cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17657578
title: Alma - Rencarnación - Vida despues de la Muerte

description: El texto desarrolla una ontología hermético‑informacional que conecta tradición filosófica clásica (Platón, Plotino, Hermetismo, Estoicos, Neoplatónicos) con marcos modernos (fenomenología, Bergson, Whitehead, Deleuze, estructuralismo) y teorías científicas contemporáneas (información, física cuántica, gravedad emergente, computación natural, neurociencia, cosmología).
DOI: 10.5683/sp3/vbr7ut
title: MVSMMP Map 07 Time-averaged shear-wave velocity of the top 30 meters (Vs30)

description: MVSMMP Map 07 showing the time-averaged shear-wave velocity (Vs) of the top 30 meters, Vs30, of western Metro Vancouver, British Columbia, Canada.
DOI: 10.5683/sp3/rnvwin
title: MVSMMP Map 08 Fundamental Site Period (T0)

description: MVSMMP Map 08 showing fundamental site period, T0 (in seconds), of western Metro Vancouver, British Columbia, Canada.
DOI: 10.5683/sp3/qxngtq
title: MVSMMP Map 09 Fundamental Period of Post-glacial Sediments (Tpg)

description: MVSMMP Map 09 showing fundamental period of post-glacial sediments, Tpg (in seconds), of western Metro Vancouver, British Columbia, Canada.
DOI: 10.5683/sp3/efd5ww
title: MVSMMP Map 10 Depth to a shear-wave velocity of 1.5 km/s (Z1.5)

description: MVSMMP Map 10 showing the depth to a shear-wave velocity (Vs) of 1.5 km/s, Z1.5 (in meters), of southwest British Columbia and northern Washington State. The Z1.5 depth values are taken from the 3D Community Velocity Model (CVM) of Molnar (2011).
DOI: 10.5683/sp3/3bywxs
title: MVSMMP Map 11 Depth to a shear-wave velocity of 2.2 km/s (Z2.2)

description: MVSMMP Map 11 showing depth (in meters) to a shear-wave velocity of 2.2 km/s, Z2.2, of southwest British Columbia and northern Washington State. The depths are obtained from the 3D Community Velocity Model of Molnar (2011).
DOI: 10.5683/sp3/2osvi0
title: MVSMMP Map 12 Seismic-induced Liquefaction Hazard Potential: 10% Probability of Exceedance in 50 Years or 475 Year Return Period

description: MVSMMP Map 12 showing seismic-induced liquefaction hazard potential corresponding to a 10% probability of exceedance in 50 years hazard level (or mean 475-year return period) of western Metro Vancouver, British Columbia, Canada.
DOI: 10.5683/sp3/x23a5d
title: MVSMMP Map 13 Seismic-Induced Liquefaction Hazard Potential: 2% Probability of Exceedance in 50 Years or 2475 Year Return Period

description: MVSMMP Map 13 showing seismic-induced liquefaction hazard potential at a 2% probability of exceedance in 50 years hazard level (or mean 2475-year return period) of western Metro Vancouver, British Columbia, Canada.
DOI: 10.5683/sp3/pyhoek
title: Replication Data for: Influence of lake volume on food web metrics in a freshwater fish assemblage

description: Stable isotope data and code used for statistical analysis in the journal article titled: "Influence of lake volume on food web metrics in a freshwater fish assemblage" under review in Canada Journal of Fisheries and Aquatic Sciences
DOI: 10.5683/sp3/5mzwbv
title: TruthEval: A Dataset to Evaluate LLM Truthfulness and Reliability

description: Large Language Model (LLM) evaluation is currently one of the most important areas of research, with existing benchmarks proving to be insufficient and not completely representative of LLMs' various capabilities. We present a curated collection of challenging statements on sensitive topics for LLM benchmarking called TruthEval. These statements were curated by hand and contain known truth values. The categories were chosen to distinguish LLMs' abilities from their stochastic nature. Details of collection method and use cases can be found in this paper: &lt;a href="https://arxiv.org/abs/2406.01855"&gt;TruthEval: A Dataset to Evaluate LLM Truthfulness and Reliability&lt;/a&gt;
DOI: 10.5683/sp3/umv269
title: Short-term grasslands in agriculture support both natural enemy and phytophagous arthropod populations

