cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp3/txax4p
title: Dataset for the article "Assessing the Safety of Cyclist–Pedestrian Interactions in Seasonal Pedestrian Streets Using Computer Vision Techniques"

description: Pedestrian streets, also known as streets closed to motorized traffic, serve to promote active modes of transportation. This concept offers the potential to enhance safety for the most vulnerable road users while concurrently reducing air pollution. The present study aims to evaluate the safety of interactions between pedestrians and cyclists, focusing on three pedestrian streets within the city of Montreal, Quebec. Data collection is performed using cameras during summer days in 2021. Following camera calibration, a total of 80 hours of data is analyzed. Each road user detected and tracked is categorized as either "Pedestrian" or "Cyclist". The analysis involves the computation of indicators for individual cyclists (speed and acceleration) and for their interactions with pedestrians (distance and time to collision (TTC)). Two multivariate regression models were estimated to analyze the relationship between TTC or the cyclist speed as the dependent variables and several other factors.

The findings from the safety analysis reveal a discernible variation in safety indicator values among distinct sites, even those situated on the same thoroughfare, independent of regulatory measures. The statistical analysis indicates that elevated values of TTC correspond to high acceleration and increased distances between pedestrians and cyclists. Moreover, high TTC values are associated negatively with the density of pedestrians within the camera's field of view. In contrast, concerning speed, high values are linked to low TTC and distances, along with elevated acceleration values.
DOI: 10.5683/sp3/jmbher
title: Data for Climate change drives shifts in straddling fish stocks in the world’s ocean

description: This repository is intended to support the project Climate change drives shifts in straddling fish stocks in the world’s ocean.
description: Abstract
Climate-induced changes are particularly challenging for fisheries targeting fish populations shared between Exclusive Economic Zones (EEZs) and the high seas, known as straddling stocks. Here, we combine multiple datasets and ecosystem modeling to identify the presence of straddling stocks worldwide and consider the management implications of climate change-driven shifts. We identify 379 straddling stocks across 76 species, including both highly migratory and less mobile species. Our results suggest that 33% of stocks are projected to have significant shifts between EEZs and the high seas as early as 2030, while more than 50% could do so by 2050, regardless of the climate change scenario. More stocks are expected to shift towards the high seas, and highly migratory stocks are projected to shift across Regional Fisheries Management Organizations (RFMOs). Coastal states and RFMO members require to revise governance frameworks to support sustainable and equitable adaptation to shifting stocks. Developing such strategies requires cooperation between management bodies within EEZs and the high seas.
DOI: 10.5683/sp3/o57omy
title: Supplemental Material: Drone-Based Thermal Infrared Imagery for Detection of Cold Groundwater Exfiltration in Shár Shaw Tagà, Yukon, Canada

description: This study investigates the role of a rock glacier interacting with the Shár Shaw Tagà River (Grizzly Creek) riverbed in the St. Elias Mountains (Yukon, Canada), using a unique multimethod approach that integrates hydro-physicochemical and isotopic characterization, drone-based thermal infrared (TIR) imagery, and visible time-lapse (TL) imagery. The final phase of the study focused on characterizing the extent and magnitude of groundwater-surface interactions underlined by the spring inventory and hydrochemical analysis. Due to the large spatial scale (several hundred meters) and the challenges associated with differential stream gauging in proglacial environments, stream temperature heterogeneity was selected as a proxy for detecting groundwater exfiltration. To this end, a drone-based thermal infrared (TIR) survey was conducted in June 2024 to identify zones of groundwater exfiltration. This survey provided a detailed map of preferential groundwater exfiltration locations, contributing to the overall understanding of the rock glacier’s influence on the riverbed hydrologic system.
Drone-based TIR video surveys were conducted on 28 June 2024, between 8:00 and 10:00, to maximize the coverage of shaded sections of the stream. The surveys were conducted using a DJI Mavic Enterprise 3T, equipped with a DJI RTK module and a DJI D-RTK 2 mobile station for GNSS base-station support. The Mavic 3T features a 48-megapixel RGB camera with a 24 mm focal length and a 640x512-pixel thermal camera with a 40 mm focal length. The drone was manually controlled to optimize the capture of surface temperatures across wide sections of the Shár Shaw Tagà River, recording both TIR and RGB videos simultaneously. Flight altitudes ranged from 5 to 20 m, depending on the section. The survey began 180 m upstream of the N1 subsection and ended 800 m downstream of the N2 subsection. Due to difficulties in flying over the “narrow section”, it was surveyed twice at different elevations.
description: VLC media player
DOI: 10.15468/dl.z2fw6t
title: Occurrence Download

description: A dataset containing 92556 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Columba palumbus"
 ]
}

 The dataset includes 92556 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046891-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp3/paspxx
title: 1928_A226_0076_2024 air photo

description: Roll# A226 Photo# 0076 (1928)
description: 1:8,000 historical air photo
DOI: 10.5683/sp3/z2lfnf
title: Replication Data for: Stiefel Flow Matching for Moment-Constrained Structure Elucidation

description: Model checkpoints, data splits, generated samples, and summary metrics.


