analgesic drugs, and intensive care. The number of results and search strategies for each database are indicated in the rtf file(s). / Ce jeu de données contient les stratégies de recherche pour MEDLINE All (Ovid), Embase (Ovid), CINAHL (EBSCOhost et Web of Science (SCIe, ESCI, CPCI-S). Quand on les exécute dans leurs bases de données respectives, ces stratégies repêchent les articles sur les concepts de la pharmacogénomique, les médicaments sédatifs et analgésiques et les soins intensifs. Le nombre de résultats et les stratégies de recherche pour chaque base de données sont indiqués dans le.s fichier.s rtf.
DOI: 10.5683/sp3/0rkrgh
title: Assessing the link between ontogenetic shifts in gill raker and diet composition of Arctic cod (Boreogadus saida) in the Canadian Beaufort Sea-Amundsen Gulf

description: Included herein are the data files used in the above study that links gill raker density in Arctic cod (Boreogadus saida) to diet and habitat preferences. There are three (3) datasets. The first lists the diet items observed in the stomachs of the sampled Arctic cod from the Beaufort Sea (sampled in 2019) - (ACdietitem_2024.csv). The second lists individual fish sizes and their gill raker numbers and density, along with the size of the items found in individual stomachs (AC_size_gr_dietsize.csv). Finally, the third dataset is the data that lists most of the other data as well, but also includes the Stable Isotope data of carbon (C), nitrogen (N), and sulfur (S), which are used in both traditional and Bayesian ellipse analyses. The data can be re-analysed using the scripts available on GitHub at: (to be determined).
DOI: 10.5683/sp3/kpasok
title: Search strategies on transitional care to adulthood and paediatric surgical specialties / Stratégies de recherche sur la transition des soins pédiatriques vers les soins pour adultes et les spécialités chirurgicales

description: This dataset contains search strategies for MEDLINE All (Ovid), Embase (Ovid), and CINAHL (EBSCOhost). When run in their respective databases, these strategies retrieve articles on the concepts of transitional care to adulthood and surgical specialties. The number of results and search strategies for each database are listed in the rtf file(s). / Ce jeu de données contient les stratégies de recherche pour MEDLINE All (Ovid), Embase (Ovid) et CINAHL (EBSCOhost). Quand on les exécute dans leurs bases de données respectives, ces stratégies repêchent les articles sur les concepts de la transition des soins pédiatriques vers les soins pour adultes et les spécialités chirurgicales. Le nombre de résultats et les stratégies de recherche pour chaque base de données sont indiqués dans le.s fichier.s rtf.
DOI: 10.5683/sp3/g5gx0r
title: Data from: A proof-of-concept experimental-theoretical model to predict pesticide resistance evolution

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;&lt;p&gt;Insecticide resistance poses a major challenge to sustainable agriculture, yet studying its evolution in laboratory settings is notoriously difficult due to challenges related to maintaining large populations of pest species. While theoretical models offer valuable predictions, an experimental system for validating insecticide resistance management strategies remains lacking. Here, we explore &lt;em&gt;C. elegans&lt;/em&gt; as a model organism for studying insecticide resistance evolution. We developed an &lt;em&gt;in silico&lt;/em&gt; population genetics model and tested its predictive power in laboratory experiments, comparing the computational predictions to experimental resistance selection dynamics. Two compounds with distinct modes of action were tested to assess the generalizability of this system across different resistance mechanisms. Our results showed that &lt;em&gt;in silico&lt;/em&gt; predictions generally resembled multigenerational &lt;em&gt;in vivo&lt;/em&gt; resistance selection outcomes, demonstrating the feasibility of integrating &lt;em&gt;in vivo&lt;/em&gt; and &lt;em&gt;in silico&lt;/em&gt; modelling approaches in resistance research. By bridging the gap between theoretical and empirical research, this framework paves the way for addressing a wide range of open questions in resistance management, permitting the development of better-informed and more effective resistance management strategies for the agricultural industry.&lt;/p&gt;
&lt;p&gt;The data archived here contains information relevant to the wild isolate chemical susceptibility screen, baseline dose-survival, and fitness data on PD4792, SR42, and JD608 strains, which were further characterised in this study, as well as the data on experimental microevolution of chemical resistance.&lt;/p&gt;
description: <b>Dryad version number:</b> 4
<b>Version status:</b> submitted
<b>Dryad curation status:</b> Published
<b>Sharing link:</b> http://datadryad.org/dataset/doi:10.5061/dryad.d7wm37qd1
<b>Storage size:</b> 2432775
<b>Visibility:</b> public
DOI: 10.5683/sp3/llcudx
title: Structural variants underlie parallel adaptation following global invasion

