cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.wq6pdv
title: Occurrence Download

description: A dataset containing 27098 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Sus scrofa Linnaeus, 1758)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 27098 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015272-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/rim3ph
title: Passed Resolves; Resolves 1969, c.61, SC1/series 228, Petition of John P. Donnelly

description: &lt;p&gt;Petition subject: School discrimination &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:25500550"&gt;http://nrs.harvard.edu/urn-3:FHCL:25500550&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Malden &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: Edward M. Flanagan, Malden; committee on education &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;John P. Donnelly&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Actions taken on dates: 1969-01-01,1969-01-01 &lt;/p&gt; &lt;p&gt;Legislative action: Received in the House on January 1, 1969 and referred to the committee on education and sent for concurrence and received in the Senate on January 1, 1969 and concurred &lt;/p&gt; &lt;p&gt;Total signatures: 1 &lt;/p&gt; &lt;p&gt;Legislative action summary: Received, referred, sent, received, concurred &lt;/p&gt; &lt;p&gt;Legal voter signatures (males not identified as non-legal): 1 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: citizens, Massachusetts Mayors Association &lt;/p&gt; &lt;p&gt;Prayer format was &lt;a href="http://en.wikipedia.org/wiki/Printing"&gt;printed&lt;/a&gt; vs. &lt;a href="http://en.wikipedia.org/wiki/Manuscript"&gt;manuscript&lt;/a&gt;: Printed &lt;/p&gt; &lt;p&gt;Additional non-petition or unrelated documents available at archive: additional documents available &lt;/p&gt; &lt;p&gt;Additional archivist notes: for an investigation by a special commission including members of the General Court relative to the financing by the Commonwealth of elementary and secondary public school education, includes address &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: Resolves 1969, c.61, passed August 4, 1969 &lt;/p&gt; &lt;p&gt;Acknowledgements: Supported by the National Endowment for the Humanities (PW-5105612), Massachusetts Archives of the Commonwealth, Radcliffe Institute for Advanced Study at Harvard University, Center for American Political Studies at Harvard University, Institutional Development Initiative at Harvard University, and Harvard University Library.&lt;/p&gt;
DOI: 10.7910/dvn/splmmn
title: Comparative Analysis of Earthquake and Volcano Eruption: Directional Distributional Properties and Resemblances

description: .
DOI: 10.7910/dvn/8oejyg
title: Wright Casebook Edited; Docketed Case: 18,916
DOI: 10.5281/zenodo.15221934
title: CAST-Seq analysis of unedited & prime-edited JEB cells
DOI: 10.5281/zenodo.15221935
title: CAST-Seq analysis of unedited & prime-edited JEB cells
DOI: 10.15468/dl.8ntje7
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Baccaurea ramiflora Lour.",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 64 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012603-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dd.e69qzr
title: Integrating ecological niche modeling and natural regeneration assessment to identify conservation priorities for Garcinia pedunculata in India

description: Records used in [paper](https://doi.org/10.1007/s10661-025-13925-7) (dn)
DOI: 10.15468/dl.5qb4dn
title: Occurrence Download

description: A dataset containing 947 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Doryteuthis gahi"
 ]
}

 The dataset includes 947 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048777-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ygk9jz
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Doryteuthis ocula"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048778-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp3/wbd1wa
title: Halfway River, British Columbia, 1955_2024

description: Topographic map of the Halfway River region of British Columbia detailing the landscape before the construction of the W.A.C Bennett Dam in 1961.
description: QGIS, 3.28
DOI: 10.5683/sp3/uqzszx
title: Fort Grahame, British Columbia, 1955_2023

description: Topographic map of the Fort Grahame region of British Columbia detailing the landscape before the construction of the W.A.C Bennett Dam in 1961.
description: QGIS, 3.28
DOI: 10.5683/sp3/kg5asl
title: Equity, Diversity, and Inclusion Design for Learning (EDIDL) – Incorporating Critical Race Theory, Queer Theory, and Indigenous Pedagogies into Universal Design for Learning

description: The aggregated data in this dataset explores representation and exclusion in educational environments, analyzing diverse demographic variations. It investigates the impact of Universal Design for Learning (UDL) practices on academic experiences. Using mixed methods, it combines quantitative data and qualitative insights from open-ended survey responses. Encompassing various demographic factors, including gender identity, sexuality, disability, race, and culture, it provides a holistic view. The dataset captures positive and negative impacts, offering a balanced assessment of UDL effectiveness and exclusion prevalence in education.
DOI: 10.5683/sp3/nadi8g
title: Replication Data for: Safe sex negotiation and HIV risk reduction among women: A cross-sectional analysis of Burkina Faso 2021 Demographic and Health Survey.

