cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15278788
title: BIOMAT-MONER: A Domain-Specific Corpus for Named Entity Recognition of Manufactured Objects Relevant to Biomaterials Research

description: BIOMAT-MONER Corpus

BIOMAT-MONER stands for BIOMATerials Manufactured Object Named Entity Recognition. It is a corpus developed within the scope of the Horizon Europe BIOMATDB project to support the extraction and classification of manufactured object relevant to biomaterials research entity mentions from scientific literature in the biomaterials domain. The corpus focuses on the annotation of manufactured objects, including references to devices, tools, experimental apparatus, and implantable medical products, along with their chemical, physical, and mechanical properties among other relevant features, as well as their trade names, that are described in the context of their use in biomaterials-related experiments or applications.

The corpus was created through a collaborative effort involving domain experts, who were tasked with the establishment of comprehensive and accurate annotation guidelines for the manual annotation of the final gold standard corpus. To ensure domain relevance and terminological coverage, PubMed abstracts were carefully selected based on relevant MeSH (Medical Subject Headings) terms associated with biomaterials, medical devices, and related fields. The abstracts were then manually annotated according to the rules predefined in the annotation guidelines.

The BIOMAT-MONER corpus is one of four developed within the BIOMATDB project and is divided into three subsets: a training set (750 documents), a test set (150 documents), and a validation set (100 documents). It is available in multiple formats, including brat, CSV, and CoNLL, to support diverse NLP workflows.

This corpus is part of a broader initiative to support the development of an advanced, searchable biomaterials database with integrated analytical tools and digital advisors. It is also intended for use in training Named Entity Recognition (NER) models, enabling the automatic identification and extraction of manufactured object mentions relevant to biomaterials research.

Resources



Project Website

Biomaterials Marketplace

Biomaterials Database
DOI: 10.5281/zenodo.15278787
title: BIOMAT-MONER: A Domain-Specific Corpus for Named Entity Recognition of Manufactured Objects Relevant to Biomaterials Research

description: BIOMAT-MONER Corpus

BIOMAT-MONER stands for BIOMATerials Manufactured Object Named Entity Recognition. It is a corpus developed within the scope of the Horizon Europe BIOMATDB project to support the extraction and classification of manufactured object relevant to biomaterials research entity mentions from scientific literature in the biomaterials domain. The corpus focuses on the annotation of manufactured objects, including references to devices, tools, experimental apparatus, and implantable medical products, along with their chemical, physical, and mechanical properties among other relevant features, as well as their trade names, that are described in the context of their use in biomaterials-related experiments or applications.

The corpus was created through a collaborative effort involving domain experts, who were tasked with the establishment of comprehensive and accurate annotation guidelines for the manual annotation of the final gold standard corpus. To ensure domain relevance and terminological coverage, PubMed abstracts were carefully selected based on relevant MeSH (Medical Subject Headings) terms associated with biomaterials, medical devices, and related fields. The abstracts were then manually annotated according to the rules predefined in the annotation guidelines.

The BIOMAT-MONER corpus is one of four developed within the BIOMATDB project and is divided into three subsets: a training set (750 documents), a test set (150 documents), and a validation set (100 documents). It is available in multiple formats, including brat, CSV, and CoNLL, to support diverse NLP workflows.

This corpus is part of a broader initiative to support the development of an advanced, searchable biomaterials database with integrated analytical tools and digital advisors. It is also intended for use in training Named Entity Recognition (NER) models, enabling the automatic identification and extraction of manufactured object mentions relevant to biomaterials research.

Resources



Project Website

Biomaterials Marketplace

Biomaterials Database
DOI: 10.15468/dl.a5uewk
title: Occurrence Download

description: A dataset containing 200051 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Juglans regia L.",
 "HasCoordinate is true",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 200051 records from 1587 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003548-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.esj4sz
title: Occurrence Download

description: A dataset containing 50547 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-180 -58,180 -58,180 84,-180 84,-180 -58))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is CC-BY-NC 4.0",
 "OccurrenceStatus is Absent",
 "TaxonKey is one of (Animalia, Plantae)",
 "Year is 2000"
 ]
}

