cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp3/rcbst2
title: Rocky Mountain alpine lake brook trout census and effective sizes [2017-2019]
title: Recensement et tailles effectives de l'omble de fontaine des montagnes Rocheuses [2017-2019]

description: Data were collected each year during the summer from 2017 to 2019. Census size (Nc) estimates were generated using mark-recapture methods involving multiple recapture events, and estimated using the Schnabel method. Effective number of breeder (Nb) estimates were generated using the Linkage Disequilibrium Method in the NeEstimator V2 software, from genotypes of year 0+ individuals. Three of these lakes were subjected to size-selective harvesting beginning in the fall of 2017, and were harvested each proceeding fall.
description: The file contains the following variables and units of measurement: Data for lake name, treatment (control lakes were monitored, harvest lakes experienced size-selective harvest of ~60% of the individuals each year), latitude (°), longitude (°), surface area (ha.), elevation (m), maximum depth (m), year, census size estimate (Nc, number of individuals), Nc LCI and UCI (upper and lower confidence intervals around the estimate), effective number of breeders estimate (Nb, number of individuals), Nb LCI and UCI (upper and lower confidence intervals around the estimate)
DOI: 10.5683/sp3/kos2l2
title: Environmental DNA (eDNA) metabarcoding for Community-Based Monitoring of Culturally Significant Fish Species in Wood Buffalo National Park.

description: The Peace-Athabasca Delta (PAD) is the largest of North America´s freshwater inland deltas and is an Outstanding Universal Value of Wood Buffalo National Park World Heritage Site (UNESCO). The waters of the delta have been and remain the habitat of essential fishery resources for the Indigenous Communities in the area. However, there is insufficient scientific knowledge concerning the abundance and distribution of fishes, their health and the structure of the food webs that support them within the PAD. Current capture-based sampling methods cannot effectively assess and monitor freshwater ecosystems. The Genomic Network for Fish Identification, Stress and Health (GEN-FISH) is developing a variety of molecular “tool kits” to conduct fish surveys and fish health assessments for freshwater systems across Canada. A pilot project was conducted in the fall of 2021 to determine the potential utility of these tools for addressing critical knowledge gaps concerning fish diversity, distribution, and health in the PAD. In this context, High-Throughput DNA “metabarcode” Sequencing methods were employed to assess community diversity from traces of DNA that organisms shed into the aquatic environment (eDNA). One main project objective was to evaluate the utility of the molecular tools to determine what fish species are present at sites of interest in and around the PAD at a particular point in time using eDNA metabarcoding. Samples were collected in collaboration with local Indigenous Governments, CBM technical staff & the CBM Land Users Network, Parks Canada, and GEN-FISH. Using two different marker genes (COI and 12S), the eDNA metabarcoding studies detected a combined total of fourteen fish species known to inhabit the PAD, with different distributions noted among fifteen different sampling locations. Differential performance in fish detection was observed between the molecular markers used (12S and COI), with 12S providing more specificity for fishes and COI providing more taxonomic breadth with the detection of a diversity of birds, mammals, and invertebrates from the region.
DOI: 10.5683/sp3/iudfkv
title: Supplementary Material for Lutek et al 2022 JEB

description: Supplemental Material - Patterns and processes in fish terrestrial biomechanics: Biomechanics and neural control of fish terrestrial locomotion

This repository contains the r-code (LutekEtAl_SupCode.rmd) and data file (actinopt_12k_treePL.tre) to run the analysis and generate the figures used in the above paper. You will also need the supplemental Material file uploaded to JEB (TableS1_PhylogenyData.xlsx) to run the code. 

NOTE that actinopt_12k_treePL.tre was downloaded from The Fish Tree of Life website (https://fishtreeoflife.org/downloads/). For more information about this tree, please visit their website (https://fishtreeoflife.org/about/).