description: Data deposited to fulfill journal requirements and to ensure reproducibility of study results
DOI: 10.5683/sp3/wyfzn0
title: New herbicides for control of linuron resistant pigweed species in carrots

description: Linuron-resistant pigweed species (Amaranthus retroflexus and Amaranthus powellii) have been identified on more than 8000 hectares in Ontario. The inability of linuron to control annual pigweed species is a serious threat to successful carrot production. The objective of this study is to further the development of an integrated weed management strategy for carrots with a special focus on management and control. Field trials were conducted at the Ontario Vegetable Crop Research Station located in Kettleby, Ontario. The identification and potential registration of new herbicides for the control of
linuron-resistant pigweed species will provide new weed management options for growers in-regards to the best management practices for current and future herbicide-resistant populations.
description: ARM, 2022.5
DOI: 10.5683/sp3/7049ze
title: Long-term evaluation of mitigation techniques used for permafrost thermal stabilization at the Beaver Creek Experimental Road Site, Yukon, Canada

description: Soil temperature from embankment material and natural ground, measured at the Beaver Creek Experimental Road Site (Yukon, Canada). Data were measured under the center and under the slope of the embankment, at various depths: from close to the surface of the road pavement, down to 15 meters. The site is divided in 50 meters long sections with a control section and 11 techniques to mitigate permafrost degradation: various configuration of Air convection embankment and Heat drain, Snow/sun shed, Longitudinal convection culverts, Grass covered embankment, Snow clearing, and Light coloured aggregate bituminous surface treatment (BST).
description: Microsoft Excel
DOI: 10.5683/sp3/trkrwl
title: Replication Data for "Endorsement of HIV-related stigma among men in Ghana: What are the determinants?"

description: This data is deposited in fulfillment of a journal requirement and to enhance the reproducibility of the study findings.
DOI: 10.5683/sp3/0xywk3
title: Health Information Research Unit AutoML 2024

description: The data included in this dataset include lists of PubMed IDs and classification of articles as meeting or not meeting methodological criteria for rigor and clinical relevance. The articles cover a broad range of topics from about 125 clinical journals, and include original studies, reviews, evidence-based guidelines, and other types of studies. Each article has been manually classified for rigor by expert research associates and reviewed by clinicians with research methods expertise. Articles that meet rigor are then reviewed by practicing clinicians on the relevance to practice within their clinical domain. The methodological criteria are described here https://hiruweb.mcmaster.ca/hkr/what-we-do/methodologic-criteria/. The data was used in a study to train a machine learning algorithm to classify articles for methodological rigor using automated machine learning approaches.
description: The data includes PubMed IDs of articles that were published in about 125 clinical journals between 2012-2018 that were reviewed through the Health Information Research Unit's Literature Surveillance Program. Each article is assigned 1 if it met methodological criteria for rigorous design and was rated as clinically relevant by clinical raters, or 0 if it did not meet one of these criteria. There are 5 datafiles; 3 used in training and comprising 97,805 (unbalanced set), 159,962 (oversampled training set), or 35,648 (undersampled training set) articles, and 2 test sets (24,677 articles from hold-out) and 30,236 from 2020.
description: The PubMed identifiers allow users to pull titles and abstracts from PubMed for model training.
DOI: 10.5683/sp3/4medxo
title: Community patterns of scholarly communication open source software generated by YOSHI

description: This dataset contains community patterns of scholarly communication open source software generated by the open source research prototype YOSHI. A community pattern is a set of community types. YOSHI is able to detect 8 different open-source software community types (Social networks (SN), Community of practice (CoP), Informal Community (IC), etc.).
description: YOSHI (Yielding Open-Source Health Information)
DOI: 10.5683/sp3/phvs3d
title: Replication Data for: "Sexual dimorphism and allometry in human scapula shape"

description: This dataset contains data and scripts required to reproduce the results presented in "Sexual dimorphism and allometry in human scapula shape" by Erin C.S. Lee, Rebekah L. Lawrence, and Michael J. Rainbow published in the Journal of Anatomy (2024). 
 &lt;br&gt; &lt;br&gt;
The excel file "SubjectDemographicsAndLandmarks.xlsx" contains demographic information and raw landmark coordinates for each of the 125 participants whose scapulae are included in the dataset. The demographic information - including age, sex, height, supraspinatus health, presence of symptoms - contains no identifiable information. The landmarks were identified on scapula meshes provided courtesy of Michael J. Bey (Henry Ford Hospital System) and Heath B. Henninger (University of Utah).
 &lt;br&gt; &lt;br&gt;
To reproduce the figures and meshes presented in the paper, run the R script "Scapula_SexualDimorphism.R". See the ReadMe.pdf file for instructions on how to download the dataset and run the R script.
DOI: 10.5683/sp3/zwngjs
title: Replication data for: "Usefulness of differential somatic cell count for udder health monitoring: identifying referential values for differential somatic cell count in healthy quarters and quarters with subclinical mastitis using Gaussian finite mixture model"

