cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp3/aucfmc
title: Enquête sur la population active, septembre 2025 [Canada]
title: Labour Force Survey, September 2025 [Canada]
title: EPA septembre 2025

description: Les données de l'EPA sont utilisées pour produire le très connu taux de chômage ainsi que d'autre indicateurs de base du marché de travail tel que le taux d'emploi et le taux d'activité. En plus, l'EPA procure également des estimations de l'emploi selon l'industrie, la profession, les secteurs publics et privés, le nombre d'heures travaillées et davantage. Il est possible de croiser ces séries selon une variété de caractéristiques démographiques. Des estimations sont diffusées pour le Canada, les provinces, les territoires et pour plusieurs régions infraprovinciales. Pour les employés, des données sur les salaires, la couverture syndicale, la permanence de l'emploi et la taille de l'établissement sont également disponibles.
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Ces données sont utilisées par les différents paliers de gouvernements pour évaluer et planifier les programmes d'emploi au Canada. Les taux de chômage régionaux sont utilisés par Emploi et Développement social Canada pour déterminer l'admissibilité au régime d'assurance-emploi, de même que le niveau et la durée des prestations pour les personnes qui vivent à l'intérieur d'une région d'assurance-emploi donnée. Les données sont utilisées par les analystes du marché du travail, les économistes, les consultants, les planificateurs, les prévisionnistes ainsi que les universitaires et ce, autant du secteur public que privé.
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&lt;b&gt;Activité statistique&lt;/b&gt;
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Ensemble, quatre programmes statistiques brossent un portrait plus complet des événements actuels liés au marché du travail. Il s'agit de l'Enquête sur la population active (EPA), de l'Enquête sur l'emploi, la rémunération et les heures de travail (EERH), des Statistiques de l'assurance-emploi (SAE) et de l'Enquête sur les postes vacants et les salaires (EPVS). Chaque mois, l'EPA fournit des données actuelles sur le marché du travail, dont le taux de chômage, et une analyse démographique. Plus tard, le rapport de l'EERH présente des données plus détaillées sur l'emploi et la rémunération de l'industrie non agricole, et l'EPVS présente des données sur les indicateurs préliminaires sur les postes vacants. Les SAE fournissent beaucoup de détails sur les prestations d'assurance-emploi selon la région géographique, les caractéristiques sociodémographiques et la profession antérieure. Chaque trimestre, l'EPVS fournit des renseignements détaillés sur les postes vacants selon la profession et la région économique.
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description: Enquête sur la population active
DOI: 10.5683/sp3/z9qdi5
title: Replication Data and Code for: Tokenization and interconnectedness: a numerical exploration

description: The programs replicate tables and figures from “Tokenization and interconnectedness: a numerical exploration”, by Camera ang Gioffre'. Please see README.pdf for details
DOI: 10.5683/sp3/x0tkaf
title: NGS Pelorus Datasets

description: Technical validation of NGS Pelorus is demonstrated by employing real experimental datasets from three diverse microbiomes with broad environmental implications: 1) microbial influenced corrosion of metals, 2) marine cyanobacterial blooms, and 3) quality assurance for drinking water source microbiome monitoring.
DOI: 10.5683/sp3/u3nbgt
title: Replication Data and Code for: Divided We Fall: Differential Exposure to Geopolitical Fragmentation in Trade

description: The data and programs replicate tables and figures from "Divided We Fall: Differential Exposure to Geopolitical Fragmentation in Trade", by Hakobyan, Meleshchuk, and Zymek. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/dtaz1g
title: Supporting Information for "AminoacidDB: A liquid chromatography-tandem mass spectrometry-based toolkit for untargeted analysis of non-protein amino acids"

description: Raw LC-MS/MS files for method optimization, validation and proof-of-concept experiments for development of aminoacidDB, a free web-tool for putative identification of non-protein amino acids from mass spectrometry datasets. The tool is publicly available at https://aminoacidsdb.rs-dev.uvic.ca/.
DOI: 10.5683/sp3/alrwon
title: Snapshots of ice-free season dynamics in the near-shore water column of the northern Gulf of St. Lawrence, Canada