Code at &lt;a href=https://github.com/aspuru-guzik-group/stiefelFM&gt;https://github.com/aspuru-guzik-group/stiefelFM&lt;/a&gt;
DOI: 10.5683/sp3/pss2rf
title: 1928_A227_0016_2024 air photo

description: Roll# A227 Photo# 0016 (1928)
description: 1:8,000 historical air photo
DOI: 10.5683/sp3/fgb29b
title: Mildred Blonde - dizziness

description: The Mildred Blonde dizziness case is designed to get learners thinking about how to approach a patient complaining of dizziness. Mildred is a 78 year old woman who is cheerful and friendly, despite giving vague answers to most of the questions that the she’s asked. The case gives students an opportunity to progress through various pathways, with some more direct than others.
description: OLab, 3.1
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 50128 times.
DOI: 10.5683/sp3/dgxcgf
title: 1928_A227_0019_2024 air photo

description: Roll# A227 Photo# 0019 (1928)
description: 1:8,000 historical air photo
DOI: 10.5683/sp3/jhvlvl
title: 1928_A227_0063_2024 air photo

description: Roll# A227 Photo# 0063 (1928)
description: 1:8,000 historical air photo
DOI: 10.5683/sp3/6xt7hj
title: 1928_A227_0065_2024 air photo

description: Roll# A227 Photo# 0065 (1928)
description: 1:8,000 historical air photo
DOI: 10.5683/sp3/v9fwd2
title: Lackadaisical Larry - a virtual learner

description: Dealing with a dysfunctional learner.
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 15969 times.
DOI: 10.5683/sp3/br49rf
title: Sarah-Jane

description: House call on a sick infant. Can you save her? Tougher than it looks.
description: OLab, 2.5.1
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 12912 times.
DOI: 10.5683/sp3/xv2rzk
title: Rushing Roulette

description: Going through a set of lab results in the EMR. How do you perform on routine boring tasks, but with increasing time pressures?
description: OLab
description: Since 2014, this case has been played 12700 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/sp3/6bq2pc
title: Cultural Competencies

description: Virtual learners and teachers. Uses SJT.
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 2014, this case has been played 8123 times.
description: Information about OLab4 is available at https://olab.ca

Information about OLab3 is available at https://openlabyrinth.ca
DOI: 10.5683/sp3/hnrqd1
title: Digital Professionalism

description: Digital Professionalism quiz game.
description: OLab
description: Since 2015, this case has been played 26336 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/bt4skc
title: Supplemental data for: Determining effective management strategies for Stemphylium leaf blight of onion: Fungicide resistance trials

description: &lt;p&gt;Stemphylium leaf blight (SLB) of onion caused by Stemphylium vesicarium (Wallr.) E.G. Simmons is the most common foliar disease of onion in Ontario. The objectives of this research were to develop and evaluate disease forecasting models to reduce fungicide applications, detect infection of onion early in the growing season, and assess mutations associated with resistance to succinate dehydrogenase inhibitor (SDHI) fungicides in S. vesicarium. Modified forecasting models based on weather data or conidia counts did not reduce SLB severity. Infection of onion was detected in the field as early as the flag leaf stage and penflufen seed treatment did not reduce early season infection of onion. Six mutations associated with SDHI resistance were detected in S. vesicarium isolates collected in the Holland Marsh from 2021-2024. More research is needed to develop an effective forecasting model and assess mutations for reduction of efficacy for all registered SDHI fungicides.&lt;/p&gt;&lt;p&gt;This research included disease forecasting trials, fungicide resistance trials and early infection trials. This dataset includes the data for the fungicide resistance trials. Please see the Related Dataset metadata field for links to the datasets for the disease forecasting trials and early infection trials.&lt;/p&gt;
description: SAS, OnDemand for Academics
DOI: 10.5683/sp3/zmxmxw
title: Scott Brown

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. 
Psych interview agitated patient
description: README on what to do with these files
-----------------------------------------------

You have downloaded an OLab zip file. See the second zip file contained within this download. Extract it and save it as a single zip file so this can be imported into an existing OpenLabyrinth v3 or OLab4 server. You do not need to expand this second zip file -- the import process will expand the contents into the correct locations on the OLab server. 

