cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp3/iwsdax
title: Replication Data for: Performance-Based Liquefaction Analysis and Probabilistic Liquefaction Hazard Mapping using CPT Data within the Fraser River delta, Canada

description: ArcGIS Pro data layers (version 3.3.2) of additional liquefaction hazard mapping presented in Javanbakht et al. (2025). Performance-Based Liquefaction Analysis and Probabilistic Liquefaction Hazard Mapping using CPT Data within the Fraser River delta, Canada. Soil Dynamics and Earthquake Engineering, 189, 109101, https://doi.org/10.1016/j.soildyn.2024.109101.
DOI: 10.5683/sp3/yjd7ce
title: Bathymetric features of Ontario lakes from historical maps

description: Lake depth plays a crucial role in understanding large-scale biogeochemical processes. The thickness of the hypolimnion, influenced by lake depth, is a key factor in oxygen dynamics and carbon processing within lakes. Furthermore, lake depth impacts seasonal ice-off dates and CO2 emissions. Bathymetry shapes lake mixing dynamics, which in turn regulate methane (CH4) emissions and phosphorus release from sediments. Consequently, landscape-scale biogeochemical studies of lake-dominated regions require extensive and accurate bathymetric data.

In Canada, more than a million lakes remain without detailed bathymetric data. However, between the 1940s and 1990s, the Ontario Ministry of Natural Resources and Forestry produced bathymetric maps for over 11,000 lakes across Ontario. These maps have been scanned and are publicly accessible via Ontario's Open Data Portal (https://data.ontario.ca/dataset/historic-bathymetry-maps). From these historical maps, maximum depths were manually extracted and compiled into this dataset.

In addition to maximum depths, lake geometry has been derived using lake polygons provided by the National Hydro Network (NHN) from Natural Resources Canada https://open.canada.ca/data/en/dataset/a4b190fe-e090-4e6d-881e-b87956c07977). Morphometric metrics such as circularity, shoreline complexity, and relative depth were calculated from these polygons and the bathymetric data. This dataset offers a critical resource for understanding the geomorphological and biogeochemical dynamics of lakes across Ontario, Canada.
description: Contains information licensed under the Open Government Licence – Ontario
https://www.ontario.ca/page/open-government-licence-ontario
DOI: 10.5683/sp3/hsq9lb
title: Success Rates for Retrieving Content from Digital Media Carriers

description: content retrieval success rates for 5171 digital media carriers. 

Headers include: 

MEDIAFORMAT: Media type, e.g. 5.25 = 5.25" floppy disk. 
ESTIMATED-AGE: Year media was written. 
DATE-IMAGED: Year access and imaging was attempted. 
MEDIA-AGE: Age of media in years, at date of access attempt. 
FSFORMAT: Filesystem Format, e.g. FAT12 or HFS. 
MAN/PUB: Binary indicator if media was published content or from a manuscript collection. 
COM/CON: Binary indicator if media was written commercially (e.g. commercially produced software) or by a consumer (e.g. media written on a home computer). 
SUCCESS Y/N: Binary indicator if media was successfully accessed. Success defined as individual files were retrieved and performed successfully on a screen.
DOI: 10.5683/sp3/z73fom
title: Evaluation of the “Resident as teacher” curriculum: a needs assessment in medical education at a large academic institution

description: Excel datasheet for survey answers
DOI: 10.5683/sp3/rmjh3j
title: Source Data for 2024 Plant Cell Env publication "Distinct profiles of plant immune resilience revealed by natural variation in warm temperature‐modulated disease resistance among Arabidopsis accessions"

description: &lt;p&gt;This dataset contains the Source Data for panels used to construct Figures 1 to 4 of the Rossi et al. (2024) publication in Plant, Cell and Environment (&lt;a href="https://doi.org/10.1111/pce.15098"&gt;https://doi.org/10.1111/pce.15098&lt;/a&gt;).&lt;/p&gt;

&lt;p&gt;Included are Excel files corresponding to each Figure and Supplementary Data in the paper, with each sheet corresponding to an individual panel. Raw photos for Figures 1b and 2b are also provided as PowerPoint files.&lt;/p&gt;

