cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.14288/1.0377455
title: High resolution aerial imagery - 2 year old Douglas fir - Western redcedar reforestation, coastal BC

description: High resolution orthophotos of a 2 year old (E10) and a 1 year old (A50) reforestation with western redcedar and douglas fir seedlings and cuttings at UBC's Malcolm Knapp Research Forest. The final average ground sampling distance for E10 was 2.02cm and A050 was 2.33cm. The data was originally obtained to assess the impact of microsite conditions on the development of seedlings and cuttings in the first years after planting. Please contact us for additional information about the location of these research plots, as well as the trial design. The dataset includes Ortho and DSM files.
DOI: 10.14288/1.0377328
title: Replication Data for: Solitude experience publication

description: Data, scripts, and variable explanations
DOI: 10.14288/1.0314338
title: Public Attitudes to Housing Systems for Pregnant Pigs

description: Understanding concerns about the welfare of farm animals is important for the development of socially sustainable practices. This study reports findings from an online survey used to test how views on group versus stall housing for pregnant sows varied when Canadian and US participants were provided information about these systems including access to scientific papers, YouTube videos, Google images, and a frequently-asked-questions page. Results are reported in a paper under review by PLOS One. Initial responses and changes in responses after accessing the information were analyzed from Likert scores of 242 participants and from their written comments. Participants were less willing to accept the use of gestation stalls after viewing information on sow housing. Qualitative analysis of comments showed that supporters of gestation stalls expressed concern about the spread of disease and aggression between animals in less confined systems, whereas supporters of group housing placed more emphasis on the sow's ability to interact socially and perform natural behaviors. Support for both systems was also influenced by misperceptions, for example that group housing commonly contains straw bedding. The data provided give qualitative and quantitative responses to two questions regarding level of support for either housing system (before (referred to in data set as 257) and after (439) the provision of additional information), demographic data, qualitative data on unique comments authored by specific participants, as well as data on which comments participants voted on to support their position. Data is also shared regarding self-reports of which types of information participants accessed and how this affected their attitudes.
DOI: 10.14288/1.0319845
title: UBC Library Catalogue of Physical Materials

description: UBC Library catalogue of physical materials. Snapshot extracted from Voyager on the specified day. Excludes use of ebooks and ejournals. Please contact Jeremy Buhler at jeremy.buhler@ubc.ca if you have questions.
DOI: 10.14288/1.0319862
title: UBC Library LibQUAL Survey Results: User Perceptions of Library Service

description: &lt;p&gt;LibQUAL is a standardised survey instrument developed by the Association of Research Libraries (ARL) that measures user perceptions of library services. Libraries implement LibQUAL periodically to better understand user priorities and to monitor library performance relative to student and faculty expectations.&lt;/p&gt; &lt;p&gt; The survey questions focus on three service areas:&lt;/p&gt; &lt;ul&gt; &lt;li&gt;library collections and access&lt;/li&gt; &lt;li&gt; customer services&lt;/li&gt; &lt;li&gt; library physical spaces &lt;/li&gt; &lt;/ul&gt; &lt;p&gt;UBC Library has released LibQUAL data from 2007, 2010, and 2013. &lt;/p&gt; &lt;p&gt;Please contact Jeremy Buhler at jeremy.buhler@ubc.ca if you have questions. &lt;/p&gt;
DOI: 10.14288/1.0319868
title: UBC Library Public Service Interactions Reported in Desk Tracker

