cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp3/fm2xau
title: Comparative responses of legume vs. non-legume tropical trees to biochar additions

description: This dataset contains growth and harvest data from a common garden experiment investigating the growth and morphometric responses of legume and non-legume tropical tree species to biochar amendments. The study examined the effects of wood-feedstock biochar applied at rates of 10 and 20 t/ha on sapling growth across four legume species (Acacia auriculiformis, Acacia mangium, Delonix regia, Pterocarpus santalinus) and four non-legume species (Eucalyptus alba, Melia azedarach, Swietenia macrophylla, Syzygium cumini).

The dataset includes measurements of growth parameters, morphological traits, and biomass accumulation under different biochar treatments. The associated manuscript is currently under review, and updates will be provided upon publication.
description: This dataset originates from a common garden experiment investigating the growth and morphometric responses of legume and non-legume tropical tree species to biochar amendments. The experiment analyzed the effects of wood-feedstock biochar applied at rates of 10 t/ha and 20 t/ha on the sapling growth of eight species:

 • Legume species: Acacia auriculiformis, Acacia mangium, Delonix regia, Pterocarpus santalinus
 • Non-legume species: Eucalyptus alba, Melia azedarach, Swietenia macrophylla, Syzygium cumini

The study collected growth data over time and harvest data at the end of the experiment, measuring plant morphometric traits, biomass accumulation, and soil parameters. The dataset is associated with a manuscript currently under peer review, and updates will be provided upon publication.

Files Included:
 1. Growth Data (Thomas_etal_2025_growth_data.txt)
 • Contains longitudinal measurements of tree growth parameters over time.
 • Data include:
 • pot_id: Identification number for the experimental pot
 • tree_id: Unique identifier for individual trees
 • day: Time point of measurement (days after planting)
 • tmt: Treatment category (control, 10 t/ha biochar, 20 t/ha biochar)
 • block: Experimental block for randomized design
 • species: Tree species code
 • family: Classification as legume or non-legume
 • diam_mm: Stem diameter (mm)
 • ht_cm: Tree height (cm)
 • no_br: Number of branches

2. Harvest Data (Thomas_etal_2025_harvest_data.txt)
 • Final biomass and soil chemistry data collected at the end of the experiment.
 • Data include:
 • tree_id: Unique identifier for individual trees
 • days: Total duration of the experiment (days)
 • tmt: Treatment category
 • dose: Biochar application rate (t/ha)
 • block: Experimental block
 • species: Tree species code
 • group: Classification as legume or non-legume
 • rootlen_cm: Root length (cm)
 • rootmass_g: Root biomass (g)
 • nodules: Number of nodules (for legumes)
 • stemwt_g: Stem biomass (g)
 • lfmass_g: Leaf biomass (g)
 • SLA: Specific leaf area (cm²/g)
 • agmass_g: Aboveground biomass (g)
 • totmass_g: Total biomass (g)
 • root_frac, stem_frac, leaf_frac: Biomass allocation fractions
 • nodperrtg: Nodule count per root gram
 • pH, total_N, OM, K, P: Soil chemical properties
DOI: 10.5683/sp3/te8xpn
title: Data from: Genomic vulnerability of a sentinel mammal under climate change