&lt;p&gt;The generation of these data are described in full detail in the Materials and Methods section (and corresponding Figure captions) of the paper, which includes in planta bacterial growth levels, plant disease symptom photos, gene expression analyses, DNA/protein sequence alignments and salicylic acid hormone measurements.&lt;/p&gt;
description: Microsoft Excel
description: Microsoft PowerPoint
DOI: 10.5683/sp3/cqtdon
title: Replication Data for: Autonomous year-round measurements of O3, CO, CH4 and N2O in the High Arctic with the Atmospheric Emitted Radiance Interferometer

description: This dataset contains vertical profiles and total columns of ozone, carbon monoxide, methane, and nitrous oxide, from 2008 to 2022, retrieved from the PEARL E-AERI (10 masl), located at Eureka, Nunavut, Canada (80N, 86W). These data are used in 'Autonomous year-round measurements of O3, CO, CH4, and N2O in the High Arctic with the Atmospheric Emitted Radiance Interferometer" by Hung et al. (2025). There is one netCDF file for each trace gas, and each includes the following data variables: timestamp for each retrieval (time), total column (tcol), degrees of freedom of signal (dofs), vertical profile information as a wet air volume mixing ratio (vmr), final RMS residual for retrieval (rms), averaging kernel matrix, as a flattened 1D array (ak), a priori wet air VMR profile (ap_vmr), total retrieval error (err), pressure profile (P), temperature profile (T), and retrieval grid representing the midpoints of each layer in the model atmosphere (z).

Version 2 of the dataset has some clarifications and corrections to the V1 data files. The units for the vertical profile variables (vmr and ap_vmr) were updated to part/part, and the altitude of the instrument (10 masl) was added to the files. The data fields vmr and ap_vmr were identical for some periods in the V1 data, and the V1 CH4 data were mistakenly the same as N2O. Both of these errors have been corrected in the V2 data files.

Contacts: Joseph Hung (joseph.hung@mail.utoronto.ca), Kimberly Strong (strong@atmosp.physics.utoronto.ca)
DOI: 10.5683/sp3/fadqio
title: Metrics of conversational dynamics in task dialogue by native-Danish talkers across two studies

description: Metrics of conversational dynamics obtained from recordings of native-Danish talkers conducting a Diapix task.

One set of data is from young normal-hearing talkers speaking either in Danish (L1) or English (L2) in either quiet or a 70 dBA background noise.

The other set of data is from pairs of where one talker was young and normal hearing and the other was older and with loss. Conversations were conducted in quiet and four levels of background noise (60, 65, and 70 dBA).
DOI: 10.5683/sp3/tkh4wt
title: The effect of access to a well-resourced environment on dairy calves' cognition and affective states

description: This study aimed to explore the effect of environmental complexity on the ability of dairy calves to discriminate between conspecifics and on their sensitivity to reward. Calves were housed either in 1) pair housing for 22.5 h/d with 1.5 h of daily access to a well-resourced pen which included 3 other calves and physical devices (enriched calves, n=6 pairs) or 2) pair housing for 24 h/d (control calves, n=6 pairs). After 10 d of housing treatment, calves were trained to discriminate between 2 calves in a Y-maze over 20 d. Twelve of the 24 calves tested met the learning criterion and treatment did not affect the number of sessions needed to reach the learning criterion. Calves were then subjected to a Successive Negative Contrast test during which they were trained to approach a milk reward over 3 trials/day for 3 days. On the last training day, latencies of enriched calves increased over daily trials while control calves were faster and remained relatively consistent, suggesting a greater sensitivity to reward. Starting on day 4, the reward was reduced for the 5 following test days. On test days, calves’ latencies to reach the reward increased across daily trials but no effect of treatment or days was found. Our findings suggest that calves can discriminate among individuals but learning performance did not differ between treatments. Calves raised in standard pair housing showed increased sensitivity to reward, supporting they may experience a more negative emotional state in comparison to calves reared with temporary access to a well-resourced environment
DOI: 10.15151/esrf-es-2248511352
title: SAXS/WAXS Experiments on Oxidized Coals: Textural characterization by fractal analysis

description: We propose to carry out SAXS determinations for series of bituminous coals oxidized in air at temperatures of 473 and 543 K, as well for some chars and activated carbons obtained from them. SAXS techniques are powerful tools in order to obtain classical textural parameters as pore volume, pore size distribution or specific surface area. The fractal theory applied to textural studies is increasingly being used to assess structural properties of porous solids, complementing the findings provided by classical techniques as mercury intrusion porosimetry (MIP), helium pycnometry or gas adsorption. Fractal models have been developed to apply the fractal approach to the aforementioned techniques and also to SAXS experimental data. Additionally, SAXS may allow to detect closed porosity or pores not accessible to other textural analysis techniques.
DOI: 10.5683/sp3/gorqys
title: Three Network Models Representing Intermittent Water Supply Systems

description: Each file contains the data describing a water distribution network modified to represent an intermittent water supply system. The files also include citations for the original source for the network model and for the method used to adapt the network. 