TO RUN CODE
Please be sure that "Table1_PhylogenyData.xlsx" and "actinopt_12k_treePL.tre" are in the same file folder as LutekEtAl_SupCode.rmd before opening the r-notebook.
DOI: 10.15468/dl.36traz
title: Occurrence Download

description: A dataset containing 4236 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 7.03813886962321",
 "DecimalLongitude is less than 7.0411984228076",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 4236 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046600-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp3/nnzzky
title: Developing a satellite-based frost risk model for the Northern British Columbia

description: Frost, as a frequent meteorological event in Canada, can significantly impact the yield of farm crops and fruit trees, and also causes cracking of infrastructure and damage to roads and buried pipelines. Knowing the potential frost sites for the Deception Lake Study Area in northern BC is important for studying forest loss and developing reforestation plans. The Moderate Imaging Spectrometer (MODIS) night-time land surface temperature (LST) products (spatial resolution: 1 km by 1 km) from the spring (March - May) and autumn (September - November) months between 2019 and 2021 were used for extracting temperature-related frost-risk variables, including minimum temperature, mean temperature, probability of frost occurrence, frost duration and frost severity index. K-means clustering was applied to cluster each variable into high-risk areas and low-risk areas, and four clusters were issued making pixels with 4 as the highest frost-risk pixels and 1 as the lowest risk. To consider all predictive variables collectively, a raster calculator was conducted to produce a final frost-risk map. Results show that large-resolution satellite images do overpredict the frost-risk areas, and adding one constraint which is derived from a small-resolution source would increase the total accuracy by decreasing the commission error, e.g. with constraint, slope which is derived from 5 m by 5 m DEM data, the overall accuracy had been improved to 73%. The methodology developed in this study would contribute toward a spatial framework in support of reforestation and risk-management strategies.
DOI: 10.5683/sp3/rudeh2
title: Replication Data and Code for: Heterogeneous Impacts of the Section 301 Tariffs: Evidence from the Revision of Product Lists

description: The data and programs replicate tables and figures from "Heterogeneous Impacts of the Section 301 Tariffs: Evidence from the Revision of Product Lists", by Ma and Meng. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/lwhvu9
title: Data for the paper entitled "Algal bioaccumulation and toxicity of platinum are increased in the presence of humic acids".

description: This dataset includes measured total platinum concentrations and ultrafiltrable platinum concentrations in the presence and absence of Suwannee River Humic Acid. The amount of platinum taken up by the unicellular green algae Chlorella fusca and Chlamydomonas reinhardtii as well as the 96-h growth inhibition are also provided.
DOI: 10.5683/sp3/mlqi9w
title: Data for the paper entitled "Cadmium thiosulfate complexes can be assimilated by a green alga via a sulfate transporter but do not increase Cd toxicity".

description: This dataset includes uptake data in short- and long-term exposures to cadmium in the presence or absence of sulfate and/or thiosulfate, the proportion of free cadmium over time, 96-h relative culture yield and cadmium cell quotas.
DOI: 10.5683/sp3/53wflm
title: The Hunt for Missing Tornadoes

description: Historical tornadoes discovered after a seach across Canada.
description: YYYY_UTC - Year in UTC time
MM_UTC - Month of occurrence in UTC time
DD_UTC - Day of occurrence in UTC time
HHMM_UTC - Hour of occurrence in UTC time
LOCATION_NAME - Name of event
PROVINCE - Province of occurrence
START_LAT_DEG - Start location latitude in decimal degrees
START_LON_DEG - Start location longitude in decimal degrees
WORST_LAT_DEG - Worst damage location latitude in decimal degrees
WORST_LON_DEG - Worst damage location longitude in decimal degrees
END_LAT_DEG - End location latitude in decimal degrees
END_LON_DEG - End location longitude in decimal degrees
F_RATING - F/EF scale rating
MAX_SPEED_KMH - Maximum wind speed in km/h
DI - Damage indicator
WIDTH_MAX_M - Maximum tornado width in metres
LENGTH_M - Tornado path length in metres
FROM_DIRECTION_DEG - Direction of from tornado motion in degrees
FATALITIES - Number of fatalities associated with event
INJURIES - Number of injuries associated with event
DAMAGE_K - Cost of damage associated with event
DOI: 10.5683/sp3/lypiwg
title: Evaluation of snag density and snag metrics in Old Growth Deferral Priority Areas in the Cariboo region using airborne LiDAR data