 The dataset includes 50547 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013409-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/tzlaty
title: PDB - 2DD8 - Crystal Structure of SARS-CoV Spike Receptor-Binding Domain Complexed with Neutralizing Antibody, (311K, 38°C, 100 ns) RMSD, SASA, RMSF, Rg, H-bonds

description: PDB - 2DD8 - Crystal Structure of SARS-CoV Spike Receptor-Binding Domain Complexed with Neutralizing Antibody, (311K, 38°C, 100 ns) RMSD, SASA, RMSF, Rg, H-bonds
DOI: 10.7910/dvn/n6bgjy
title: Wellness Workshops Records, 1992-1997

description: &lt;p&gt;This dataset represents a group of paper records (a "series") within the Harvard School of Public Health Harvard Prevention Research Center records, 1992-2003 (inclusive), 1994-2003 (bulk), which can be accessed on-site at the Center for the History of Medicine at the Francis A. Countway Library of Medicine in Boston, Massachusetts. The series consists of administrative, participation, evaluation, instruction, and publicity records generated for wellness workshops provided for educators during the Harvard Prevention Research Center's randomized control trial of the Planet Health curriculum.&lt;/p&gt; 
&lt;p&gt;Administrative records include: workshop instructor job descriptions and consulting agreements; workshop calendars; funding applications, expense reports, and invoices; meeting summaries; and administrative correspondence. Participation records consist of participant sign-in sheets and certificates of completion. Evaluation records include participant evaluations, blank evaluation forms, and related summarized data. Instruction records consist of: instructions and props for games and activities; paperboard food models with nutritional content information; curriculum development records; and collected publications. Publicity records include workshop flyers and brochures. Series also includes Massachusetts Department of Education professional development points provider records, consisting of: program certification applications; points awarding instructions; software installation disks and manuals; points provider lists; and related correspondence. Workshop topics include: cardiovascular health; fat; diet and nutrition; inactivity; physical fitness; osteoporosis; physical education; and stress management.&lt;/p&gt;
&lt;p&gt;Data and associated records are accessible onsite at the Center for the History of Medicine per the conditions governing access described below.&lt;/p&gt;
&lt;p&gt;Conditions Governing Access to Original Collection Materials: The series represented by this dataset includes personnel and personally-identifying information that is restricted for 80 years from the date of record creation, and Harvard University records that are restricted for 50 years from the date of record creation. Researchers should contact &lt;a href="https://www.countway.harvard.edu/chom/research-and-access"&gt;Public Services&lt;/a&gt; for more information.&lt;/p&gt;
&lt;p&gt;The Harvard School of Public Health Harvard Prevention Research Center records were processed with grant funding from the Andrew W. Mellon Foundation, as awarded and administered by the Council on Library and Information Resources (CLIR) in 2016. View the &lt;a href="http://nrs.harvard.edu/urn-3:HMS.Count:med00242"&gt;Harvard Prevention Research Center Records finding aid&lt;/a&gt; for a full collection inventory of both paper and digital records, and for more information about accessing and using the collection.&lt;/p&gt;
description: Harvard School of Public Health. Harvard Prevention Research Center records.
DOI: 10.7910/dvn/ug5zac
title: Council; Council Files August 29, 1845, Case of Orrin de Wolf, GC3/series 378, Petition of Levi D. Smith

description: &lt;p&gt;Petition subject: Execution case &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:12233013"&gt;http://nrs.harvard.edu/urn-3:FHCL:12233013&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Stoneham &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: "To be left at the office of the Hangman, 38 Cornhill Boston" &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;Levi D. Smith&lt;/li&gt;&lt;li&gt;John Sprague&lt;/li&gt;&lt;li&gt;John J. Brown&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Total signatures: 21 &lt;/p&gt; &lt;p&gt;Legal voter signatures (males not identified as non-legal): 21 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: inhabitants &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;: Manuscript &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: Orrin de Wolf &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: Governor Council Files, August 29, 1845, Case of Orrin de Wolf &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/ydha8h
title: CES 2022, Team Module of Louisiana State University and Johns Hopkins University (JHU)

description: This dataverse contains the data and supporting documents for the CES 2022 Team Module of Louisiana State University and Johns Hopkins University. This project was supported by the National Science Foundation, Grant Number SES-2148907.
DOI: 10.7910/dvn/nrgbyn
title: Xylitol in Caries Prevention: Meta-analysis and Evidenced Based Review

description: The aim of the study is to summarize the evidence on the effectiveness of xylitol-containing products in dental caries prevention with a focus on dental caries as the primary outcome rather than other pseudo outcomes
DOI: 10.7910/dvn/ugulz7
title: Replication data for: Euroscepticism and the Welfare States of Europe: A longitudinal study of patterns of Euroscepticism across the left-right spectrum and the EU member states