Network model data are formatted as input files for the free simulation software EPANET 2.2. 

Network data can also be read using any text editor by changing the file extension from ".inp" to ".txt".
DOI: 10.15151/esrf-es-2248513560
title: The effects of stress on phase reaction progress and position in depth-temperature space: implications for seismically observable mantle dis

description: At nominal depths of 410 and 660km in the Earth, there are distinct changes in density and seismic wave speed. These features arise from phase changes in (Mg,Fe)2SiO4. At 410km olivine transforms to wadsleyite and at 510km into ringwoodite. At 610km ringwoodite dissociates to bridgmanite + ferropericlase. The depths of these two discontinuities varies laterally by a few 10s of km. This variation is often explained in terms of variations in temperature, water, or iron content in the mantle. However, these explanations are incomplete and are frequently invoked in contradictory ways for different parts of the Earth. An alternative hypothesis is that convection in the Earth’s mantle induces differential stress which may have a significant influence on the depth and reaction rate of the phase transition. We propose here to test this hypothesis by measuring the progress of phase transitions in (Mg,Fe)2SiO4 polymorphs and analogues under high and low stress conditions in the same experiment.
DOI: 10.5683/sp3/9ewvqg
title: Categorization

description: Summary of measure categorization including Matrix A and B for analysis
DOI: 10.5683/sp3/khrmcn
title: Data for content overlap analysis

description: Data for the content overlap analysis including: 
-R script adapted from Fried (2020) and Dass et al. (2024)
-R script for graphing heatmap
-raw data (Matrix A and B) for R analysis
DOI: 10.15151/esrf-es-2248514958
title: Analysing stacking disorder in KAg1-xAux(CN)2

description: The structures of a potassium- dicyanoargentate and dicyanoaurate solid solution are to be measured as a function of temperature in order to model the rearrangements between hexagonal and cubic type stacking sequences that occur in these phases. We will perform Rietveld fitting of the diffraction patterns using a stacking faulted supercell approach to properly determine the level and nature of stacking disorder as a function of composition and temperature. The family as a whole is an attractive system with which to explore mechanisms of chemical and thermal control over stacking complexity, which occurs in a wide range of systems and can influence fundamental chemical and mechanical properties. The advanced measurements provided by the ESRF and our advanced modelling will allow us to reveal structural features that are not well represented by conventional crystallographic paradigms.
DOI: 10.5683/sp3/6whgdl
title: Literature Search Terms

description: Search terms used for the database and manual literature search
DOI: 10.5281/zenodo.17657647
title: Respiratorische Synzytialvirusfälle in Deutschland

description: Im Datensatz "Respiratorische Synzytialvirusfälle in Deutschland" des Robert Koch-Instituts werden die Daten basierend auf Meldungen zu Infektionen mit dem Respiratorischen Synzytial-Virus (RSV) nach dem Infektionsschutzgesetz (IfSG) bereitgestellt. Darin enthalten sind Informationen auf Bundeslandebene zu Infektionen nach Falldefinition des Robert Koch-Instituts, differenziert nach Altersgruppen. Diese Daten dienen als Grundlage für epidemiologische Bewertungen und gesundheitspolitische Maßnahmen.
DOI: 10.5683/sp3/z1ozcf
title: The impact of COVID-19 on the health of physicians, nurses, and other health care workers [C19-HCW, study data contributed to the CITF Databank]

description: &lt;b&gt;Background:&lt;/b&gt; Healthcare workers are at high risk for infection from SARS-CoV-2 due to close contact on the front lines. Regardless of infection, these individuals are prone to impacts to their mental health. &lt;br&gt;