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;&lt;p&gt;Climate change poses a significant threat to biodiversity, particularly in alpine ecosystems where species have already undergone elevational range shifts. Genomics can be used to estimate the adaptive potential of species, as well as the shift in adaptive genomic composition necessary for populations to adjust to climate change (&lt;em&gt;e.g.&lt;/em&gt; genomic offset). Here, we investigated patterns of climate-mediated adaptive genetic variation and predicted the degree of genomic offset under multiple climate change scenarios for a sentinel alpine mammal, the American pika (&lt;em&gt;Ochotona princeps&lt;/em&gt;). We collected genome-wide data (29,709 SNPs) from 363 individuals spanning the entire range in western North America and employed genotype-environment association analyses to identify 938 robust outlier SNPs, several of which were linked to genes previously associated with high elevation and hypoxia responses in various pika species (Ochotonidae). Adaptive genomic variation was most strongly influenced by mean warmest month temperature, followed by precipitation of the coldest quarter. Spatial patterns of genomic offset were heterogeneous, significantly predicted by levels of adaptive genetic variation, elevation and latitude. Sites within the Northern Rocky Mountains exhibited the highest genomic offset under projected climate change despite possessing high levels of adaptive genetic variation. As such, while our study provides an example of how genomic data can be used to explore the potential consequences of climate change, it further highlights the need for careful consideration of genomic offset values within their proper ecological context.&lt;/p&gt;
description: &lt;b&gt;Methods&lt;/b&gt;&lt;br /&gt;&lt;p&gt;VCF: folder of VCF files of the full dataset used for outlier detection (363_29709.vcf), the robust outlier dataset of 924 SNPs (363_924.recode.vcf), and the shuffled dataset of 924 robust outlier SNPs (363_924_shuffled.vcf)&lt;/p&gt;
&lt;p&gt;indv_info_update.txt: Text file of individual metadata used in R analyses&lt;/p&gt;
&lt;p&gt;site_info.txt: Text file of site metadata used in the R analyses&lt;/p&gt;
&lt;p&gt;Rcode_SchmidtRussello: R code used for data analysis &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.jsxksn0m4
<b>Storage size:</b> 2638955
<b>Visibility:</b> public
DOI: 10.5683/sp3/1sqjn1
title: Replication Data and Code for: On the Role of the Zero Conditional Mean Assumption for Causal Inference in Linear Models

description: The programs replicate figures from "On the Role of the Zero Conditional Mean Assumption for Causal Inference in Linear Models", by Crudu, Knaus, Mellace, and Smits. Please see the ReadMe file for additional details.
description: This paper does not involve analysis of external data (i.e., no data are used or the only data are generated by the authors via simulation in their code)
DOI: 10.5683/sp3/0zyxdp
title: Replication Data for Robust β-Myrcene Block Copolymer Elastomeric Vitrimers

description: This dataset provides the raw data to the manuscript titled "Robust beta-Myrcene Block Copolymer Elastomeric Vitrimers". The first data set is the FTIR raw data in .csv format followed by GPC, NMR, indentation, rheology, DSC and TGA, swelling, SAXS in their respective formats (often in excel or css form).
DOI: 10.5683/sp3/nexju8
title: Data repository: Investigating emerging boulder impacts on snowpack ablation in Shár Shaw Tagà, Yukon, Canada

description: This study investigates the impacts of emergent boulders within a thinning snowpack and how it alters local snowmelt dynamics. It examines how exposed boulders influence the spatial and temporal patterns of snow ablation in the Shár Shaw Tagà Valley, Yukon, Canada. A multimethod approach, combining thermal infrared time-lapse imaging, drone-based photogrammetry, and terrestrial laser scanning, was employed to monitor snow surface temperature, elevation changes, and melt variability. This approach underscores the importance of comprehensive techniques in assessing the spatial and temporal variability of snow surface temperature and topography. Results indicate that boulders accelerate snowmelt in their vicinity during the ablation season, with snow surface thermal characteristics shaped by local terrain and meteorological conditions. The fastest rates of ablation occur during periods of mild weather with no precipitation. These findings highlight the role of boulders as micro-scale heat sources that can modify energy fluxes and influence broader melt patterns in subarctic alpine environments. Understanding these processes is essential for improving snowmelt modelling and predicting hydrological changes in mountain regions affected by climate change.
description: Matlab, 2023b
DOI: 10.5683/sp3/q6wyvg
title: How much evidence: a generated review of sources in UpToDate

description: How well are the treatment recommendations in UpToDate supported by evidence-based medicine studies? As with all such systems, there are gaps but these are often not recognized by medical learners. This report builds upon an AI-assisted topic review and discusses the implications for teachers, learners and researchers.
description: OLab
description: This reference may be linked to the author's account
description: Information about OLab4 is available at https://olab.ca