description: This is the raw data associated with the manuscript "Short-term grasslands in agriculture support both natural enemy and phytophagous arthropod populations", submitted for publication in the Journal of Applied Entomology. These data was also used as part of the MSc project titled "Impacts of semi-natural habitat restoration in agro-ecosystems on the diversity and abundance of pest and beneficial insects".
DOI: 10.5281/zenodo.17657271
title: Cuestionario del articulo Decisiones de entrada a mercados extranjeros y su influencia en la estrategia empresarial
DOI: 10.5281/zenodo.17657272
title: Cuestionario del articulo Decisiones de entrada a mercados extranjeros y su influencia en la estrategia empresarial
DOI: 10.5683/sp3/g2du0q
title: Supplemental data for: Tracking the microbial communities from the farm to the processing facility of a washed-rind cheese operation

description: Milk residue and the accompanying biofilm accumulation in milking systems can compromise the microbial quality of milk and the downstream processes of cheese production. Over a six-month study, the microbial ecosystems of milk, tap water and environmental swabs were cultured and sequenced to view the shared microbiota between the farm and the processing facility. Culture independent analysis of bacteria in milk, water and swab samples revealed a shared microbiota between the sample types of both facilities after sanitation. Amplicon sequence variants (ASVs) of the V3-V4 region of the 16S rRNA gene revealed that milk samples have a lower diversity than water or environmental swabs. Brevibacterium and Yaniella (both Actinobacteria) were observed in all sampling types. Further studies will include whole genome sequencing of Brevibacterium spp. isolates to determine their functionality and diversity within the system.
DOI: 10.5683/sp3/snrtxp
title: Supporting Data for: Catalytic Heaters at Oil and Gas Sites May be a Significant yet Overlooked Seasonal Source of Methane Emissions

description: Data to replicate Figure 2 and 3 in the published paper and additional figures and tables from the published .pdf Supporting Information file. This included measured species in the exhusts of all individually measured heaters; derived carbon conversion efficiency, methane destruction efficiency, methane emission rate, and emisison factor data; experimental results of sampled heat medium burners; equipment count survey results. Time history of the measured exhaust components of all heaters are also included.
DOI: 10.5683/sp3/szfezn
title: Replication data for: Comparing different formulations of Fiesta to determine application safety for turfgrass: Project G20-04A+B

description: This study compared liquid and soluble granular formulations of a well-known commercially recognized low-risk herbicide, Fiesta, at varying rates to assess the impacts on turfgrass quality and safety following application. Both projects compared formulations (liquid and soluble granules) of Fiesta at varying rates to determine application safety for turfgrass. Project A examined effects of the products on a 90% turf-type tall fescue/10% Kentucky bluegrass sward of turf. Project B examined effects of the products on a 3-way blend of 100% Kentucky Bluegrass sward of turf. Project results may be used for registration purposes and marketing in the Canadian market.
description: SAS, 9.4
description: Lyons' Lab Research Reports
DOI: 10.5683/sp3/17mnsp
title: Democracy Checkup, 2023 [Canada]
title: Bilan de la démocratie, 2022 [Canada]

description: Democracy Checkup surveys gather information about the opinions of Canadians when election campaigns are not activating their interest and/or partisan attitudes, and capture general public opinion about democratic values, public policies, and current issues.
description: Democracy Checkup
DOI: 10.5683/sp3/jgrin0
title: Soil Adsorption Curves and Environmental Soil Data

description: Data and code to reproduce the results from Chapters 4 - 5 of Matthew Davis' thesis.
DOI: 10.5683/sp3/dnjf8o
title: 2023 Alberta Election Study

description: This election study survey is based upon questions asked in the Canadian Election Study, but tailored for the Alberta context. It was conducted by the Consortium on Electoral Democracy (C-Dem).
description: Provincial and Territorial Election Study
DOI: 10.5683/sp3/m167pm
title: Experimental test of hybrid fitness change as a cause of species collapse following species invasion

description: With an experimental approach using mesocosms, we tested whether crayfish addition would alter the prey community structure in the environment, and whether this would change F1 hybrid fitness relative to pure Limnetic and Benthic threespine stickleback.
DOI: 10.5683/sp3/pe5hiu
title: ODRC data schema: Animal health events

description: This is a data schema created using &lt;a href="http://agrifooddatacanada.ca"&gt;Agri-food Data Canada's&lt;/a&gt; &lt;a href= "https://semanticengine.org"&gt; Semantic Engine &lt;a/&gt;. Data schemas describe data that are collected on an ongoing basis from research centres, and provide add-on documentation that enhances the value of raw data. This schema is used to organize and manage data related to health events for dairy cattle within the DairyComp Herd Management Software. It structures how health events are recorded in the DairyComp Herd Management Software, and enables the integration of health event records with other data such as milk production, breeding records, and preventive treatments. Data described in this schema is sample data, to request access to the related data, please visit the &lt;a href="https://odrcdata.uoguelph.ca"&gt; Ontario Dairy Research Centre Data Portal&lt;/a&gt;.
description: DairyComp Herd Management Software
description: Agri-food Data Canada's Semantic Engine
DOI: 10.5683/sp3/wt6lww
title: Biotic interactions promote local adaptation to soil in plants - Supplementary data