description: Standing dead trees (snags) are crucial habitats for fauna in mature and diverse forests along the Interior Douglas-fir Zone of British Columbia. The objective of this study is to evaluate whether snag density and snag metrics differ between three categories of at-risk and irreplaceable Old Growth Priority Deferral Areas (ancient, big-treed and remnant) and their neighbouring areas with no deferral status. Using airborne LiDAR data, we detect snags using 1) area-based forest metrics paired with random forest modelling, and 2) an individual snag detection algorithm.
DOI: 10.5683/sp3/miafv2
title: Graduate Students Library Needs Assessment Survey Data

description: This survey was created to address the current library needs and usage of the graduate students at Memorial University of Newfoundland and Labrador.
Questions covered both general and specific services and resources offered by the different libraries, as well the website, technology, spaces, and social media. 
The survey was created and distributed through Qualtrics and recruitment occurred via social media geared towards MUN graduate students.
DOI: 10.5683/sp3/tpcdlz
title: Data for the paper entitled "New insights in copper handling strategies in the green alga Chlamydomonas reinhardtii under low-iron condition".

description: This dataset includes data of copper uptake by the unicellular green alga Chlamydomonas reinhardtii acclimated to low or replete iron conditions, the subcellular distribution of copper within the cells and the copper intensity signal after size exclusion chromatography.
DOI: 10.5683/sp3/1llhvc
title: Using Directed Acyclic Graphs in OLab

description: As a term, a ‘graph’ in mathematics is a shortening of ‘graphic formula’, essentially an image showing how a formula works visually rather than symbolically. The term ‘graphic’ comes from the Greek (via Latin ‘graphos’ meaning to write or draw). In English, words ending in -graphy reflect a sense of writing or otherwise representing something such that it involves representation for study. This is compared with -logy words which are to do with the study of something – biology is the study of life, biography is writing or representing one or more lives. Geology would be the study of rocks, geography is about representing or recording the earth. A graph then is a representation, an image, a recording, a visual abstraction.
DOI: 10.5683/sp3/hqcc0d
title: Heterogeneous graphs and Graph Neural Networks

description: In exploring some of the concepts around Directed Acyclic Graphs and OLab in the assessment of clinical decision making, we have been juggling the ideas around layered and interconnected DAGs. Some of these explorations led us to the concept of heterogeneous graphs
DOI: 10.5683/sp3/6ddaas
title: Case Factors in Decision Making - ontology hypernormalization

description: This is part of a project looking at the factors that clinicians might take into consideration when making clinical decisions. This is a complex and multifactorial process, which is sometimes performed in a step-wise algorithmic manner, but more commonly as a less well-defined heuristic process.

In evaluating each therapeutic action or step, we will need to consider various factors as to whether the step was useful or not. Ideally, these factors should all be present and affected by each step in the case but this may not always be true.
DOI: 10.5683/sp3/3w6spk
title: Replication Data for: Predator control alters wolf interactions with prey and competitor species over the diel cycle

description: Camera data for manuscript "Predator control alters wolf interactions with prey and competitor species over the diel cycle".

Camera data was collected both prior (2011-2014) and following (2017-2020) predator control in the Christina Lake region of northeastern Alberta. Each dataset includes the date, time, camera site number, species, and total number of individuals captured in each image.
DOI: 10.5683/sp3/qdtkxc
title: Detrital Zircon U-Pb data from Acasta Gneiss Complex Eskers

description: U-Pb data from several eskers which transect the Acasta Gneiss Complex, located in the north-western region of the Northwest Territories near Exmouth Lake
DOI: 10.5683/sp3/xmpkok
title: Supplementary materials

description: Supplementary tables and figures
DOI: 10.5683/sp3/ztn4zr
title: Detailed enzyme activity protocols

description: Full, detailed protocols for the enzyme activity assays in Chapter 2 and 3 of Easton Thesis
DOI: 10.5683/sp3/irz1pf
title: Sondages CROP sur les intentions de vote provinciales québécoises 2007-2010

description: Cette soumission contient les données de sondages de la firme CROP sur les intentions de vote provinciales québécoises entre 2007 et 2010 (en versions SPSS) et le livre de code.
DOI: 10.5683/sp3/1unus5
title: 2020-2021 AAAL Statistics