Information about OLab3 is available at https://openlabyrinth.ca
description: This zip file should contain a secondary zip file. The secondary zip file is Medbiq MVP formatted export of the scenario. It can be imported into an OLab4 or OpenLabyrinth v3 server for further editing on that server. If you do not see a zip file in this listing, the uploading author may have forgotten to create one. In this case, download all of the files that you see attached to this dataset and compress them into a single zip file, which you can then import into your OLab server.
DOI: 10.5683/sp3/gw4lsv
title: Sustainable Heating For Kuujjuaq Forum, Nunavik: Data Analysis And Development Of An Energy Model

description: This dataset is part of a research project on the Kuujjuaq Forum, a multi-activity building in Kuujjuaq (Nunavik). The first objective of this study was to analyze unprecedented energy consumption data for a building with a solar power generation system in subarctic conditions. The second objective was to develop an energy model to assess the feasibility, potential and benefits of a solar-assisted ground-coupled heat pump (SAGCHP) installation. The 'Forum_General_Information' folder contains Excel files detailing the building's heating oil consumption, mechanical equipment and operational information, pictures and simplified building plans. 'GHE_Sizing' folder contains an Excel file summarizing a list of GHE designs generated to supply different heat loads (air preheating, air terminal heating, and total ventilation heating). The 'TRNSYS_Model' folder includes TRNSYS files (.b18, .bld, .dck, etc.) of the building model, GHE model, and photovoltaic panels model, along with Excel files summarizing results such as annual heat loads profiles, solar production profiles, and a 25-year simulation of the GHE system. This folder also includes an analysis of SAGCHP performance. The 'Economic_and_GHG_Analysis' folder includes Excel files summarizing results on greenhouse gas (GHG) and energy cost savings and a 25-year economic analysis. In this folder, the Excel files 'analysis_eco_calculsheet' and 'analysis_eco_resultsheet' are called by the Python script 'NPC_sensibility_analysis_capex' (Python 3.12 version). All these documents were used to prepare the paper entitled 'Sustainable Heating For A Non-Residential Building In Kuujjuaq: Field Data Analysis And Development Of An Energy Model' (Thermo, MDPI, to be submitted).
DOI: 10.5683/sp3/np1msu
title: Metchosin District, 1858_2025

description: Georeferenced tif of &lt;i&gt;Metchosin District&lt;/i&gt; map on the coast of Vancouver Island bordered by the Esquimalt and Sooke Districts. Has sketches and relief shading to show land cover and land forms. There are numbered plots of land that correspond to a narrow table with more information about them. Named places and features include Parry Bay, William Head, Pedder Bay, Cape Calver, Bentinck Island, Christopher Point, Cape Church, Beecher Bay, Frazer Island, Smyth Head, Matheson Lake, Mount Matheson, Pedder Inlet, Montreuls Hill, Mount Blinkhorn, Lake Blinkhorn, Mount Helmeken, Mount Metchosin, Triangular Mountain, and Single Hill.
description: QGIS, 3.28
description: Land Title and Survey Authority of British Columbia: Early British Columbia Maps
https://vault.library.uvic.ca/collections/505a74f4-d7bf-44d2-a5d0-96b2c6ddf2a8
DOI: 10.5683/sp3/d3seqw
title: 1928_A227_0018_2024 air photo

description: Roll# A227 Photo# 0018 (1928)
description: 1:8,000
description: Canada NAPL
DOI: 10.5683/sp3/ppcj4n
title: Replication Data and Code for: Physical attractiveness, drug taking, and gender differences

description: The programs replicate tables and figures from "Physical attractiveness, drug taking, and gender differences," by Andy Chung and Junsen Zhang. Please see the ReadMe file for additional details.
description: The raw dataset cannot be shared to public because of the Terms of Use. The corresponding author may share the employed dataset with replicators, provided they are faculty, staff, or students at an ICPSR member institution. More details on the dataset can be found at README file.
DOI: 10.5683/sp3/gbtljv
title: Moderator Script Standardization in TTalk interactions

description: Overview, generated reports and proposal to study the effect of various types of scripted interactions between moderators, chat agents and SPs in TTalk scenarios
description: OLab
description: This zip file should contain a secondary zip file. The secondary zip file is Medbiq MVP formatted export of the scenario. It can be imported into an OLab4 or OpenLabyrinth v3 server for further editing on that server. If you do not see a zip file in this listing, the uploading author may have forgotten to create one. In this case, download all of the files that you see attached to this dataset and compress them into a single zip file, which you can then import into your OLab server.
description: Since 2012, this case has been played 442 times.
description: Information about OLab4 is available at https://olab.ca