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;&lt;p&gt;Rapid adaptation during invasion has historically been considered limited and unpredictable. We leverage whole-genome sequencing of &gt;2600 plants across six continents to investigate the relative roles of colonization history and adaptation during the worldwide invasion of Trifolium repens. Introduced populations contain high levels of genetic variation with independent colonization histories evident on different continents. Five large structural variants on three chromosomes exist as standing genetic variation within the native range, and exhibit strong signatures of parallel climate-associated adaptation across continents. Common gardens in the native and introduced ranges demonstrate that three structural variants exhibit patterns of selection consistent with local adaptation across each range. Our results provide strong evidence that rapid and parallel adaptation during invasion is caused by large-effect structural variants introduced throughout the world.&lt;/p&gt;
description: &lt;b&gt;Methods&lt;/b&gt;&lt;br /&gt;&lt;p&gt;This dataset contains fitness data for 472 indviduals from four field common gardens located in the native and introduced ranges of Trifolium repens (white clover),  as described in the main text and methods of Battlay et al.. Briefly, seeds from 46 populations were collected along a latitudinal transect in North American by Lucas Albano and 47 populations were collected along a latitudinal transect in Western Europe by Simon Innes. Seeds from each of these populations were grown in a greenhouse refresher generation and crossed to other plants from the same population. The resulting lines were grown in four common gardens (Uppsula, Sweden; Montpellier, France; Mississauga, Canada; Lafayette, USA). The methods of Battlay et al. describes the fitness metrics measured for each individual. Tissue was taken for DNA extractions for each individual. Methods describing DNA extractions, library construction, and sequencing are described in the methods of Battlay et al..&lt;/p&gt;
description: <b>Dryad version number:</b> 4
<b>Version status:</b> submitted
<b>Dryad curation status:</b> Published
<b>Sharing link:</b> http://datadryad.org/dataset/doi:10.5061/dryad.dfn2z3593
<b>Storage size:</b> 45122
<b>Visibility:</b> public
DOI: 10.5683/sp3/tdaosm
title: Replication Data and Code for: “Tiger-Hunting” and Life Satisfaction: A Matter of Trust

description: The data and programs replicate tables and figures from "'Tiger-Hunting' and Life Satisfaction: A Matter of Trust", by Zhang, Howley, and Hetschko. Please see the ReadMe file for additional details.
The code in this replication package constructs the analysis files and produce all tables/figures except for Table A1 using Stata.
DOI: 10.5683/sp3/u4zsaz
title: Replication Data for Quantifying Water Vapor Residence Time: A Dynamical Constraint on the Response of the Global Water Cycle to Climate Change

description: We have developed novel passive tracers for calculating the water vapor age spectrum in an Eulerian model. Our method resolves the temporal and spatial variability of the water vapor age distribution, and allows us to calculate the age spectrum of the precipitating water as well. We have demonstrated our technique by implementing these tracers in the Isca modelling framework using a quasi-realistic configuration which we then perturb with global SST anomaly experiments. This data presents the first 2 moments of the water vapor age distribution, mean age of precipitation and other diagnostics from the model's control and +2K experiments.
DOI: 10.5683/sp3/0roesu
title: Replication data for : The influence of environmental conditions on the selection of spring migration routes by caribou

description: Data and R-code for the analyses of the manuscript titled "The influence of environmental conditions on the selection of spring migration routes by caribou" by Mac Hugh, Taillon, Leblond, Côté, Leclerc - Under review
DOI: 10.5683/sp3/w30idg
title: Species-environment relationships of coastal diatoms from the Sept-Îles region, Gulf of St-Lawrence (Québec, Canada)

description: Données utilisées pour la création du modèle de température décrit dans l'article "Species-environment relationships of coastal diatoms from the Sept-Îles region, Gulf of St-Lawrence (Québec, Canada)"