cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/n67bdi
title: Replication Data for: Beyond Standardization: A Comprehensive Review of Topic Modeling Validation Methods for Computational Social Science Research

description: copy directly from abstract in PSRM publicationAs the use of computational text analysis in the social sciences has increased, topic modeling has emerged as a popular method for identifying latent themes in textual data. Nevertheless, concerns have been raised regarding the validity of the results produced by this method, given that it is largely automated and inductive in nature, and the lack of clear guidelines for validating topic models has been identified by scholars as an area of concern. In response, we conducted a comprehensive systematic review of 789 studies that employ topic modeling. Our goal is to investigate whether the field is moving towards a common framework for validating these models. The findings of our review indicate a notable absence of standardized validation practices and a lack of convergence towards specific methods of validation. This gap may be attributed to the inherent incompatibility between the inductive, qualitative approach of topic modeling and the deductive, quantitative tradition that favors standardized validation. To address this, we advocate for incorporating qualitative validation approaches, emphasizing transparency and detailed reporting to improve the credibility of findings in computational social science research, when using topic modeling.
DOI: 10.7910/dvn/ntvw8t
title: Questionnaire and Interview Results

description: From 2022 to 2023, the research team conducted questionnaire surveys and interviews with local Chinese teachers and educational administrators in 136 public secondary schools across the Philippines that offer the SPFL (Chinese courses). The subjects of this study are the Chinese language learning needs of native Filipino youths within the national education system. During this period, the research team distributed 183 questionnaires and collected 150 valid responses. The respondents included 118 local teachers and 32 educational administrators. Semi-structured interviews were conducted with 100 individuals, including 32 principals (administrative staff) and 66 local teachers.
DOI: 10.21233/vgt4-yh28
title: Kennisis Lake diatom dataset

description: Raw data for the Kennisis Lake diatom dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/78orah
title: Replication Data for: Productivity Matters: Legislative Effectiveness, Bipartisanship, and Electoral Accountability

description: Data and STATA analysis code for figures in paper and tables in appendix.
DOI: 10.7910/dvn/uubujk
title: Analysis Code - Stakeholder Engagement for Sustainable Open Research Data Support Services: Insights from Interviews and Surveys in Switzerland

description: Analysis code covering all the steps performed to generate the results described in van de Wiel et al., "Stakeholder Engagement for Sustainable Open Research Data Support Services: Insights from Interviews and Surveys in Switzerland".

The research was conducted at the University of Zurich as part of the &lt;a href="https://doi.org/10.5281/zenodo.14356003"&gt;AFFORD&lt;/a&gt; project.
DOI: 10.7910/dvn/6wgmnj
title: Replication Data for: Public Support for Green, Inclusive, and Resilient Growth Conditionality in International Monetary Fund Bailouts

description: The International Monetary Fund (IMF) has recently expanded its policy scope to include a broader set of policies to promote green, inclusive, and resilient growth. How does this expansion affect the support for the IMF and its loans among the populations of borrowing countries? We conducted a pre-registered survey experiment with 2,694 respondents from three borrower countries—Argentina, Kenya, and Pakistan. We show that support for IMF programs increases by approximately 24 percent compared to traditional programs when the IMF includes good governance, anti-poverty, climate change, and gender equality measures in its programs. Our results imply that people do not uniformly reject the imposition of policies of global governance institutions but have well-defined preferences over policy measures. Our findings contribute to debates on the backlash against international institutions by highlighting that citizens are willing to accept sovereignty intrusion when they push for policy goals aligned with their policy preferences.
DOI: 10.7910/dvn/7hreac
title: 20250102 IVFTAHN HRT vs mNC

description: This is the dataset used for the research to compare the pregnancy outcomes of modified natural cycles (mNC) versus hormone replacement therapy (HRT) cycles, both with intensive luteal support using vaginal micronized progesterone and oral dydrogesterone.
DOI: 10.7910/dvn/hwrwsr
title: Two-element Relational Expression-number Lookup Table for Propositional Logic

description: This lookup table contains all digital numbers of truth values in two-element expressions of the five logical relations. They can be used for digital calculations and truth value comparisons in propositional logic.
DOI: 10.7910/dvn/ktd9eg
title: Database for 'Reporting and methodological quality in ion-substituted antimicrobial calcium phosphate research: a systematic review'

description: Database for review paper 'Reporting and methodological quality in ion-substituted antimicrobial calcium phosphate research: a systematic review'
DOI: 10.21233/c148-mh11
title: Wolseong-Dong ostracode surface sample dataset

description: Raw data for the Wolseong-Dong ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/qygpdj
title: Replication Data for: IMF Lending Programs and Repression in Autocracies