description: Data collected between May and October 2022, in the Sept-Îles region (Québec, Canada). Measurements were taken at 35 stations along the coast, using a Sea-Bird Electronics Conductivity–Temperature–Depth (CTD), equipped with two Seapoint sensors for turbidity and for fluorescence. 
The CTD provided direct measurements of temperature, salinity, turbidity, fluorescence, and photosynthetically active radiation; and derived additional parameters including practical and absolute salinity, density, specific volume anomaly, Brunt–Väisälä frequency (N²), Sigma-T, potential and conservative temperatures, Sigma-Theta, freezing temperature, and sound velocity.
DOI: 10.5683/sp3/ug9bwd
title: Replication Code for: Taxing Polluting Resources: Growth, Welfare, and Consumption Inequality

description: The programs replicate tables and figures from "Taxing Polluting Resources: Growth, Welfare, and Consumption Inequality", by Ken Tabata. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/mkrk8l
title: Search strategies for Severe asthma remission in adults / Stratégies de recherche sur la Rémission de l'asthme sévère chez l'adulte

description: This dataset contains the full MEDLINE (using the MEDALL segment, 1946-) and Embase (from 1974-) search strategies. These databases were searched without language restriction, all via Ovid. The search strategy used text words and database-appropriate controlled vocabulary (indexing) to retrieve publications on moderate to severe asthma remission in adults. We retrieved results published later than 2014, when another search had been done.

Ce jeu de données contient les stratégies de recherche complètes pour MEDALL (1946-) et Embase (1974-), toutes via Ovid. Nous avons cherché par mots-clés et par vocabulaire contrôllé propre à chaque base de données les concepts rémission, asthme modéré à sévère, et adulte. Nous n'avons pas mis une limite de langue, mais nous avons limité les résultats aux articles publiés après 2014, moment où une autre recherche a été faite.
DOI: 10.5683/sp3/umfb98
title: Replication Data and Code for: Pandemic disruptions in global supply chains: evidence on trade values and prices from French firms

description: The data and programs replicate tables and figures from "Pandemic disruptions in global supply chains: evidence on trade values and prices from French firms", by Brussevich, Papageorgiou, and Wibaux. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/lt1cae
title: Field-applicable low-intensity exercise induces bronchodilation in horses with severe asthma

description: Data set for ''Field-applicable low-intensity exercise induces bronchodilation in horses with severe asthma'' published in the Equine Veterinary Journal
DOI: 10.5683/sp3/h8c7ij
title: Replication Data for: Bimodal structural evolution of the mantle lithosphere and crust during continental shortening: Development of the Eurekan Orogen

description: For: Bimodal structural evolution of the mantle lithosphere and crust during continental shortening: Development of the Eurekan Orogen
DOI: 10.5683/sp3/kvsbeu
title: Replication Data for: Breed and Individual Variation in Win–Stay/Lose–Shift Behaviour and Perseverance for Food Rewards in Domestic Dogs (Canis familiaris)

description: Food-driven behaviours reflect how animals balance costs and benefits of obtaining food, a process shaped by underlying motivation and previous learning experiences. In domestic dogs, centuries of artificial selection resulted in marked variations in motivational and cognitive profiles across breeds and individuals. Yet, how these differences jointly influence behaviours in food-related contexts remains poorly understood.
Labrador Retrievers (n = 24) and German Shepherd Dogs (n = 24) completed (a) an object-choice task, assessing outcome-based behavioural strategies (win-stay/lose-shift), and (b) a hand-touch progressive-ratio (PR) task, measuring perseverance and willingness to work for food. Statistical models compared breeds and individuals while accounting for questionnair e-based measures of food motivation, impulsivity, frustration, and training history.
Labrador Retrievers reached higher PR breakpoints than German Shepherd Dogs, showing greater willingness to work for food. Higher breakpoints were also observed in dogs with advanced training experiences. Furthermore, dogs were less likely to shift after wins than after losses , suggesting that they adjusted their behaviour based on the outcome of their most recent choice. However, frustration tolerance modulated this pattern from typical win-stay/lose-shift responding.
Labrador Retrievers shifted more often than German Shepherd Dogs. However, Labradors’ shifting propensity was markedly modulated by their individual valuation of food, as dogs with higher food motivation scores favoured staying on previously rewarded choices. Furthermore, advanced training was associated with choice perseverance, reflected in higher win–stay, reduced lose–shift, and an increased likelihood of developing a side bias. 
Collectively, findings highlight both breed-specific and individual differences in food-driven behaviours of dogs.
DOI: 10.5683/sp3/mz0dim
title: Behavioural tactics across thermal gradients align with partial morphological divergence in brook charr

