cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp3/nfgvxn
title: Study of the Epidemiology of COVID-19 in Teachers and Education Workers in Elementary and Secondary Schools in Ontario [CCS-2, study data contributed to the CITF Databank]

description: &lt;b&gt;Background:&lt;/b&gt; Many schools returned to hybrid or in-person learning in 2021 to optimize students’ education and mental health; however, the physical and mental health repercussions of this approach on education workers was not fully understood. &lt;br&gt;

 

&lt;b&gt;Aims of the CITF-funded study:&lt;/b&gt; The CCS-2 aimed to investigate 1) the prevalence of past exposure to SARS-CoV-2 and rate of exposure during the study period; 2) the effect of vaccination on antibody levels in vaccinated participants; 3) to identify stress factors and the psychological impacts of working during a pandemic. &lt;br&gt;

 

&lt;b&gt;Methods:&lt;/b&gt; This cohort study recruited teachers and other education workers employed by a school board in Ontario including educational assistants, principals, school office staff, custodians, librarians, and early childhood educators. Participants were recruited via social media. At enrolment, they were tested for SARS-CoV-2 antibodies and completed questionnaires about risk factors, past infections, and COVID-19 vaccination. They were followed for 14 months completing questionnaires about exposures every 10 weeks (randomly assigned weeks) and questionnaires about respiratory illnesses and COVID-19 vaccinations as needed. Dried blood spot samples were collected every 13 weeks and 30 days after each COVID vaccine dose to assess IgG antibody levels &lt;br&gt;

 

&lt;b&gt;Contributed dataset contents:&lt;/b&gt; The datasets include 3,426 participants who completed their baseline questionnaires between February 2021 and March 2022. 80% of participants (2,752) gave one or more blood samples for SARS-CoV-2 during this period (at baseline and follow-up). A total of 9,495 samples were collected. 3,087 participants have linked COVID-19 vaccine data. Variables include data in the following areas of information: demographics (age, gender, race, occupation), general health (smoke, other diseases, influenza vaccine), exposure risk factors (household, travel history), COVID-19 vaccines, and serology.
description: See Data Access Portal (https://portal.citf.mcgill.ca/data-access-process)
DOI: 10.5683/sp3/psdj94
title: Heuristic Deficits and Clinical Decision Making

description: Premise: That heuristic or System 1 Thinking is a crucial skill in primary care and that some clinicians demonstrate a Heuristics Deficit (HD), which can seriously affect their fitness for practice.
DOI: 10.5683/sp3/ue1sx9
title: Replication Data for: Sugar maple and red maple face-off: Which produces more sap and delivers the sweeter?

description: This dataset contains data releted to production, sap season phenology, and chemical charactiristics (i.e., Brix, pH, Conductivity, Osmolality, Glucose, Glucose, Fructose, Sucrose) for two sugar maple and two red maple during the sugar season 2023.
DOI: 10.5683/sp3/2yuxey
title: QURATIVE proposal review

description: A review of why the QURATIVE proposal to RCPSC was not successful and how future similar proposals could be improved. The underlying approaches using CT/CDC tracking data from the EMR. The use of RPDD method.
DOI: 10.5683/sp3/jzjtgg
title: MuViH: Multi-View Hand gesture dataset for hand and gesture recognition