What are OLab scenarios?
An OLab virtual scenario is a case or story, or it might be a wee test to challenge your learners. It might be a simple 3-step set of pages and questions. It might be a complex choose-your-own-adventure style of branching narrative. 

Why do I need an OLab server?
To simply play the original scenario, look at the metadata in the Dataverse that you downloaded this zip from. There will be a link to a playable version - for this, you only need a web browser. (No software download needed.) 

But if you want to be able to edit the scenario, examine how it was crafted or use it as a template on which to build a new one, you start with this zip file and import it into an OLab server. 

You will need an account on that OLab server that gives you author privileges. 

If you do not have an account, contact us using the contact information given in the metadata in the Dataverse. 

How do I import this scenario into an OLab server?
There are more detailed instructions available in the OLab User Guide. 
Briefly the steps are as follows:
1. Login to your OLab server as usual. 
2. Under the Labyrinths or Maps menu, click on Import
3. Tell the server which zip file to import.
4. It should only take a few seconds to import most zip files. More complex scenarios might take a couple of minutes at most. 
5. When imported, the scenario should appear in your list of Labyrinths or Maps.
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/int2sd
title: Robert Winters

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. 
In this case, paramedics attend the scene where Robert Winters is experiencing a tonic-clonic seizure. Robert is initially conscious but not responding to paramedics. Learners are required to prioritize their assessment and interventions, and provide report to the emergency department nurse.
description: README on what to do with these files
-----------------------------------------------

You have downloaded an OLab zip file. See the second zip file contained within this download. Extract it and save it as a single zip file so this can be imported into an existing OpenLabyrinth v3 or OLab4 server. You do not need to expand this second zip file -- the import process will expand the contents into the correct locations on the OLab server. 

What are OLab scenarios?
An OLab virtual scenario is a case or story, or it might be a wee test to challenge your learners. It might be a simple 3-step set of pages and questions. It might be a complex choose-your-own-adventure style of branching narrative. 

Why do I need an OLab server?
To simply play the original scenario, look at the metadata in the Dataverse that you downloaded this zip from. There will be a link to a playable version - for this, you only need a web browser. (No software download needed.) 

But if you want to be able to edit the scenario, examine how it was crafted or use it as a template on which to build a new one, you start with this zip file and import it into an OLab server. 

You will need an account on that OLab server that gives you author privileges. 

If you do not have an account, contact us using the contact information given in the metadata in the Dataverse. 

How do I import this scenario into an OLab server?
There are more detailed instructions available in the OLab User Guide. 
Briefly the steps are as follows:
1. Login to your OLab server as usual. 
2. Under the Labyrinths or Maps menu, click on Import
3. Tell the server which zip file to import.
4. It should only take a few seconds to import most zip files. More complex scenarios might take a couple of minutes at most. 
5. When imported, the scenario should appear in your list of Labyrinths or Maps.
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/uw0kq2
title: Scene of the Crime

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. 
Case for MLTs re DNA prep for crime scene samples. For Virtu-WIL project
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: README on what to do with these files
-----------------------------------------------

You have downloaded an OLab zip file. See the second zip file contained within this download. Extract it and save it as a single zip file so this can be imported into an existing OpenLabyrinth v3 or OLab4 server. You do not need to expand this second zip file -- the import process will expand the contents into the correct locations on the OLab server. 

What are OLab scenarios?
An OLab virtual scenario is a case or story, or it might be a wee test to challenge your learners. It might be a simple 3-step set of pages and questions. It might be a complex choose-your-own-adventure style of branching narrative. 

Why do I need an OLab server?
To simply play the original scenario, look at the metadata in the Dataverse that you downloaded this zip from. There will be a link to a playable version - for this, you only need a web browser. (No software download needed.) 

But if you want to be able to edit the scenario, examine how it was crafted or use it as a template on which to build a new one, you start with this zip file and import it into an OLab server. 

You will need an account on that OLab server that gives you author privileges. 

If you do not have an account, contact us using the contact information given in the metadata in the Dataverse. 

How do I import this scenario into an OLab server?
There are more detailed instructions available in the OLab User Guide. 
Briefly the steps are as follows:
1. Login to your OLab server as usual. 
2. Under the Labyrinths or Maps menu, click on Import
3. Tell the server which zip file to import.
4. It should only take a few seconds to import most zip files. More complex scenarios might take a couple of minutes at most. 
5. When imported, the scenario should appear in your list of Labyrinths or Maps.
description: Information about OLab4 is available at https://olab.ca

Information about OLab3 is available at https://openlabyrinth.ca