&lt;b&gt;Aims of the CITF study:&lt;/b&gt; The study aimed to determine the extent of participants that had antibodies to SARS-CoV-2 and understand the impact of risk factors on participants’ health during the pandemic. It also aimed to evaluate their mental health status and identify workplace practices and community supports that could be improved to increase safety and alleviate stress (Note: mental health data not shared with CITF Databank [1]). &lt;br&gt;

&lt;b&gt;Methods:&lt;/b&gt; Healthcare workers (physicians, nurses, health care aids, and personal support workers) across British Columbia, Alberta, Ontario, and Quebec were recruited into a cohort study via advertisements through professional organizations. Participants completed a screening interview and a baseline questionnaire. Participants who tested positive after their blood sample were placed into a nested cohort study. At follow-up visits every 3 months, blood samples were collected, and exposure questionnaires and mental health assessments were administered. A blood sample was also collected 4 months post-vaccine. &lt;br&gt;

&lt;b&gt;Contributed dataset contents:&lt;/b&gt; The datasets include 3005 participants who completed baseline questionnaires between April 2020 and November 2020. 87% of participants gave one or more blood samples for SARS-CoV-2 serology between September 2020 and June 2022 (in follow-up visits). Variables include data in the following areas of information: demographics (age, gender, race-ethnicity and indigeneity, province, occupation), general health (smokes; asthma, lung disease, or immune compromised diagnosis; height and weight; flu vaccine), and longitudinal follow-up for COVID infections (dates of positive PCR or RAT tests, hospitalization, outcome and scale for impact of infection on everyday life), SARS-CoV-2 vaccination, and serology. &lt;br&gt;

[1]: Please contact original study team for mental health data
description: See Data Access Portal (https://portal.citf.mcgill.ca/data-access-process)
DOI: 10.5281/zenodo.17657648
title: Laborbestätigte Influenzafälle in Deutschland

description: Im Datensatz "Laborbestätigte Influenzafälle in Deutschland" des Robert Koch-Instituts werden die Daten basierend auf Meldungen zu Infektionen mit dem Influenzavirus nach dem Infektionsschutzgesetz (IfSG) bereitgestellt. Darin enthalten sind Informationen auf Bundeslandebene zu Infektionen nach Falldefinition des Robert Koch-Instituts, differenziert nach Altersgruppen. Diese Daten dienen als Grundlage für epidemiologische Bewertungen und gesundheitspolitische Maßnahmen.
DOI: 10.5683/sp3/x8yk0s
title: Gaze and Eye Movement Data in Orthostatic Hypotension Study for Parkinson’s Patients

description: This dataset contains detailed eye-tracking measurements from patients with Parkinson’s disease (PD) who participated in a study on orthostatic hypotension (OH). Data were recorded as patients performed a series of gaze tasks, focusing on an object positioned first on the ceiling and then on the wall, repeating this process through three sequences of lying down and sitting up. The objective was to assess eye movement characteristics, gaze stability, and pupil dynamics under repeated orthostatic challenges. This study aims to investigate the relationship between PD, OH, and potential oculomotor and autonomic nervous system impairments.
DOI: 10.14469/hpc/15583
title: Triple-H with methanol, MN15L 6-311+G(d,p)/Lanl2dz, SCRF=methanol Reactant G = -4274.906651

description: Gaussian 16 (C01) calculation
DOI: 10.5683/sp3/2gkexw
title: Factors Influencing Learning Task Failure in the Domestic Dog (Canis lupus familiaris)

description: Dog cognition research often requires dogs to meet initial screening criteria and complete preliminary behavioural tasks to proceed with subsequent experimental task phases. Reasons for the excluded dogs’ inability to meet the criteria, especially in the absence of major procedural errors, remain uncertain, whether stemming from cognitive differences, lack of motivation for rewards, or lack of specific experiences in dogs’ learning history. Our objective was to identify predictors of failure, shedding light on potential differences between the populations of dogs typically studied in cognitive research and the general dog population.
A total of 150 pure-bred dogs performed a hand-touch learning task with their owners. The task consisted of different phases, each necessitating the dog to fulfill specific criteria before progressing to the subsequent phase. Inability to meet the specified task criteria led to failure. Binomial logistic regression was used to evaluate the probability of failure, incorporating dogs’ characteristics, training history, reward responsiveness, and impulsivity scores, along with factors specifying owners’ previous experiences with dogs as independent variables. 
Results indicated a higher likelihood of task failure associated with advancing age, lower food responsiveness scores, being a non-sporting dog, receiving non-food rewards in previous training, lack of familiarity with the hand-touch behaviour, along with the lack of dog training knowledge and a history of owning fewer dogs by the owner. Factors predicting task failure also varied between breed clades, with reward responsiveness being more influential in some clades, while training-related factors were more significant in others. This variation likely reflects breed-specific differences in learning profile and variations in responsiveness to external influences. Cognitive research may, therefore, be biased towards studying a certain group of dogs.
DOI: 10.15151/esrf-es-2284460683
title: Characterizing the magnetic dispersion of a Mn based transition metal dichalcogenides