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;&lt;p&gt;Although different ecological factors shape adaptative evolution in natural habitats, we know little about how their interactions impact local adaptation. Here we used eight generations of experimental evolution with outcrossing &lt;em&gt;Brassica rapa&lt;/em&gt; plants as a model system, in eight treatment groups that varied in soil type, herbivory (with/without aphids), and pollination mode (hand- or bumblebee-pollination), to study how biotic interactions affect local adaptation to soil. First, we show that several plant traits evolved in response to biotic interactions in a soil-specific way. Second, using a reciprocal transplant experiment, we demonstrate that significant local adaptation to soil-type evolved in the “number of open flowers”, a trait used as a fitness proxy, but only in plants that evolved with herbivory and bee pollination. Whole genome re-sequencing of experimental lines revealed that biotic interactions caused a 10-fold increase in the number of SNPs across the genome with significant allele frequency change, and that alleles with opposite allele frequency change in different soil types (antagonistic pleiotropy) were most common in plants with an evolutionary history of herbivory and bee pollination. Our results demonstrate that the interaction with mutualists and antagonists can facilitate local adaptation to soil type through antagonistic pleiotropy. &lt;/p&gt;
description: &lt;b&gt;Methods&lt;/b&gt;&lt;br /&gt;&lt;p&gt;Plant, Brassica rapa, phenotype and genotype were measured. Samples result from a 8 generations experimental evolution where selective agents were different soils, herbivory and pollinators (Dorey and Schiestl 2024). Sample size for trait measurements was 36 per replicate, this was chosen according to previous studies, and values published in the literature (Gervasi and Schiestl 2017, Ramos and Schiestl 2020, Dorey and Schiestl 2024). For trait measurements and DNA extraction, we used all individuals if available (some plants lacked sufficient leaf tissue for DNA extraction).&lt;/p&gt;
description: <b>Dryad version number:</b> 6
<b>Version status:</b> submitted
<b>Dryad curation status:</b> Published
<b>Sharing link:</b> http://datadryad.org/stash/dataset/doi:10.5061/dryad.k98sf7mfm
<b>Storage size:</b> 699488
<b>Visibility:</b> public
DOI: 10.5683/sp3/bnfjxp
title: Coronary Circulation Enhances the Aerobic Performance of Wild Pacific Salmon

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;&lt;p&gt;Female Pacific salmon often experience higher mortality than males during their once-in-a-lifetime up-river spawning migration, particularly when exposed to secondary stressors (e.g. high temperatures). However, the underlying mechanisms remain unknown. One hypothesis is that female Pacific salmon hearts are more oxygen-limited than males and are less able to supply oxygen to the body’s tissues during this demanding migration. Notably, female hearts have higher coronary blood flow, which could indicate a greater reliance on this oxygen source. Oxygen limitations can develop from naturally occurring coronary blockages (i.e&lt;em&gt;.&lt;/em&gt;, coronary arteriosclerosis) found in mature salmon hearts. If female hearts rely more heavily on coronary blood flow but experience similar arteriosclerosis levels as males, they will have disproportionately impaired aerobic performance. To test this hypothesis, we measured resting (RMR) and maximum metabolic rate (MMR), aerobic scope (AS) and acute upper thermal tolerance in coho salmon (&lt;em&gt;Oncorhynchus kisutch&lt;/em&gt;) with an intact or artificially blocked coronary oxygen supply. We also assessed venous blood oxygen and chemistry (cortisol, ions, and metabolite concentrations) at different time intervals during recovery from exhaustive exercise. We found that coronary blockage impaired MMR, AS, and the partial pressure of oxygen in venous blood (PvO&lt;sub&gt;2&lt;/sub&gt;) during exercise recovery but did not differ between sexes. Coronary ligation lowered acute upper thermal tolerance by 1.1°C. Though we did not find evidence of enhanced female reliance on coronary supply, our findings highlight the importance of coronary blood supply for mature wild salmon, where migration success may be linked to cardiac performance, particularly during warm water conditions.&lt;/p&gt;
description: &lt;b&gt;Methods&lt;/b&gt;&lt;br /&gt;&lt;p&gt;Adult coho salmon (&lt;em&gt;Oncorhynchus kisutch&lt;/em&gt;) were collected at Chilliwack Hatchery, British Columbia, Canada and fish were held at Cultus Lake Laboratory for experiments. See publication for methodology details. &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/stash/dataset/doi:10.5061/dryad.1ns1rn91z
<b>Storage size:</b> 25612
<b>Visibility:</b> public
DOI: 10.5683/sp3/lzjurd
title: Data from: Forecasting animal distribution through individual habitat selection: Insights for population inference and transferable predictions