description: Annual institutional statistics collection for AAAL member libraries. (2022-04-25)
DOI: 10.5683/sp3/6uq3lr
title: Physical and chemical water quality measurements carried out several times during the months of January to March in various locations in Laurel Creek on the University of Waterloo campus (Water Quality Data Set 2)

description: Students of a Field Ecology course conducted analysis of water from Laurel Creek at 9 different locations on the University of Waterloo campus, ON, Canada. Water was analyzed for pH, conductivity, chlorides, nitrates, phosphates, dissolved oxygen, temperature, total suspended solids, and turbidity. Stream gauging was conducted to determine wetted width and water velocity. (2019-2020).
DOI: 10.5683/sp3/hlz6jg
title: Modelled data in "DUET: A novel energy yield model with 3D shading for bifacial photovoltaic systems."

description: Modelling results for a fixed-tilt and horizontal single axis tracking (HSAT) system in Roskilde, Denmark presented in A. C. J. Russell et. al, “DUET: A novel energy yield model with 3D shading for bifacial photovoltaic systems.” 
Submitted to IEEE JPV February 2022, revised April 2022. Accepted June 2022.
DOI: 10.5683/sp3/yqk7ar
title: University student information system (USIS), 1972-2000

description: &lt;p&gt;This survey collected annual information from degree-granting universities and colleges in Canada on individual student characteristics and their study programs including gender, age, citizenship, geographic source of student, field of study, level, type of attendance (full-time/part-time and year of graduation).&lt;/p&gt;
description: Enrolments files 1972-1979, 1980-1989 and 1990-1997 were purchased as a custom product by an OISE faculty research grant.

The last year of data collection was 2000. This has been replaced by the Postsecondary Student Information System (PSIS).

5 data files (MSExcel and .csv formats; number of logical records varies) and accompanying documentation.
description: University student information system (USIS)
DOI: 10.5683/sp3/b8wada
title: Inter-war labour database, 1919-1944

description: &lt;p&gt;Integrates early data to give as full a picture as possible of the economic conditions faced by Canadian workers from 1919 to 1945. During the period in question, four censuses provided labour information; in addition, monthly surveys were conducted by the Department of Labour, which gathered employment information from large employers and unemployment statistics from trade unions. The data series run from the start of 1919 to the end of 1944. The first date represents the beginning of monthly unemployment data, and is the earliest reasonable data for back-casting the employment series. The second date was chosen as the final year for two reasons: the Labour Force Survey (LFS) began the following year, and unemployment was essentially zero, owing to wartime conditions.&lt;/p&gt;
description: 2 data files (MS Excel 97+ format); accompanying documentation
DOI: 10.5683/sp3/aze4er
title: Isotope data and associated attributes for 25 thermokarst lakes along the Inuvik – Tuktoyaktuk Highway, 2018

description: This dataset contains water isotope concentrations measured from 25 lakes at five time points in 2018, along with snowpack and rainfall isotope concentrations from 2018. The lakes spanned a ~70km stretch of the Inuvik to Tuktoyaktuk Highway (ITH). Rainfall samples were collected in Inuvik, while snowpack samples were collected within the vicinity of the Trail Valley Creek Research Station. The dataset also contains lake and watershed characteristics for the 25 lakes that were sampled for water isotope analysis. Lake-specific properties include surface area, watershed position, depth, latitude, longitude, and elevation, while watershed-specific properties include surface area, average hillslope angle, drainage density, and ice-wedge polygon coverage. Watersheds were delineated using a 2-metre resolution digital elevation model and the D8 algorithm. Within each watershed, the areas of ice-wedge polygons were identified visually from satellite imagery and digitized manually. Drainage density was calculated as the length of all flowpaths with a contributing area greater than 5000 m2, and then divided by the total area of the watershed.
description: Trail Valley Creek Research Data
DOI: 10.5683/sp3/chrdcn
title: Replication Data and Code for: COVID-19: What if immunity wanes?