Information about OLab3 is available at https://openlabyrinth.ca
DOI: 10.5683/sp3/xmnjaf
title: Andy - Clinic Day IPE Scenario

description: IPE pre-workshop case. For individual play, prior to group work.
Designed for active participation with Medicine, Nursing, Social Work, Resp Therapy, and Pharmacy. OT, PT, Dietary are passive participants at this point.
description: OLab
description: Since 2012, this case has been played 79046 times.
description: This zip file should contain a secondary zip file. The secondary zip file is Medbiq MVP formatted export of the scenario. It can be imported into an OLab4 or OpenLabyrinth v3 server for further editing on that server. If you do not see a zip file in this listing, the uploading author may have forgotten to create one. In this case, download all of the files that you see attached to this dataset and compress them into a single zip file, which you can then import into your OLab server.
description: Information about OLab4 is available at https://olab.ca

Information about OLab3 is available at https://openlabyrinth.ca
DOI: 10.5683/sp3/b7up5b
title: Scénario 87

description: Part of the Virtu-WIL project. See https://www.collegesinstitutes.ca/what-we-do/canadian-partnerships/virtu-wil/ for more details on this. Nursing case, post-operative complications. 

Lors de la simulation virtuelle suivante, vous interagirez avec des personnages et dans une situation basée sur des situations cliniques réelles. La simulation virtuelle favorise un environnement d'engagement actif dans un espace sécuritaire. En tant que créateurs de la simulation virtuelle, nous avons fait le maximum pour rendre la simulation aussi réelle que possible. Nous reconnaissons que certains aspects ne sont pas réalistes. En tant qu'apprenants, nous vous demandons de vous engager dans la simulation et de considérer les membres de l'équipe soignante ainsi que le patient et sa famille, comme étant réels. Votre engagement dans l’expérience de simulation virtuelle permettra d’optimiser vos apprentissages.
description: OLab
description: This zip file should contain a secondary zip file. The secondary zip file is Medbiq MVP formatted export of the scenario. It can be imported into an OLab4 or OpenLabyrinth v3 server for further editing on that server. If you do not see a zip file in this listing, the uploading author may have forgotten to create one. In this case, download all of the files that you see attached to this dataset and compress them into a single zip file, which you can then import into your OLab server.
description: Since 2012, this case has been played 121945 times.
description: Information about OLab4 is available at https://olab.ca

Information about OLab3 is available at https://openlabyrinth.ca
DOI: 10.15468/dl.dcanym
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Montanoa grandiflora"
 ]
}

 The dataset includes 171 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046897-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp3/aiahgw
title: Scénario 69_3

description: Lors de la simulation virtuelle suivante, vous interagirez avec des personnages et dans une situation basée sur des situations cliniques réelles. La simulation virtuelle favorise un environnement d'engagement actif dans un espace sécuritaire. En tant que créateurs de la simulation virtuelle, nous avons fait le maximum pour rendre la simulation aussi réelle que possible. Nous reconnaissons que certains aspects ne sont pas réalistes. En tant qu'apprenants, nous vous demandons de vous engager dans la simulation et de considérer les membres de l'équipe soignante ainsi que le patient et sa famille, comme étant réels. Votre engagement dans l’expérience de simulation virtuelle permettra d’optimiser vos apprentissages.
description: OLab
description: Since 2012, this case has been played 71813 times.
description: This zip file should contain a secondary zip file. The secondary zip file is Medbiq MVP formatted export of the scenario. It can be imported into an OLab4 or OpenLabyrinth v3 server for further editing on that server. If you do not see a zip file in this listing, the uploading author may have forgotten to create one. In this case, download all of the files that you see attached to this dataset and compress them into a single zip file, which you can then import into your OLab server.
description: Information about OLab4 is available at https://olab.ca