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;&lt;p&gt;Habitat selection models frequently use data collected from a small geographic area over a short window of time to extrapolate patterns of relative abundance to unobserved areas or periods of time. However, these types of models often poorly predict how animals will use habitat beyond the place and time of data collection because space-use behaviors vary between individuals and are context-dependent. Here, we present a modelling workflow to advance predictive distribution performance by explicitly accounting for individual variability in habitat selection behavior and dependence on environmental context. Using global positioning system (GPS) data collected from 238 individual pronghorn, (&lt;em&gt;Antilocapra americana&lt;/em&gt;), across 3 years in Utah, we combine individual-year-season-specific exponential habitat-selection models with weighted mixed-effects regressions to both draw inference about the drivers of habitat selection and predict space-use in areas/times where/when pronghorn were not monitored. We found a tremendous amount of variation in both the magnitude and direction of habitat selection behavior across seasons, but also across individuals, geographic regions, and years. We were able to attribute portions of this variation to season, movement strategy, sex, and regional variability in resources, conditions, and risks. We were also able to partition residual variation into inter- and intra-individual components. We then used the results to predict population-level, spatially and temporally dynamic, habitat-selection coefficients across Utah, resulting in a temporally dynamic map of pronghorn distribution at a 30x30m resolution but an extent of 220,000km2. We believe our transferable workflow can provide managers and researchers alike a way to turn limitations of traditional habitat selection models - variability in habitat selection - into a tool to understand and predict species-habitat associations across space and time.&lt;/p&gt;
description: <b>Dryad version number:</b> 5
<b>Version status:</b> submitted
<b>Dryad curation status:</b> Published
<b>Sharing link:</b> http://datadryad.org/stash/dataset/doi:10.5061/dryad.4f4qrfjmz
<b>Storage size:</b> 3075269
<b>Visibility:</b> public
DOI: 10.5683/sp3/g6pxm4
title: Data from: Investigation of heterotrophs reveals new insights in dinoflagellate evolution

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;&lt;p&gt;Dinoflagellates are diverse and ecologically important protists characterized by many morphological and molecular traits that set them apart from other eukaryotes. These features include, but are not limited to, massive genomes organized using bacterially-derived histone-like proteins (HLPs) and dinoflagellate viral nucleoproteins (DVNP) rather than histones, and a complex history of photobiology with many independent losses of photosynthesis, numerous cases of serial secondary and tertiary plastid gains, and the presence of horizontally acquired bacterial rhodopsins and type II RuBisCo. Elucidating how this all evolved depends on knowing the phylogenetic relationships between dinoflagellate lineages. Half of these species are heterotrophic, but existing molecular data is strongly biased toward the photosynthetic dinoflagellates due to their amenability to cultivation and prevalence in culture collections. These biases make it impossible to interpret the evolution of photosynthesis, but may also affect phylogenetic inferences that impact our understanding of character evolution. Here, we address this problem by isolating individual cells from the Salish Sea and using single cell, culture-free transcriptomics to expand molecular data for dinoflagellates to include 27 more heterotrophic taxa, resulting in a roughly balanced representation. Using these data, we performed a comprehensive search for proteins involved in chromatin packaging, plastid function, and photoactivity across all dinoflagellates. These searches reveal that 1) photosynthesis was lost at least 21 times, 2) two known types of HLP were horizontally acquired around the same time rather than sequentially as previously thought; 3) multiple rhodopsins are present across the dinoflagellates, acquired multiple times from different donors; 4) kleptoplastic species have nucleus-encoded genes for proteins targeted to their temporary plastids and they are derived from multiple lineages, and 5) warnowiids are the only heterotrophs that retain a whole photosystem, although some photosynthesis-related electron transport genes are widely retained in heterotrophs, likely as part of the iron-sulfur cluster pathway that persists in non-photosynthetic plastids.&lt;/p&gt;
description: <b>Dryad version number:</b> 7
<b>Version status:</b> submitted
<b>Dryad curation status:</b> Published
<b>Sharing link:</b> http://datadryad.org/stash/dataset/doi:10.5061/dryad.x95x69prq
<b>Storage size:</b> 215031036
<b>Visibility:</b> public
DOI: 10.5683/sp3/6ajsib
title: Épuration de données et régression linéaire | Data Cleaning and Linear Regression