description: This study examines fine-scale thermoregulatory behavior in brook charr (Salvelinus fontinalis) using 3D acoustic telemetry in a dimictic lake. Individuals performed repeated diel forays between warm epilimnetic and cool hypolimnetic strata, with distinct temporal activity peaks around dawn and dusk. The frequency and intensity of epilimnetic excursions varied seasonally, closely tracking surface temperature dynamics. These results reveal flexible thermal foraging tactics that balance energetic gain and thermal constraints, highlighting behavioral plasticity as a mechanism of thermal adaptation in cold-water fish.
Full data and scripts are available.
DOI: 10.5683/sp3/emo8dv
title: Focus group discussion guide: Dairy farmers’ perception of barriers associated with the uptake of educational programs: A qualitative focus group study in Ontario, Canada

description: Discussion guide used to moderate five focus groups with Ontario dairy producers between July 2024 and October 2024 for the study: Dairy farmers’ perception of barriers associated with the uptake of educational programs: a qualitative focus group study in Ontario, Canada.
DOI: 10.5683/sp3/fbthnj
title: Focus group discussion guide: Dairy veterinarians’ perceptions of barriers to uptake of continuing education programs: A focus group study

description: Discussion guide used to moderate five focus groups with Canadian Bovine veterinarians between December 2024 and April 2025 for the study: Dairy veterinarians’ perceptions of barriers to uptake of continuing education programs: A focus group study.
DOI: 10.5683/sp3/5d6mqu
title: Where Are We On The Trail? 10 Calls to Action Five Years Later

description: In this recording, Elder Gùdia Johnson is honoured to use oral tradition and ancestral knowledge to open a scientific paper. In an era of Reconciliation and transformation in the research arena in Canada, Elder Gùdia asks researchers to work to rebalance power, center ancestral and Indigenous Knowledge, and reflect and advance on the original and new “Calls to Action for Natural Scientists in Canada.” Grounded in humility and respect, Elder Gùdia’s words challenge us all to work toward a better, more equitable future for Indigenous peoples.
DOI: 10.5683/sp3/8l9hqz
title: Replication Data for: Terrestrial emergence reflects lower thermal preferences in the mangrove rivulus (Kryptolebias marmoratus)

description: Many fishes exploit the terrestrial environment. Some of these amphibious species use it as an ecological release, others for feeding, while others use land to escape aquatic stressors. Another hypothesis is that amphibious fishes leave water to thermoregulate, but there is little corroborating data. One of the most intriguing fish that emerges onto land is the mangrove rivulus (Kryptolebias marmoratus), which can survive on land for up to 75 days. The mangrove rivulus emerges to escape from warm water and initially benefits from enhanced evaporative cooling on land. However, emergence imposes an immediate hypoxemia due to reduced gas exchange over the gills and an accumulation of CO2 that impairs Hb-O2 binding. In other ectothermic species, hypoxia is known to decrease thermal preference. Before physiological acclimation restores respiratory function, it is therefore plausible that fish that have emerged onto land will seek cooler temperatures beyond what is achieved by simple evaporative cooling. To test this idea, two strains of laboratory-raised mangrove rivulus were placed in a thermal gradient that provided the option of land and water to determine how their preferred temperature was informed by choice of the surrounding environment. We hypothesized that selecting land would be associated with anapyrexia, or a purposeful selection of lower temperatures. In trials where thermal gradients were provided in aquatic, terrestrial, or combined settings, mangrove rivulus selected cooler temperatures only when on land. These findings support the premise that terrestrial emergence serves an active thermoregulatory strategy.
DOI: 10.5683/sp3/rg0d5h
title: Development of a controlled laboratory model for studying compost bedded pack systems and microbial dynamics