description: This dataverse contains the datasets, an executable R script (as a .Rmd file) and supplementary results (as an .html file) for the mentioned article in preparation for submission to Journal of Dairy Science (February 2024).
DOI: 10.5683/sp3/tw14du
title: Données et code de réplication pour : Analyse descriptive de la mobilité intergénérationnelle du revenu et de la transmission de ses composantes

description: Les données et codes de cet ensemble de données répliquent les figures et tables du mémoire de maitrise : « Analyse descriptive de la mobilité intergénérationnelle du revenu et de la transmission de ses composantes ».
Mémoire effectué sous la direction de Marie Connolly et Raquel Fonseca. Voir le fichier ReadMe pour plus de détails.
DOI: 10.5683/sp3/uspblw
title: Enhancing Speech Perception in Noise through Articulation

description: This dataverse contains data and R-analysis scripts from a project investigating the relationship between speech perception and production. Specifically, we investigated whether syllable repetition (Production group) would lead to better syllable discrimination in noise compared to syllable discrimination in quiet (Perception group). We first tested our hypotheses in a cohort of young adults (Experiment 1). In Experiment 2, we manipulated the modality of stimulus presentation during priming tasks (auditory vs. visual). In Experiment 3, we varied the delay between priming and SiN tasks (no delay vs. one-hour delay). In Experiment 4, we studied the effects of speech motor priming on older adults to understand how production and perception interact across the lifespan.
DOI: 10.5683/sp3/y2cmpz
title: Critical Infrastructure Interdependency
title: Measuring a Moving Target

description: This paper investigates the complex relationships between different critical infrastructures (CI) in Canada, focusing on their interdependencies and the resulting risks. It uses statistical analysis to track changes in these relationships over 25 years, showing that interdependencies among CIs have significantly increased, thus raising the risks associated with them. The study emphasizes the importance of using quantitative measures to better understand these connections for strategic planning and risk management. It concludes by outlining practical applications of CI interdependency metrics, such as policy development, regulation, risk management, exercising and modeling.

Dataset includes:
- finished research paper in .pdf
- raw statistic files from StatsCan and BEA in .xlsx
- modeled data - in .xlsx
- figures and images in .png
description: Microsoft Excel, 16
description: Microsoft Power BI
DOI: 10.5683/sp3/xoxbau
title: Canuc-Peds VP case series

description: A series of virtual patient cases, illustrating longitudinality and development in pediatrics. Developed for the Canuc-Peds repository
description: OLab
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/sp3/4dze3i
title: DynIA: Dynamically Informed Allegories - final project report

description: An important strategy for improving population health is to use what we learn from medical research in our patient care. One approach to this is using the highest quality medical research to make recommendations and guide healthcare providers in deciding how to diagnose and treat their patients. These recommendations form the basis of healthcare tools that are called clinical practice guidelines.
Theme four focused on strategies for increasing the uptake of clinical practice guidelines on low back pain and headache into community-based care. Theme four researchers collaborated with guideline developers in Alberta at the Institute of Health Economics and an organization called Towards Optimize Practice (TOP) that is sponsored by the Alberta Medical Association and the Alberta Ministry of Health (Alberta Health and Wellness).
The research team first looked at what is already been known about uptake of guideline recommendations for chronic pain. This process involved going back to original research from around the world. Research librarians and scientists found 19 scientific papers that are relevant. Taken together, these studies indicated that the best approach to improving uptake of chronic pain guidelines into community care is to present them to care providers in special interactive educational settings where they are able to discuss the recommendations approaches with the educators.
Theme four then went on to test this approach in the study of using an interactive educational workshop focused on the low back pain guideline. The study was conducted in collaboration with researchers from the University of Calgary and the University of Alberta. The workshop presenters were an expert team of physicians, physiotherapists, nurses and psychologists that traveled to the offices of the community healthcare providers. This study showed that the providers’ knowledge of low back pain increased after the workshop. When the medical records were examined, the researchers were unable to detect changes in how care was provided. This was a small study involving 24 providers. The researchers concluded that a larger study may confirm the increase in provider knowledge and detect changes in care.
description: OLab
description: Information about OLab4 is available at https://olab.ca

Information about OLab3 is available at https://openlabyrinth.ca
DOI: 10.5683/sp3/wf1n1k
title: DynIA project virtual patient case examples - low back pain

description: Virtual patient cases on chronic pain CPGs, low back pain for DynIA project
description: OLab
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