description: Do International Monetary Fund (IMF) lending programs increase repression in borrowing countries? We argue that repression worsens when autocratic governments enter conditional lending arrangements with the IMF. Autocracies are likelier than democracies to harshly crackdown during episodes of heightened protest and unrest triggered by IMF-mandated adjustment and structural reform programs. But harsh repression of anticipated spikes in dissent spurred by liberalization-oriented IMF conditions may also be used by autocrats to proactively signal their commitment to preserve regime insiders’ advantages. We present several tests of the arguments in the article. In the first test, we use a compound instrumental variable to estimate the conditional difference in human rights scores between IMF program participation and non-participation in both democratic and autocratic country-years (1975–2014). We do not find evidence for clear links between IMF program participation and human rights in developing democracies. In autocracies, however, the relationship between IMF lending programs and human rights respect is consistently negative and significant. In further tests, we isolate the impact of different types of IMF conditionality. Evidence suggests that IMF programs with more numerous structural reforms (namely, pro-privatization conditions) are associated with lower human rights protections in autocratic countries.
DOI: 10.7910/dvn/7bkwnb
title: Executive Agreements Database, Statement Regarding the Swap Agreement Among The United States Department of the Treasury, The Banco De Mexico, and The Government of the United Mexican States (March 23, 1990)

description: TIAS 90-323 KAV 2553 cover memo
DOI: 10.7910/dvn/sg0hd0
title: Replication Data for: Is there a ‘Youthquake’? The Structure of Party Competition and Age Differences in Voting

description: Data and codes to replicate the analyses reported in Is there a ‘Youthquake’? The Structure of Party Competition and Age Differences in Voting.

Paper abstract:
Why do age differences matter for voting in some countries and not in others? Despite the prevailing narrative that a ‘youthquake’ in voting is occurring across establish democracies, age effects vary considerably across countries. We seek to explain this apparent contradiction through three studies, using large comparative survey data (the World Political Cleavages and Inequality Database and the European Election Study voter survey) and survey data from Denmark and Great-Britain. We find that the explanation for variation in age differences lies with the structure of party competition and the policy positions of the major parties. When left parties adopt a progressive position on the sociocultural dimension, younger people are attracted to the political left; when parties do not align themselves on this dimension, there are no significant age differences in voting in voting for the left. The findings suggest that party positioning structures age variations in voting, not social dynamics.
DOI: 10.7910/dvn/gtofjb
title: Replication Data for: Afonso, A., Alves, J., and Beck, K. (2025). Drivers of migration flows in the European Union: Earnings or unemployment? International Labour Review, 164(2).

description: Replication Data for: Afonso, A., Alves, J., and Beck, K. (2025). Drivers of migration flows in the European Union: Earnings or unemployment? International Labour Review, 164(2).
DOI: 10.7910/dvn/7hk7hh
title: DM-FS: A Comprehensive Database on Death-Modulated Fatal Shootings

description: DM-FS enables the bidirectional exploration of fatal encounters. In other words, it allows others to investigate how deaths in one group, officers, modulate deaths in another, fatally shot civilians and vice-versa &lt;br /&gt; &lt;br /&gt;

&lt;h3&gt; Recommended Instructions&lt;/h3&gt; &lt;br /&gt;
First, click on the "Tree" button near the bold "Change View" text, underneath the "Files" tab. This will make the repository legible.
&lt;br /&gt; &lt;br /&gt;

Second, there are three folders listed below. Click on the folder whose contents you wish to access and download the corresponding database.
&lt;br /&gt; &lt;br /&gt;&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Civilians.&lt;/strong&gt; This folder contains DM-FS Civilians, a database that can enable the exploration of how a civilian’s death affects the number of officers that other civilians kill each year, and under which circumstances.&lt;/li&gt; 

&lt;li&gt;&lt;strong&gt;Officers.&lt;/strong&gt;This folder contains DM-FS Officers, a database that enables the exploration of how an officer’s death affects the number of civilians other officers fatally shoot each year, and under which circumstances. &lt;/li&gt; 

&lt;li&gt;&lt;strong&gt;Technical Validation Tables.&lt;/strong&gt; This folder contains the various technical validation tables that appear in the DM-FS data descriptor. &lt;/li&gt; 
&lt;/ul&gt;
&lt;br /&gt; 

For most users, we recommend (i) reading the codebook and (ii) downloading the cleaned version of DM-FS. For more advanced users who wish to customize the database and apply their own filtering, we recommend downloading the full database.