description: This dataset contains 16S rRNA gene sequencing data derived from a compost bedded pack (CBP) model simulating the active composting layer. The model was developed using pack materials collected from four commercial CBP farms and maintained under standardized laboratory conditions to minimize environmental variability. The data represent microbial community composition and diversity under controlled composting conditions.
description: MicrobiomeAnalyst, 2.0
DOI: 10.5683/sp3/u42yxp
title: Video Abstract for The Theodorus Variation

description: In this video abstract, we talk about the Spiral of Theodorus, and its reversal.
DOI: 10.5683/sp3/xllmpy
title: Applications of Maple in Education

description: We discuss two examples of modeling common systems for heating, including the definitions of the thermal processes, block diagrams, modeling equations and simulation using Maple: Example A – Domestic Tapwater Boiler (20 mins); Example B – Electric Kitchen Oven (22 mins)
description: In: Proceedings of the Maple Conference 2024
DOI: 10.5683/sp3/t9auze
title: Leaf traits of dominant plants in northern fescue grasslands in Riding Mountain National Park

description: Leaf trait measurements of dominant plants of northern fescue grasslands in Riding Mountain National Park (Manitoba, Canada). Trait measurements were collected from naturally growing populations and relate to the leaf traits of dominant plants of northern fescue grasslands from historic vegetation inventories. Data serve to model changes in community trait composition of northern fescue grasslands following the removal of grazing from Riding Mountain National Park.
DOI: 10.5683/sp3/jc2pjr
title: Reproducible archive for the manuscript : "Beyond guilt: understanding tax evasion in a commonly non-compliant market"

description: Codes and raw data used to produce the figures and quantitative results presented in the associated manuscript. (Last update 2025-10-20)
DOI: 10.5683/sp3/yfzroi
title: Optical and molecular characterization of dissolved organic matter in the Saguenay Fjord (2023-2024)

description: The archived files contain 1) the R script to subtract the mass-to-charge ratios (m/z) of the blanks in the DOM samples, 2) the list of m/z detected in each DOM samples collected during the Horizon Glacé 2024 expedition, and 3) the intensities of the PARAFAC-validated components found in samples collected in summer 2023 and winter 2024 in the Saguenay fjord.
DOI: 10.5683/sp3/hs2tez
title: Replication Data and Code for: Language Skills and Labor Market Outcomes of Immigrants in Europe

description: The data and programs replicate tables and figures from "Language Skills and Labor Market Outcomes of Immigrants in Europe", by Aydemir and Girisken. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/pi7ywo
title: Global drivers of echolocating mammal species richness

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;&lt;p&gt;Echolocation provides a non-visual perception modality. The extensive diversity of echolocating mammal species is widely distributed across most global regions and latitudes, yet the factors determining their distribution remain unclear. These data incorporate echolocating and non-echolocating mammalian richness, as well as various climate and human activity data. This data can be used to explore the influence factors of echolocating species' global distribution.&lt;/p&gt;
description: <b>Dryad version number:</b> 3
<b>Version status:</b> submitted
<b>Dryad curation status:</b> Published
<b>Sharing link:</b> http://datadryad.org/dataset/doi:10.5061/dryad.pc866t233
<b>Storage size:</b> 823593304
<b>Visibility:</b> public
DOI: 10.5683/sp3/kiu3r6
title: Transitioning dairy cows to automatic milking: predictive effects of training on post transition AMS use