description: Popular support for EU membership is increasingly becoming a topic of interest in academic research and the public debate. In the strive for generalization, experts in both strands often focus on general trends at the aggregated level rather than the subordinate developments at regional or national levels. This is exemplified by studies suggesting that Euroscepticism has developed from being a left-wing phenomenon to a u-shaped phenomenon with significantly higher levels at the extremes. The extent to which this characterizes all member states needs to be further investigated. Using a unique dataset consisting of 100 waves of surveys conducted in each of the (nine to twenty-eight) EU member states from 1973 to 2019, this article analyses the relative longitudinal development of Euroscepticism across the left-right spectrum within each member states and regions of member states. The results reveal significant differences across regions of EU member states and suggest that subaggregated analyses should precede analyses of general trends.
DOI: 10.7910/dvn/zsmt6t
title: CES 2020, Team Module of University of Notre Dame (UND)

description: This dataverse contains the data and supporting documents for the CES 2020 Team Module of the University of Notre Dame. This project was supported by the National Science Foundation, Grant Number SES-1948863.
DOI: 10.7910/dvn/uhxm8w
title: Wright Casebook Edited; Docketed Case: 74-1909
DOI: 10.7910/dvn/xy2w8e
title: Wright Files I-Z Edited; Docketed Case: 76-1029
DOI: 10.7910/dvn/o7ii8w
title: Replication Data for: How Propaganda Works in the Digital Era

description: Yuner ZHU & King-wa FU, How Propaganda Works in the Digital Era: Soft News as a Gateway
&lt;br&gt;
Abstract: Digital technology can empower citizen journalism as well as state media in authoritarian regimes. China’s propaganda apparatus has undertaken a series of transformations to adapt itself to the changing media environment. This study investigates this adaptive process by drawing on over 5 million Weibo posts created by 103 newspapers between 2012 and 2019. Results show that through the digital transformation, newspapers are deliberately distancing themselves from their Orwellian past of abstract dogmatism to openly embrace infotainment. A soft-news-centered production model has emerged as the new journalistic paradigm on social media. Not only commercialized outlets but also mouthpiece newspapers produce more soft news than hard news. Regression results further substantiate that soft news is a gateway to propaganda, whose popularity can spill over into propaganda news. For every 100% increase in soft news popularity, propaganda popularity will rise by 38.5% in the following month. News outlets that have garnered attention to soft news can transfer that attention to their subsequent propaganda. These results illuminate how propaganda works in the digital realm, how authoritarian propaganda could be enhanced by infotainment, and why a less political platform could be more susceptible to political intervention.
DOI: 10.7910/dvn/si8ny
title: House Unpassed Legislation 1839, Docket 577, SC1/series 230, Petition of Julia Parris

description: &lt;p&gt;Petition subject: Repeal of all laws making distinction on color &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:10956329"&gt;http://nrs.harvard.edu/urn-3:FHCL:10956329&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Kingston &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: Josiah Holmes, Kingston; committee on the judiciary &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;Julia Parris&lt;/li&gt;&lt;li&gt;Sally C. Holmes&lt;/li&gt;&lt;li&gt;Betsey Beal&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Actions taken on dates: 1839-01-26 &lt;/p&gt; &lt;p&gt;Legislative action: Received in the House on January 26, 1839 and referred to the committee on the judiciary &lt;/p&gt; &lt;p&gt;Total signatures: 91 &lt;/p&gt; &lt;p&gt;Legislative action summary: Received, referred &lt;/p&gt; &lt;p&gt;Female signatures: 91 &lt;/p&gt; &lt;p&gt;Female only signatures: Yes &lt;/p&gt; &lt;p&gt;Identifications of signatories: women, [females] &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;: Manuscript &lt;/p&gt; &lt;p&gt;Additional non-petition or unrelated documents available at archive: no additional documents &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: House Unpassed 1839, Docket 577 &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/udrsq6
title: Replication data for: Aggregation Among Binary, Count, and Duration Models: Estimating the Same Quantities from Different Levels of Data

description: Binary, count, and duration data all code discrete events occurring at points in time. Although a single data generation process can produce all of these three data types, the statistical literature is not very helpful in providing methods to estimate parameters of the same process from each. In fact, only a single theoretical process exists for which known statistical methods can estimate the same parameters—and it is generally used only for count and duration data. The result is that seemingly trivial decisions about which level of data to use can have important consequences for substantive interpretations. We describe the theoretical event process for which results exist, based on time independence. We also derive a set of models for a time-dependent process and compare their predictions to those of a commonly used model. Any hope of understanding and avoiding the more serious problems of aggregation bias in events data is contingent on first deriving a much wider arsenal of statistical models and theoretical processes that are not constrained by the particular forms of data that happen to be available. We discuss these issues and suggest an agenda for political methodologists interested in this very large class of aggregation problems.
DOI: 10.7910/dvn/mxn1r8
title: The Impact of Financial Openness on the Size of Utility-enhancing Government [Dataset]