description: &lt;p&gt;UBC Library uses Desk Tracker software to record staff interactions with library patrons. Interactions are classified by type based on the nature of question and the effort and expertise required to respond. The question types used in this dataset can be mapped to the Association of Research Libraries' (ARL) definitions for &lt;em&gt;reference&lt;/em&gt; and &lt;em&gt;directional&lt;/em&gt; interactions:&lt;/p&gt; &lt;ul&gt;&lt;li&gt;&lt;b&gt;Reference&lt;/b&gt; (&lt;em&gt;Basic, Intermediate, Advanced,&lt;/em&gt; and &lt;em&gt;Comprehensive&lt;/em&gt; interaction types): "an information contact that involves the knowledge, use, recommendations, interpretation, or instruction in the use of one or more information sources by a member of the library staff."&lt;/li&gt; &lt;li&gt; &lt;b&gt;Directional&lt;/b&gt; (&lt;em&gt;Hardware/authentication&lt;/em&gt; and &lt;em&gt;Directional&lt;/em&gt; interaction types): "an information contact that facilitates the logistical use of the library and that does not involve the knowledge, use, recommendations, interpretation, or instruction in the use or creation of information sources other than those that describe the library, such as schedules, floor plans, and handbooks."&lt;/li&gt; &lt;/ul&gt; &lt;p&gt;Please contact Jeremy Buhler at jeremy.buhler@ubc.ca if you have questions. &lt;/p&gt;
DOI: 10.14288/1.0319887
title: UBC Library Circulation of Physical Items

description: &lt;p&gt;Circulation transaction records for all items with barcodes checked out during the report date range. Excludes use of ebooks and ejournals.&lt;/p&gt; &lt;p&gt;Please contact Jeremy Buhler at jeremy.buhler@ubc.ca if you have questions. &lt;/p&gt;
DOI: 10.14288/1.0314340
title: Perturbation Predictability Can Influence the Long-Latency Stretch Response

description: Perturbations applied to the upper limbs elicit short (M1: 25-50 ms) and long-latency (M2: 50-100 ms) responses in the stretched muscle. M1 is produced by a spinal reflex loop, while M2 receives contribution from a longer trans-cortical pathway and is susceptible to intention. Thus when the participant is asked to counteract the perturbation, M1 is usually unaffected while M2 increases in size. While many studies have examined modulation of M2 between passive and active conditions, through the use of constant foreperiods (interval between warning signal and a perturbation), it has also been shown that the magnitude of M2 response in a passive condition can change based on factors such as habituation and anticipation of perturbation delivery. To prevent anticipation of a perturbation, most studies have used variable foreperiods; however the range of possible foreperiod duration differs between experiments. The present study examined the influence of different variable foreperiods on modulation of the M2 response. Fifteen participants performed active and passive responses to a perturbation that stretched wrist flexors. Each block of trials had either a short (2.5-3.5 seconds; high predictability) or long (2.5-10 seconds; low predictability) variable foreperiod. As expected, no differences were found between any conditions for M1, while M2 was larger in the active rather than passive conditions. Interestingly, within the two passive conditions, the long variable foreperiods resulted in a larger M2 (p=.006) than the trials with short foreperiods. These results suggest that perturbation predictability, even when using a variable foreperiod, can influence excitability of the circuitry contributing to the long-latency stretch response.
DOI: 10.14288/1.0342356
title: Changing Childbirth in BC Dataset (Psychometric testing of MADM scale)

description: This minimum dataset includes variables reported in our publication entitled 'The Mother’s Autonomy in Decision Making (MADM) Scale: Patient-led development and psychometric testing of a new instrument to evaluate experience of maternity care' , published by PLOS ONE. &lt;p&gt;Secondary use of this data must be approved by an ethics committee/ institutional review board. Data is available in csv format and in SPSS (version 23). Please contact Saraswathi Vedam at saraswathi.vedam@ubc.ca or Kathrin Stoll at kstoll@alumni.ubc.ca if you would like access to the data. For your information, the original ethics application number at the University of British Columbia was H12-02418.
DOI: 10.14288/1.0377325
title: Whole genome sequencing and variant discovery in the ASPIRE autism spectrum disorder cohort

description: Supplementary files for the manuscript submission
DOI: 10.14288/1.0363296
title: Mapping integration of midwives across the United States: Impact on access, equity, and outcomes