description: We will measure the magnon dispersion in the transition metal dichalcogenide MnTe2 using Resonant Inelastic X-ray Scattering (RIXS). Mn-based dichalcogenides have attracted interest due to their magnetic behavior and potential for two-dimensional magnetism. Understanding their spin dynamics is essential to clarify the microscopic origin of the magnetic interactions. RIXS is particularly well-suited for this purpose, as it provides element-specific and momentum-resolved access to magnetic excitations. Measurements will be carried out below and above the Néel temperature (TN = 87 K) to follow the evolution of magnetic excitations across the antiferromagnetic to paramagnetic transition
DOI: 10.5683/sp3/zuzmcm
title: Dataset of Assessing Bicycle Helmet Protection for Head and Neck in E-Scooter Falls

description: This dataset was built from experimental tests of e-scooter crashes against a curb. Six e-scooter forward falls, induced by a curb collision at 20 km/h, were simulated in sled tests using a Hybrid III 50th percentile anthropomorphic test device, with and without a helmet. The curb was positioned either perpendicularly or at a 55° angle to the e-scooter's trajectory. The dataset includes head linear and rotational accelerations, upper neck loads (force and moment), chest and pelvis accelerations, chest deflection, as well as high-speed video of the crash tests and pre- and post-crash photos.
description: Authors would like to thank all personnel at DEKRA Crash Test Center in Neumünster, Germany, involved in designing and executing the crash tests.
DOI: 10.5683/sp3/vlu7lk
title: WildfireCanMMD- Multimedia Classification on user-generated content During Wildfires in Canada

description: We developed a taxonomy of frequently posted content during wildfires in Canada containing thirteen categories and introduced, WildFireCan-MMD, the first
Canadian-specific multimodal dataset containing 4,688
user-generated posts from X, posted during wildfires
in 2022, 2023 and 2024, and labeled based on the
developed taxonomy.

The singluar data file (WildFireCan-MMD_public) contains two columns where one is the tweet ID and the other is the assigned label.
DOI: 10.5683/sp3/qylj1l
title: Data for: Overwintering fires can occur in both peatlands and upland forests with varying ecological impacts

description: This dataset is original data from overwintering and single season fires in the Northwest Territories, Canada. It includes species-specific pre- and post-fire tree stem density estimates, stand structural data, and above and belowground combustion data for sites that burned in 2014 (single season fires), some of which continued to burn through the winter, reignite in the spring and reburn in the 2015 fire season (overwintering fires). In each region, we sampled adjacent overwintering and single-season burn sites. We used previous detections of overwintering fires based on satellite data and reports from fire managers to identify overwintering fires and increased the accuracy of overwintering fire locations using 30m Landsat imagery. Adjacent to these overwintering sites, we identified single-season burn sites from within portions of the 2014 fires that were unaffected by overwintering. The identified single-season sampling location was also evaluated on the ground to ensure comparability in site attributes identified to be important to post-fire outcomes such as pre-fire tree species composition and site drainage. Because all sampling was conducted by helicopter, where proximal overwintering fire sampling locations were environmentally similar, we used a shared single-season fire as the unburned contrast for efficiency in flight time. Data are provided for nine overwintering fire sites and six single-season fires sites. Accompanying data from Alaska (Walker and Mack. 2024 a,b,c) were included for analysis in the accompanying manuscript.
description: This is the manuscript associated with this dataset.
DOI: 10.5683/sp3/hm2i9a
title: Optimized structures for "Dinitroacetylene: Can it Be Made?"

description: Optimized structures (Gaussian output files) of all considered molecules for the manuscript "Dinitroacetylene: Can it Be Made?"