description: This paper studies the impact of financial openness on the size of government, and other key economic variables, such as the consumption-wealth ratio, the growth rate of wealth, and welfare, in a two-country world, based on a portfolio approach, assuming that public spending is utility-enhancing. The model suggests that the size of government, the consumption-wealth ratio, and welfare should be higher in an open economy due to a higher productivity and/or less volatility through risk sharing. The theoretical results for the growth rate depend on differences on productivities and consumption-wealth ratios. The empirical evidence based on a sample of 50 countries for the period 1970-2009 broadly supports the main theoretical results of the model, even though the inclusion of Singapore distorts sometimes the broad picture.
DOI: 10.7910/dvn/nhh9b
title: Senate Unpassed Legislation 1838, Docket 10274, SC1/series 231, Petition of Polly Chute

description: &lt;p&gt;Petition subject: Repeal all laws making any distinctions on account of color &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:11148868"&gt;http://nrs.harvard.edu/urn-3:FHCL:11148868&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Reading &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: Warren Perkins, Reading; special joint committee &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;Polly Chute&lt;/li&gt;&lt;li&gt;Martha Sanborn&lt;/li&gt;&lt;li&gt;Eunice A. Pickett&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Actions taken on dates: 1838-04-06,1838-04-06 &lt;/p&gt; &lt;p&gt;Legislative action: Senate joint special committee reported and accepted inexpediant to legislate on April 6, 1838 and sent for concurrence and received in the House on April 6, 1838 and concurred &lt;/p&gt; &lt;p&gt;Total signatures: 272 &lt;/p&gt; &lt;p&gt;Legislative action summary: Reported, accepted, inexpediant, sent, received, concurred &lt;/p&gt; &lt;p&gt;Female signatures: 272 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: women, [females] &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;Location of the petition at the Massachusetts Archives of the Commonwealth: Senate Unpassed 1838, Docket 10274 &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/nrnexz
title: Dataset-Factors Influencing the Adoption of ICT for Marketing by Cereal Vietnam Farmers

description: This is the dataset for the paper titled "Factors Influencing the Adoption of Information and Communication Technologies for Marketing by Cereal Vietnamese Farmers"
DOI: 10.7910/dvn/smkkma
title: Replication Data for: "The Treatment Works: Revisiting a Key Link in Contextual Theories of Political Behavior"

description: This is the replication data for "The Treatment Works: Revisiting a Key Link in Contextual Theories of Political Behavior." The data are in .csv format and the script is in R.
DOI: 10.7910/dvn/9ociek
title: Wright Casebook Edited; CA 2196-66
DOI: 10.7910/dvn/tp8fde
title: ThinkSpace | Seasons on WorldWide Telescope

description: An interactive media resource, based on the WorldWide Telescope platform, as part of an 8-day curriculum to teach middle school students the causes of seasons on Earth.
DOI: 10.7910/dvn/uipadp
title: Replication Data for: Checking out checkout charity: A study of point-of-sale donation campaigns

description: This data and code is being submitted to allow replication of results presented in the referenced publication.
DOI: 10.7910/dvn/mjzn0a
title: Results Cognitive and Motor Creativity

description: The measures of Originality, Fluency, Appropriateness and Creativity for the divergent thinking condition (i.e. cognitive condition) and divergent doing condition (i.e. motor condition) for both experts and novices in pool.
DOI: 10.5281/zenodo.15543385
title: NetLay: Layout Classification Dataset for Enhancing Layout Analysis

description: If you find our work useful in your research or use it in your projects, please consider citing:```bibtex@article{gogawale2024netlay,  title={NetLay: Layout Classification Dataset for Enhancing Layout Analysis},  author={Gogawale, S. and Bambaci, L. and Kurar-Barakat, B. and Vasyutinsky-Shapira, D. and St{\"o}kl Ben Ezra, D. and Dershowitz, N.},  journal={Magazén: International Journal for Digital and Public Humanities},  year={2024}}
DOI: 10.5281/zenodo.15543386
title: NetLay: Layout Classification Dataset for Enhancing Layout Analysis

description: If you find our work useful in your research or use it in your projects, please consider citing:```bibtex@article{gogawale2024netlay,  title={NetLay: Layout Classification Dataset for Enhancing Layout Analysis},  author={Gogawale, S. and Bambaci, L. and Kurar-Barakat, B. and Vasyutinsky-Shapira, D. and St{\"o}kl Ben Ezra, D. and Dershowitz, N.},  journal={Magazén: International Journal for Digital and Public Humanities},  year={2024}}