description: Our multidisciplinary team of legal, clinician, and perinatal epidemiology experts designed a study to assess the effects of state regulation of midwives on patient access to high quality maternity care in the US. We developed a novel, weighted scoring system that ranks all 50 states and DC on level of midwifery integration, and then linked state scores to maternal and newborn outcomes. &lt;p&gt;In our study we demonstrate that greater integration of midwives is associated with significantly higher rates of physiologic birth outcomes, lower rates of obstetric interventions, and fewer adverse neonatal outcomes. Our new Midwifery Integration Scoring System provides an evidenced-informed tool that can identify barriers to effective health human resource allocation in maternity care, based on population-level health outcomes data. In the current context of the Sustainable Development Goals to facilitate equitable access to skilled maternity providers, we believe that our findings will be of great interest to your readers. &lt;p&gt;We uploaded the 1) Midwifery Integration Scoring System and 2) the data set that includes all data points needed to replicate the results presented in our paper. Most of the data is for the year 2014 and comes from the CDC. Other data sources are detailed in the publication and a short data dictionary will be uploaded soon.
DOI: 10.15468/dl.m4vhmz
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Drosophila suzukii (Matsumura, 1931)",
 "Year 2022-2025"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000451-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14288/1.0368671
title: Replication data for: Measuring the Dissipation Rate of Turbulent Kinetic Energy in Strongly Stratified, Low Energy Environments: A Case Study from the Arctic Ocean

description: Dissipation Rate (\epsilon, units: [W/kg]) of Turbulent Kinetic Energy, derived from microstructure measurements of velocity shear and temperature gradients. Shear and temperature-gradient turbulence spectra are also included, as are CTD measurements and key glider variables. All measurements are taken from a Slocum G2 ocean glider.
DOI: 10.14288/1.0377453
title: Data for: Net ecosystem carbon balance of a peat bog undergoing restoration: integrating CO2 and CH4 fluxes from eddy covariance and aquatic evasion with DOC drainage fluxes

description: Dataset contains measurements taken in Burns Bog, a wetland in the process of restoration (49º 7.761’N, 122º 59.095’W), from 15 June 2016 - 14 June 2017. File contains data on i) CO2 and CH4 fluxes measured by eddy covariance (EC), as well as meteorological measurements, ii) CO2 and CH4 concentrations and fluxes obtained by headspace equilibration iii) dissolved organic carbon (DOC) concentration and fluxes.
DOI: 10.14288/1.0319879
title: [Canada's Economic Action Plan], [March 2012]

description: Snapshot of data on Canada's Economic Action Plan (http://www.actionplan.gc.ca) from 13 March 2012. The data contain latitude/longitude points, descriptions, federal funding values and links to project websites and images.
DOI: 10.14288/1.0343408
title: Type 2 Innate Lymphocytes are Crucial for Anti-tumour Immunity and Their Adoptive Transfer is an Effective Immunotherapy Against Cancer

description: Type 2 innate lymphoid cells (ILC2) potentiate adaptive immune responses however whether they have a role in mediating cancer immunity has not been assessed. Here, we report that mice genetically lacking ILC2s have significantly increased tumour growth rates and higher frequency of circulating tumour cells (CTCs) and metastasis to distal organs. Our data supports the conclusions that tumour-infiltrating ILC2s help mediate tumour immune-surveillance by promoting adaptive T cells responses and that ILC2s play a hitherto undescribed role in controlling metastasis. Furthermore, we demonstrate that adoptive transfer of ILC2s mediates a dramatic regression in cancer growth. Therefore, the adoptive transfer of ILC2s provides a new immunotherapeutic approach with the potential to aid in the eradication of cancers.
DOI: 10.14288/1.0360718
title: Cross-Laboratory Analysis of Brain Cell Type Transcriptomes with Applications to Interpretation of Bulk Tissue Data

description: Establishing the molecular diversity of cell types is crucial for the study of the nervous system. We compiled a cross-laboratory database of mouse brain cell type-specific transcriptomes from 36 major cell types from across the mammalian brain using rigorously curated published data from pooled cell type microarray and single cell RNA-sequencing studies. We used these data to identify cell type-specific marker genes, discovering a substantial number of novel markers, many of which we validated using computational and experimental approaches. We further demonstrate that summarized expression of marker gene sets in bulk tissue data can be used to estimate the relative cell type abundance across samples. To facilitate use of this expanding resource, we provide a user-friendly web interface at Neuroexpresso.org.
DOI: 10.15468/dl.7td6v7
title: Occurrence Download

description: A dataset containing 4476 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección Biológica Universidad EAFIT"
 ]
}