description: &lt;p&gt;Ce tutoriel est conçu pour optimiser la préparation des données pour l'apprentissage automatique, avec un focus spécifique sur la prédiction des schémas de circulation des vélos en fonction des conditions météorologiques. Il comprend un résumé des objectifs d'apprentissage, une section spécifique qui décrit les exigences nécessaires pour compléter le tutoriel, et une section sur les pratiques recommandées pour la gestion des données de recherche (GDR). Le tutoriel utilise la régression linéaire, un modèle d'apprentissage automatique simple, pour faire des prédictions basées sur les données d'entrée. Les données proviennent des données de comptage des vélos d'Ottawa et des données météorologiques historiques.&lt;/p&gt;
&lt;p&gt;This tutorial is designed to optimize data preparation for machine learning, with a specific focus on predicting bike traffic patterns based on weather conditions. It includes a summary of the learning goals, a specific section that outlines the necessary requirements for completing the tutorial, and a section on the recommended practices for Research Data Management (RDM). The tutorial employs Linear Regression, a straightforward machine learning model, to make predictions based on the input data. The data is sourced from Ottawa’s bike count data and historical weather data.&lt;/p&gt;
DOI: 10.5683/sp3/2qztn3
title: Arbres de décision et forêts aléatoires | Decision Trees and Random Forests (DTRF)

description: Nous verrons dans ce tutoriel comment un algorithme d’arbre décisionnel permet de faire des prédictions. Ce tutoriel comporte trois carnets, chacun traitant d’une application différente des arbres décisionnels et de l’algorithme connexe de forêt aléatoire. Une forêt aléatoire est en fait un regroupement d’arbres décisionnels.
&lt;br&gt;&lt;/br&gt;
Dans le Carnet 1 - Arbres de décision, nous analyserons un jeu de données relatives aux iris, un genre de fleur regroupant environ 300 espèces de plantes de la famille des iridacées, très populaires dans les jardins, peu importe la zone thermique. Il s’agit de plusieurs espèces végétales dont l’identification manuelle prendrait beaucoup de temps. Nous souhaiterions donc générer un modèle qui nous aidera à prédire la classe à laquelle une iris appartient, en fonction de ses caractéristiques.
&lt;br&gt;&lt;/br&gt;
Dans le Carnet 2, nous élargirons le modèle d’arbre décisionnel au modèle de forêt aléatoire, qui regroupe en fait plusieurs arbres décisionnels traitant différents blocs de données. Le modèle cumule les résultats des différents arbres pour faire des prévisions plus précises, le résultat généré par la forêt aléatoire correspondant à la classe sélectionnée par le plus grand nombre d’arbres décisionnels.
&lt;br&gt;&lt;/br&gt;
Dans le carnet 3 nous verrons dans ce tutoriel comment les classificateurs à forêt aléatoire peuvent améliorer les prédictions face à des jeux de données bruitées alors que de simples modèles d’apprentissage-machine, comme celui de régression linéaire, ne sont pas à la hauteur. Comme jeu de données bruitées, nous utiliserons le jeu de données épurées dont nous nous sommes servis pour le tout premier tutoriel sur la préparation de données à des fins d’apprentissage-machine.

&lt;br&gt;&lt;br&gt;&lt;b&gt;This machine learning training&lt;/b&gt; explores the dual nature of Decision Trees, demonstrating a fascinating interplay between human intuition and mathematical optimization. It delves into how decision trees use simple, hierarchical branching based on key features, mirroring how our minds categorize objects using decisive traits. The training comprises three notebooks, each focusing on distinct applications of the Decision Tree and its associated Random Forest algorithm.
DOI: 10.5683/sp3/ntauqt
title: Machines à vecteurs de support (classificateurs à vaste marge) | Support vector machines

description: This machine learning training explores the power and versatility of Support Vector Machines (SVMs), a class of models that employ mathematical optimization to find maximum margin hyperplanes for classification. The training comprises four notebooks: Regularization, Kernels, Deeper Understanding, and Noise Reduction.