description: &lt;b&gt;(ENGLISH)&lt;/b&gt; The Multi-View Hand gesture (MuViH) dataset comprises RGB-D images and annotations of participants performing various hand gestures in an industrial-type environment. Our aim is to provide a set of images tailored to the field of scene supervision and gesture recognition applied to interactive manufacturing processes using robotics. Compared to existing publicly available datasets, the MuViH dataset provides greater variability in the visual content: changing background according to camera viewpoint, variable viewing angle and distance to the scene, morphology of participants, occlusions caused by the robot or other equipment, participant's position, orientation and pose within the field of view. The data collection took place during the summer of 2023, at the Centre de technologies de fabrication en aérospatiale (CTFA) located in Montreal, Canada. In all, 17 individuals who participated in this activity agreed to be included in the dataset. All the acquisitions took place in a cobotic cell, i.e. an enclosed area containing an industrial robot. The file 'Overview_MuViH.md' provides more details on the dataset and how to access it. Also provided here are some sample images from the dataset and an illustration of the gesture dictionary. 
&lt;br&gt;&lt;/br&gt;
&lt;b&gt;(FRANÇAIS)&lt;/b&gt; L'ensemble de données Multi-View Hand gesture (MuViH) est constitué d'images RGB-D et d'annotations de participants effectuant divers gestes de la main dans un environnement de type industriel. Notre objectif est de fournir un ensemble d'images adaptées au domaine de la supervision de scènes et de la reconnaissance de gestes appliquées aux processus de fabrication interactifs utilisant la robotique. Comparé aux ensembles de données disponibles publiquement, l'ensemble de données MuViH offre une plus grande variabilité dans le contenu visuel : arrière-plan changeant selon le point de vue de la caméra, angle de vue et distance variables par rapport à la scène, morphologie des participants, occlusions causées par le robot ou d'autres équipements, position, orientation et pose du participant dans le champ de vision. La collecte de données a eu lieu durant l'été 2023, au Centre de technologies de fabrication en aérospatiale (CTFA) situé à Montréal, au Canada. Au total, 17 personnes ayant participé à cette activité ont consenti à être incluses dans le jeu de données. Toutes les acquisitions ont eu lieu dans une cellule cobotique, c'est-à-dire un espace clos contenant un robot industriel. Le fichier 'Overview_MuViH.md' fournit plus de détails sur le jeu de données et comment y accéder. Sont également fournis ici quelques exemples d'images tirées de l'ensemble des données et une illustration du dictionnaire des gestes.
description: Full dataset available upon request.
Terms of use of this dataset will be stipulated in a Data Transfer Agreement to be signed by the applicant's research institution and Polytechnique Montréal.
DOI: 10.5683/sp3/wec8pn
title: Methane fluxes from leaves and stems of five tree species (Acer saccharinum, Fraxinus nigra, Populus spp., Salix nigra and Ulmus americana) in the floodplain of Lake St-Pierre (Qc) and their functionnal traits

description: We measured leaf and stem methane fluxes of five tree species in the floodplain of Lake St-Pierre using the Licor Li-7810. Measurements were made in 6 blocks each divided in a 'high flood frequency' and a 'low flood frequency' plot in July 2023, October 2023 and July 2024. We also measured different environmental parameters (Soil humidity, temperature and conductivity; irradiance) and tree traits (tree diameter, wood and bark density, humidity and pH, leaf humidity, pH and stomatal conductance).
* Data are available on demand and will be publicly available once the paper will be published.
description: R Studio
description: Microsoft Excel
DOI: 10.5683/sp3/ntufaa
title: Dissolved barium concentration in the Canada Basin (2019-2021)

description: This file contains the dissolved barium concentration measured at 13 depths in the southern Canada Basin in 2019-2021.
DOI: 10.5683/sp3/ppz2wj
title: Replication Data and Code for: VancUber: The long-run effect of ride-hailing on public transportation, congestion, and traffic fatalities

description: This data and programs replicate tables and figures from "VancUber: The long-run effect of ride-hailing on public transportation, congestion, and traffic fatalities" by Cairncross, Hall, and Palsson. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/lkqegg
title: Virtual EMR materials

description: Based on BeeEMR, this is an archived dataset preserving the relevant materials and examples.
description: OLab
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.
description: Originally published on openlabyrinth.ca
DOI: 10.5683/sp3/magyrf
title: Search strategy for schizophrenia and intrusive thoughts