description: The transition to automatic milking systems (AMS) can be difficult for dairy cows, often requiring staff to fetch reluctant individuals. This study tested whether positive reinforcement training (PRT) could ease a herd-wide transition to AMS and whether individual training responses predicted later behavior in the AMS. A total of 181 lactating Holstein cows received either baseline training alone or baseline training preceded by PRT (n = 71 and n = 110, respectively). During PRT, cows were offered repeated opportunities to approach and enter the AMS, with grain used as an incentive. Progression during PRT was not mandatory; cows engaged at their own pace and at the end of each PRT session engagement was scored 1 (no interaction), 2 (partial investigation), or 3 (entry or walk-through). AMS visit behavior was monitored for 4 wk after AMS activation, with daily maximum interval between AMS visits serving as the primary outcome (as shorter intervals indicate a lower risk of fetching). We found no overall effect of treatment, but individual responses during PRT were predictive. Specifically, cows that achieved Step 2 (n = 50) and Step 3 (n = 54) during PRT later showed shorter maximum visit intervals (736.7 ± 21.0 min and 612.5 ± 20.8 min, respectively) compared to the 6 cows that remained at Step 1 (892.7 ± 63.8 min). Multiparous cows also had longer visit intervals than primiparous cows; however, regardless of parity, maximum visit intervals decreased over the 28 days we followed their behavior. These findings indicate that some cows struggle to learn to enter the AMS and suggest that these animals may benefit from targeted interventions during the transition.
DOI: 10.5683/sp3/ug2598
title: Dataset for "Unexpected land-surface warming following a low-to-moderate forcing hypothetical nuclear war"

description: CanESM simulations outputs that are needed to reproduce the main figures in "Unexpected land-surface warming following a low-to-moderate forcing hypothetical nuclear war". Refer to the manuscript for more details about the simulations.
DOI: 10.5683/sp3/1oyfwi
title: Replication Data for "Wood carbon fractions influence deadwood carbon stock estimates"

description: Dataset to support analyses in Ecosystems manuscript titled "Wood carbon fractions influence deadwood carbon stock estimates."
DOI: 10.5683/sp3/o6rzgj
title: Replication Data for: Variability in wood carbon concentrations influences our understanding of forest carbon stocks at national scales

description: Supporting data for analyses conducted in manuscript titled "Variability in wood carbon concentrations influences our understanding of forest carbon stocks at national scales."
DOI: 10.5683/sp3/o9pk5n
title: Supplemental data to: ChatGPT for mental health support: a cross-sectional survey of university students in Canada

description: Mental health challenges are a growing concern among university students, yet they continue to encounter barriers to traditional care, including stigma, cost, and limited availability. As artificial intelligence (AI) integrates into daily life, tools such as ChatGPT are increasingly used for emotional support, psychotherapy, and coping strategies. This cross-sectional survey was conducted among students at the University of British Columbia, to understand how university students perceive ChatGPT and other AI platforms as tools for mental health support.
DOI: 10.5683/sp3/ku7qvj
title: Source Data for: Impact of elevated temperature on immunity-related hormone signaling in tomato plants

description: This dataset contains the source data for panels used to construct Figures 1A to 1D in "Impact of elevated temperature on immunity-related hormone signaling in tomato plants" (microPublication Biology, 2025, &lt;a href="https://doi.org/10.17912/micropub.biology.001762"&gt;https://doi.org/10.17912/micropub.biology.001762&lt;/a&gt;). &lt;p&gt;&lt;p&gt;

Included is one Microsoft Excel file corresponding to Figure 1 in the paper, with each sheet corresponding to an individual panel. The generation of these data are described in full detail in the Methods and Reagents sections of the paper, which includes tomato plant growth, bacterial pathogen infection and gene expression analyses.
description: Microsoft Excel
DOI: 10.5683/sp3/877cgz
title: Predictive Coding of Reward in the Hippocampus

description: The dataset includes all data used in the paper “Predictive Coding of Reward in the Hippocampus.” It comprises recordings from 7 mice across a total of 181 sessions. Each session contains neuronal, behavioral, and task-related data.
DOI: 10.5683/sp3/vj6iiz
title: Replication Data and Code for: The Impact of After-School Care on Maternal Income: Evidence from Canadian Administrative Data

description: The data and programs replicate tables and figures from "The Impact of After-School Care on Maternal Income: Evidence from Canadian Administrative Data", by He, Renee, and Sayour. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/ar8scl
title: Mixed-Models Workflow

description: Contains benchmarked data for a mix-models collaborative PhIDO workflow, model composition detailed in the manuscript.