Information about OLab3 is available at https://openlabyrinth.ca
DOI: 10.5683/sp3/9gtync
title: Randomized pathways and controlled navigation

description: Test case to explore various ways of randomizing the presentation of a case or case series.
After the first node, the Links are randomized and can be reloaded. But reloads or use of the Back Button after this first step is flagged. 
Subject matter: cheating in medical schools
description: OLab
description: Since 2012, this case has been played 285 times.
description: Information about OLab4 is available at https://olab.ca

Information about OLab3 is available at https://openlabyrinth.ca
description: This zip file should contain a secondary zip file. The secondary zip file is Medbiq MVP formatted export of the scenario. It can be imported into an OLab4 or OpenLabyrinth v3 server for further editing on that server. If you do not see a zip file in this listing, the uploading author may have forgotten to create one. In this case, download all of the files that you see attached to this dataset and compress them into a single zip file, which you can then import into your OLab server.
DOI: 10.5683/sp3/xmotw0
title: Closed coalition front door with graffiti

description: Picture of the front door of Coalition, five months after its permanenet closure. Door has been painted with graffiti, a monster-like face
DOI: 10.5683/sp3/cpnti0
title: Coalition Extreme Noise Terror metal grindcore show

description: Dataset about attending a metal/punk show at Coalition, featuring Extreme Noise Terror from the UK, Napalm Raid from Halifaz, and Abyss from Toronto.
description: Images and video taken on iPhone.
DOI: 10.5683/sp3/nfmzme
title: FLiDAR and LiDAR data near Trial Island

description: The data files contain 10-minute mean measurement data (one file per day) from a FLiDAR and LiDAR near Trial Island. The FLiDAR files are indicated by the handle Wind10_1182, while the LiDAR files are indicated by the handle Wind10_793.
The files include header information in the 3rd row. The FLiDAR measures in the heights 12,40,60,80,100,120,130,140,150,180,200 m , while the LiDAR measures in the heights of 47,49,60,80,100,120,130,140,150,180,200 m above sea level.
DOI: 10.5683/sp3/sogfqf
title: Hydrological and geochemical data from thermokarst ponds in Tasiapik Valley, Nunavik, Québec, Canada

description: This dataset contains hydrological, geochemical, and meteorological data collected from thermokarst ponds in the Tasiapik Valley, Nunavik, Québec, Canada. It includes measurements of pond water chemistry, groundwater levels, meteorological conditions, and pond morphology. Data were collected using water sampling, water pressure loggers, a weather station, a differential GPS, and hydrogeological slug tests. Most data were obtained in July 2023, with some geochemical data from July 2022.
DOI: 10.5683/sp3/pcglcp
title: Aging of resting-state functional connectivity in amateur singers, instrumentalists and controls: the dataset

description: The objective of this study was to investigate resting-state functional connectivity (RSFC) aging patterns among singers, instrumentalists, and active controls, as well as the relationship between RSFC and cognitive performance using ICA. The sample (N=106) included 31 amateur singers (mean age 61.5 ± 16.9; 23–88 years, 20 females), 37 amateur instrumentalists (mean age 53.4 ± 18.3; 20–88 years, 11 females) and 38 non-musician active controls (mean age 54.6 ± 19.6; 20–87 years, 19 females). All participants underwent a hearing assessment (pure-tone thresholds), and a cognitive assessment including a test of working memory (digit span test), a test of inhibitory control and cognitive flexibility (Colour-word interference test) and a test of auditory selective attention (Test of attention in listening; TAiL), and a 10-minutes eyes-open resting-state fMRI session. Here we share the aggregated dataset that was used for group-level statistical analysis as well as all the analysis scripts. The original individual data cannot be shared because participants did not consent to individual data sharing at the time.
DOI: 10.15468/dl.k6yqdf
title: Occurrence Download

description: A dataset containing 2411 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 7.04731752917639",
 "DecimalLongitude is less than 7.05037708236079",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 2411 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046898-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.