description: Ce jeu de données contient les stratégies de recherche pour les banques de données suivantes : MEDLINE (OVID), EMBASE (OVID), PsycINFO (OVID), Cochrane Central Register of Controlled Trials (OVID), CINAHL Complete (EBSCO), ClinicalTrials.gov, International Clinical Trials Registry Platform (ICTRP) et Google Scholar. Les concepts recherchés sont "schizophrénie" et "pensées intrusives".
DOI: 10.5683/sp3/cgyag8
title: Regional saltwater intrusion vulnerability mapping

description: Files in this dataset relate to the paper by LeRoux et al. (2025) published in Journal of Hydrology titled "Regional, physics-based saltwater intrusion vulnerability mapping along a continental coastline". See user guide file for more details.
DOI: 10.5683/sp3/m8x6sy
title: Schwa duration in Southern French

description: This dataset contains duration measurements for word-final schwa in Southern French. The data is drawn from one survey point in Douzens, a small village in the South-West of France, from the project "Phonologie du français contemporain" (PFC).
DOI: 10.5683/sp3/3ak0ur
title: Teaching Tips

description: Description and background files for Teaching Tips project.
description: OLab
description: This material is also available as a mobile app at https://ttips/glideapp.io
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/soyipk
title: Tamagotchi-like Case

description: In the style of Tamagotchi (™) pets from years ago, this case can be designed to trigger with cries for help or needs for attention. This is to demonstrate how you can make a virtual scenario which demonstrates some of the principles around continuity of care, being on call etc. Also demonstrates how a needy case would escalate.
description: OLab
description: Since 2012, this case has been played 15095 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/pno0wo
title: Death by Chocolate

description: 66yo male with chronic cough - a whodunnit?
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: Information about OLab4 is available at https://olab.ca

Information about OLab3 is available at https://openlabyrinth.ca
description: Since 2012, this case has been played 7091 times.
DOI: 10.5683/sp3/fdsuym
title: Cheater Cheater

description: Notes of how you can use various features within OLab to detect and track cheating behaviours.
description: OLab
description: Information about OLab4 is available at https://olab.ca

Information about OLab3 is available at https://openlabyrinth.ca
description: Needs some tweaking
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/opmy1v
title: Team Leader Team Bully

description: A social worker deals with a tricky situation. An IPE case
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: Information about OLab4 is available at https://olab.ca

Information about OLab3 is available at https://openlabyrinth.ca
description: Since 2012, this case has been played 15095 times.
DOI: 10.5683/sp3/cnmfoi
title: CBM Questions boost Confidence

description: A demo of Certainty-Based Marking, aka Confidence-Based Marking. 
In node 14585 in the Fourth phase certainty-last arm, we further introduce the concept of post-post-hoc certainty: what happens if you show the user where they lie on the scale, compared to their peers. Does this weaken or confirm their confidence in their response?
description: OLab
description: Since 2012, this case has been played 2101 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/yuddon
title: SLICE: stratified sampling

description: Demo of stratified sampling technique for online CME evaluations. Basic logic and QUestions work. Just crude so far but demonstrates the concept. After the first page, there is a section where the group of questions that you are asked are randomly assigned. There is then a role specific section, which uses an earlier Counter score to determine which questions you will be asked.
description: OLab
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.
description: Stratified sampling uses randomized Link selection
DOI: 10.5683/sp3/bs0ro8
title: Common Trees in Alberta

description: A quick reference guide used to identify common trees in Alberta. Working example of non-clinical application.
description: OLab
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.
description: Since 2012, this case has been played 1023 times.
DOI: 10.5683/sp3/maseih
title: Suturing

description: Simple office sutures. A series of video snippets about a variety of suturing techniques.
description: OLab
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.
description: Since 2012, this case has been played 21654 times.
DOI: 10.5683/sp3/mrxe5k
title: What is a Dandelion?

description: A simple case to illustrate the advantages of using a Dandelion in OLab
description: OLab
description: Information about OLab4 is available at https://olab.ca