 The dataset includes 4476 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000452-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14288/1.0377327
title: Figures data

description: Data for figures in nature communications
DOI: 10.14288/1.0373462
title: Systematic evaluation of isoform function in literature reports of alternative splicing

description: Systematic evaluation of splice isoform function to determine genes with functionally distinct splice isoforms based on experimental evidence. Framework and analysis of curation provided in the above preprint. The data are provided in two parts. First part is the PubMed IDs of all curated studies and their annotations based on our curation framework. Second, are the genes with literature evidence of functionally distinct splice isoforms, and further notes about functional distinctness.
DOI: 10.14288/1.0363894
title: Meta-analysis of kindling-induced gene expression changes in the rat hippocampus

description: Numerous studies have been performed to examine gene expression patterns in the rodent hippocampus in the kindling model of epilepsy. However, recent reviews of this literature have revealed limited agreement among studies. Because this conclusion was based on retrospective comparison of reported "hit lists" from individual studies, we hypothesized that re-analysis of the original expression data would help address this concern. In this paper, we reanalyzed four genome-wide expression studies of excitotoxin-induced kindling in rat and performed a statistical meta-analysis. The meta-analysis revealed over 800 genes which show significant change in expression 24 h after initial seizure induction, and 59 genes altered after 10 days. To evaluate our results in light of previous work, we assembled a reference list of genes formed from a consensus of the published literature. Our profiles include most of the genes in this reference list, and most of the additional genes are from pathways or biological processes previously recognized to be altered in kindling. In addition our results emphasized expression changes in lipid metabolism and protein degradation pathways. We conclude that a cautious re-analysis of published expression data can help illuminate genes and pathways underling kindling. Supplementary Material is available at http://www.chibi.ubc.ca/faculty/pavlidis/meta-analysis-of-brain-kindling/.
DOI: 10.14288/1.0377625
title: KielstraChauRichardson_Ecosphere

description: These data support Kielstra &lt;i&gt; et al.&lt;/i&gt;'s paper accepted in Ecosphere (Ecosphere ECS18-0794.R1; Manuscript title: Measuring function and structure of urban headwater streams with citizen scientists). Metadata to be updated as paper information becomes available.
DOI: 10.14288/1.0378543
title: Data set for: Metabolic activity affects response of single cells to a nutrient switch in structured populations

description: This dataset contains the data and Matlab scripts required to replicate all figures belonging to the article "Metabolic activity affects response of single cells to a nutrient switch in structured populations "
DOI: 10.17632/nw7yd5hvg3.1
title: Dataset_Influence of air density on the spatiotemporal variability in occurrence probability of wind erosion: a case study of the four sandy lands in eastern China

description: This dataset supports the study of the influence of air density on the spatiotemporal variability in the occurrence probability of wind erosion: with a case study of the four sandy lands in eastern China. The dataset contains seasonal and spatially resolved calculations of air density, wind speed, and wind erosion probability derived from meteorological station data and statistical modeling.

Specifically, the dataset includes:

1. Seasonal mean air density at meteorological stations within the interpolation region.
2. Input variables used for constructing the random forest model.
3. Calculation of threshold wind velocity.
4. Wind speed distribution parameters derived from the joint probability density functions (JPDFs) of air density and wind speed under different seasonal mean air density conditions.
5. Predicted wind speed distribution parameters for each pixel and the corresponding occurrence probability of wind erosion calculated by combining the threshold wind velocity.
6. Seasonal variation in the occurrence probability of wind erosion for each pixel.
7. Seasonal variation of maximum occurrence probability of wind erosion for each pixel and the corresponding season of the maximum value