description: The data and programs replicate tables and figures from "COVID-19: What if immunity wanes?", by Çenesiz and Guimarães. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/kpmswv
title: Replication Data and Code for: The heterogeneous effects of COVID-19 on Canadian household consumption, debt and savings

description: The data and programs replicate tables and figures from "The heterogeneous effects of COVID-19 on Canadian household consumption, debt and savings", by MacGee, Pugh and See. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/iftfy5
title: Replication Data and Code for: The distribution of COVID-19–related risks

description: The data and programs replicate tables and figures from "The distribution of COVID-19–related risks", by Baylis, Beauregard, Connolly, Fortin, Green, Gutiérrez-Cubillos, Gyetvay, Haeck, Molnár, Simard-Duplain, Siu, teNyenhuis and Warman. Please see the ReadMe file for additional details.
DOI: 10.5683/sp3/zwgozf
title: Physical and chemical water quality measurements carried out weekly during the months of September and October before, after and within Laurel Pond on the University of Waterloo campus (Water Quality Data Set 3)

description: Students of a Field Ecology course conducted analysis of water from Laurel Creek at 3 different locations on the University of Waterloo campus, ON, Canada. Water was analyzed for pH, chlorides, nitrates, phosphates, dissolved oxygen, temperature, total suspended solids, and turbidity. Stream gauging was conducted to determine wetted width, water velocity, and depth. (2021).
DOI: 10.5683/sp3/ucawty
title: Toronto Building Construction Dates (Pre-1901 - 2003)

description: This dataset is derived from the 2003 PDF map by the City of Toronto depicting building construction dates by parcels. The 2021 Toronto Parcels were used to attach the built date. &lt;strong&gt;Please Note: This is not an official City of Toronto dataset and should be used for reference, teaching and consultation purposes only and not for analysis&lt;/strong&gt;
description: ArcGIS Pro, 2.7
description: City of Toronto Building Construction Date Map (PDF) - 2003
DOI: 10.5683/sp3/l7tjgh
title: EAL Reference Materials

description: archiving for library use
DOI: 10.5683/sp3/81ozwo
title: Situational Judgement Testing (SJT) in Licentiate Assessment in Canada

description: The Medical Council of Canada (MCC) is reviewing medical licensing, asking whether there are gaps in short-term and long-term processes, and how these gaps might be addressed. As a team, we were asked to reflect on the current state of science regarding Situational Judgement Testing (SJT) and to consider what role this form of testing could have in high stakes licensing activity in Canada. To that end, this white paper is not a systematic review but a critical reflection on the strengths and weaknesses of SJTs and their potential role in licentiate assessment both today and tomorrow. 
Simply put, situational judgement testing is about questions that assess a candidate’s ability to apply their knowledge and skill to solve problems in the domain in which they are being tested. SJTs therefore expect a candidate to be able to: recognize what the problem is in the situation presented to them; identify possible actions and rank them according to suitability; and select a course of action from the possibilities suggested by their interpretation of the situation. They don’t ask what the best way to do something in general is, rather they ask ‘how would you act in this particular situation?’ SJTs are complex assessment tools – a wrong answer does not map to a single gap in knowledge or skill but to a failure somewhere in the interactions of their interpretation, knowledge, and decision-making in the situation presented to them. Thus, while SJTs are closer to practice (for instance according to Miller’s pyramid)1 than knowledge testing instruments such as MCQs (and can therefore be argued to have good inferential validity), quite what they are assessing other than the aggregate and vague construct of judgment is often left unspecified.
In order to answer our question of what role SJTs might play in licentiate assessment, we explore: 1) what they can and cannot do, 2) what their affordances can offer licentiate assessment, and 3) how practically they might be employed in licentiate assessment. While the main thrust of this paper is about using SJTs in LMCC exams, we also hope that MCC will consider some of the recommendations that may pertain to various forms of ongoing professional assessment and revalidation.
DOI: 10.5683/sp3/xlrxba
title: Replication data for Service_Brain_Sci_2022_12_549

description: This dataset provides the data analyzed in Service, E.; DeBorba, E.; Lopez-Cormier, A.; Horzum, M.; Pape, D. Short-Term Memory for Auditory Temporal Patterns and Meaningless Sentences Predicts Learning of Foreign Word Forms. Brain Sci. 2022, 12, 549. https://doi.org/10.3390/brainsci12050549