Information about OLab3 is available at https://openlabyrinth.ca
description: Since 2012, this case has been played 1095 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.
DOI: 10.5683/sp3/yvammo
title: Replication Data and Code for: Snowballing alongside Domino Effects on the Proliferation of Preferential Trade Agreements

description: The data and programs replicate tables and figures from "Snowballing alongside Domino Effects on the Proliferation of Preferential Trade Agreements", by Park and Roh. Please see the Readme file for additional details.
DOI: 10.5683/sp3/akdvsl
title: Multidimensional Correlates of Psychological Stress

description: This collection contains an analysis of the Canadian Community Health Survey Mental Health (2012). This includes both the original data as well as two value-added products (a sub-set of the data and r script for analysis).

Materials found in CCHS-MH folder are covered by the Statistics Canada Open License (Included within zip), all other materials are released under CC-BY.
description: R, 4.3.2
description: Canadian Community Health Survey - Mental Health
DOI: 10.5683/sp3/7b9byh
title: Comparison of the Ecological Footprints of administering Salbutamol by Metered-Dose Inhaler and by Nebulization in Emergency Department Treatment of Acute Asthma (dataset)

description: Base de données openLCA d'une analyse du cycle de vie comparant le Salbutamol en aérosol-doseur au Salbutamol en nébulisation
DOI: 10.5683/sp3/2eufyd
title: Canadian Vote Intention Dataset
title: CVID

description: The Canadian Vote Intention Dataset is a new and harmonized database spanning nearly eight decades (1945–2023) of public opinion surveys from Gallup, Environics, Pollara, the Canadian Election Study, and the Consortium on Electoral Democracy. The dataset includes over one million responses on Canadians’ federal vote intention and vote choice and a suite of demographic and geographic variables, including age, gender, religion, language, education, union membership, occupation, community size, province, and region.
description: Canadian Vote Intention Database
DOI: 10.5683/sp3/z20nbd
title: Data and Code for Petkau et al. 2025 Bioacoustics

description: Data (three CSV files), R Code (one rmd file), and a readme file (one txt file) to support Petkau et al. 2025. Bioacoustics.

Each of the three datasets contains data from one of the three years in the study, as indicated by their titles. 

The rmd file includes all the code used to process and analyze the data, as well as the code for the data visualizations. It is annotated.
DOI: 10.5683/sp3/tu5gvo
title: Spatial dependence of gas transfer velocity in boreal reservoirs from 2011 to 2018 [Quebec, Canada and Brazil]
title: Dépendance spatiale de la vitesse de transfert de gaz dans les réservoirs boréaux de 2011 à 2018 [Quebec, Canada et Brésil]

description: Dataset produced from 2011 to 2018 from four reservoirs in Quebec and one in Brazil. Includes data of sampled site, longitude and latitude of site, year of sampling, gas transfer coefficient of CO2 (k600CO2), gas transfer coefficient of methane (k600ch4), average wind speed, maximum depth, distance from closest shore, and wind speed at 10m
description: The file contains the following variables and the units of measurement: sampled site, longitude and latitude of site, year of sampling, gas transfer coefficient of CO2 (k600CO2), gas transfer coefficient of methane (k600ch4), average wind speed, maximum depth, distance from closest shore, and wind speed at 10m
DOI: 10.5683/sp3/tb6r3e
title: Warming, but not acidification, increases metabolism and reduces growth of redfish (Sebastes fasciatus) in the Gulf of St. Lawrence
title: Le réchauffement, mais pas l'acidification, augmente le métabolisme et réduit la croissance du sébaste (Sebastes fasciatus) dans le golfe du Saint-Laurent

description: Data generated and used for the publication entitled "Warming, but not acidification, increases metabolism and reduces growth of redfish (Sebastes fasciatus) in the Gulf of St. Lawrence", published first in a &lt;a href="https://doi.org/10.1101/2025.01.27.634736" target="_blank"&gt;preprint on bioRxiv&lt;/a&gt; and in the Canadian Journal of Zoology.