The data are provided in structured folders with descriptive filenames. All variables are documented in the accompanying CSV files, and results are intended to support spatial analysis, model validation, and future environmental applications related to wind erosion under varying climate conditions.
DOI: 10.15468/dl.mcv72v
title: Occurrence Download

description: A dataset containing 1917 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hirundo rustica Linnaeus, 1758",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Country is France",
 "Year is greater than or equal to 2014",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 1917 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002234-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/78c67cbphw
title: From Sun-and-Beach to Cultural Tourism: Designing an Optimal Tourist Card for Gran Canaria Using a Stated Choice Experiment

description: This dataset accompanies the article "From sun-and-beach to cultural tourism: designing an optimal Destination Card for Gran Canaria using a Stated Choice Experiment." The study tests the hypothesis that tourists in Gran Canaria are willing to pay for a destination card that includes cultural attractions and public transport—particularly if the card is time-based. The data were collected via a face-to-face stated choice experiment with 117 tourists in Las Palmas de Gran Canaria. Respondents evaluated hypothetical destination card options described by attributes such as validity duration, number of included museums, and inclusion of public transport. The dataset contains individual socio-demographics, card preferences, and stated choices across several experimental scenarios. Model estimation was conducted using a mixed logit model implemented in R with the Apollo package (script included). Key findings show a strong preference for time-based cards with integrated public transport and museum access. Barriers to adoption include lack of awareness and perceived low value. The dataset (plain text), R code, and manuscript are provided to allow full reproducibility and further research on tourist behavior, demand-side evaluation of bundled tourism products, or discrete choice modeling more broadly.
DOI: 10.17632/78c67cbphw.1
title: From Sun-and-Beach to Cultural Tourism: Designing an Optimal Tourist Card for Gran Canaria Using a Stated Choice Experiment

description: This dataset accompanies the article "From sun-and-beach to cultural tourism: designing an optimal Destination Card for Gran Canaria using a Stated Choice Experiment." The study tests the hypothesis that tourists in Gran Canaria are willing to pay for a destination card that includes cultural attractions and public transport—particularly if the card is time-based. The data were collected via a face-to-face stated choice experiment with 117 tourists in Las Palmas de Gran Canaria. Respondents evaluated hypothetical destination card options described by attributes such as validity duration, number of included museums, and inclusion of public transport. The dataset contains individual socio-demographics, card preferences, and stated choices across several experimental scenarios. Model estimation was conducted using a mixed logit model implemented in R with the Apollo package (script included). Key findings show a strong preference for time-based cards with integrated public transport and museum access. Barriers to adoption include lack of awareness and perceived low value. The dataset (plain text), R code, and manuscript are provided to allow full reproducibility and further research on tourist behavior, demand-side evaluation of bundled tourism products, or discrete choice modeling more broadly.
DOI: 10.17632/zjypptprk6
title: Pre-service Teachers' Translingual Practices in South African High School English Classrooms
DOI: 10.17632/zjypptprk6.1
title: Pre-service Teachers' Translingual Practices in South African High School English Classrooms
DOI: 10.34965/i53227
title: 20244027
DOI: 10.34965/i53429
title: 20244040
DOI: 10.5281/zenodo.10407666
title: waldronlab/BugSigDBExports: Release v1.2.0

description: This repository contains data files exported from BugSigDB, a manually curated database of published microbial signatures.
DOI: 10.5281/zenodo.10627578
title: waldronlab/BugSigDBExports: Release v1.2.1

description: This repository contains data files exported from BugSigDB, a manually curated database of published microbial signatures.
DOI: 10.5281/zenodo.13997429
title: waldronlab/BugSigDBExports: Release v1.2.2

description: This repository contains data files exported from BugSigDB, a manually curated database of published microbial signatures.
DOI: 10.5281/zenodo.5606166
title: waldronlab/BugSigDBExports: Release v1.0.0

description: This repository contains data files exported from BugSigDB, a manually curated database of published microbial signatures.
DOI: 10.5281/zenodo.5819260
title: waldronlab/BugSigDBExports: Release v1.0.1

description: This repository contains data files exported from BugSigDB, a manually curated database of published microbial signatures.