&lt;br /&gt; &lt;br /&gt;
&lt;h3&gt; Changelog &lt;/h3&gt; &lt;br /&gt;
DM-FS will be updated with additional information, such as additional years or databases. Any additions or changes to the database will appear in the text below. &lt;br /&gt; &lt;br /&gt;

&lt;strong&gt;*************************&lt;/strong&gt; &lt;br /&gt;
&lt;strong&gt; Version 1.1 &lt;/strong&gt; &lt;br /&gt;
&lt;em&gt;February 4, 2025&lt;/em&gt; &lt;br /&gt;
&lt;strong&gt;*************************&lt;/strong&gt; &lt;br /&gt;
&lt;br /&gt; 
All tables within the "Technical Validation" folder were renamed to "Repository Tables" to avoid confusion with the in-text tables within the Scientific Data Dataset Descriptor. The "Table Descriptions.txt" file was likewise renamed to "Repository Table Descriptions.txt," and the table names contained therein were updated appropriately.
&lt;br /&gt; &lt;br /&gt;

&lt;strong&gt;*************************&lt;/strong&gt; &lt;br /&gt;
&lt;strong&gt; Version 1.0 &lt;/strong&gt; &lt;br /&gt;
&lt;em&gt;January 16, 2025&lt;/em&gt; &lt;br /&gt;
&lt;strong&gt;*************************&lt;/strong&gt; &lt;br /&gt;
&lt;br /&gt; 
This post represents the launch of the first full version of DM-FS. The version of DM-FS that appears below is therefore an exact copy of the one described in the Scientific Data dataset descriptor.
&lt;br /&gt; &lt;br /&gt;
DOI: 10.7910/dvn/vg6kqd
title: Burnout Among Corporate Employees

description: This dataset was created as part of a research study aimed at understanding factors contributing to employee burnout in corporate environments. The data was collected through structured surveys and observational studies conducted within companies based in Bengaluru, India. It focuses on a range of workplace and personal well-being indicators such as work-life balance, manager support, sleep patterns, workload, and recognition. The dataset provides a comprehensive overview of variables commonly associated with employee stress and burnout, offering valuable insights for organizational analysis and intervention strategies.
description: Microsoft Excel, Python (Pandas, NumPy), Microsoft Excel, Python 2.7
description: Survey questionnaires and methodological notes are available upon request. All participant data is anonymized in accordance with ethical research guidelines.
description: Corporate Employee Well-being and Burnout Study – Bengaluru (2018)
description: Current employees from mid- to large-sized corporate firms in Bengaluru across various sectors including IT, consulting, and finance.
DOI: 10.21233/yh4m-kv87
title: Penza testate amoebae surface sample dataset

description: Raw data for the Penza testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/hsrjm4
title: ML - FArSide Trained Active Region Recognition (FASTARR) DataSet

description: These datasets are used for training the FArSide Trained Active Region Recognition (FASTARR) ML-model, which aims to improve active region (AR) identification on the Sun's far hemisphere. It comprises of far-side helioseismic phase-shift maps and corresponding AR masks. 


1. Data Sources
1.1. Helioseismic Phase-Shift Maps: 
 - Generated by the National Solar Observatory’s (NSO) Global Oscillation Network Group (GONG). 
 - Represent 24-hour averaged observations at a 6-hour cadence. 
 - Provided in longitude and sin(latitude) coordinates with a spatial resolution of 0.72°/pixel (longitude) and 0.01/pixel (sin(latitude)).

1.2. Far-Side EUV/304 Å Observations: 
 - Obtained from the Solar TErrestrial RElations Observatory/Extreme UltraViolet Imager (STEREO/EUVI). 
 - Used as a ground truth reference for far-side AR detection.

1.3. AR Masks:
 - GONG-derived AR masks: Created using helioseismic phase-shift measurements. 
 - EUV/AR masks: Generated from STEREO/EUVI observations. 
 - Both mask types are validated and cross-referenced for spatial and temporal consistency.

2. Dataset Pre-processing & Filtering
- The dataset spans from May 2010 to May 2016, corresponding to the far-side observational limits of STEREO satellites.
- Raw Data Filtering:
 - Excluded datasets with partial far-side coverage or data artifacts.
 - Reduced the dataset to 2,381 high-quality pairs (from an initial 3,057 pairs).
- Image Processing:
 - All maps are centered on the far-side central meridian.
 - Cropped to exclude off-limb regions.
 - Resized to 256 × 256 pixels, with interpolation of missing polar data.
 - Ensured consistency in format for machine learning training.
DOI: 10.7910/dvn/7lmnzh
title: Replication Data for: Dynamic Named Entity Recognition model to distinguish authors’ positions relative to mentioned locations

description: The data was used for the paper Dynamic Named Entity Recognition model to distinguish authors’ positions relative to mentioned locations.locations. It contains the Twitter posts used in the analysis.
DOI: 10.7910/dvn/hr8x4q
title: Battleground Poll no. 33 - December 2007 - dataset ID 11518

description: Data associated with The Battleground Poll between the years 1993 and 2017.
description: SPSS, null
DOI: 10.7910/dvn/r8e8xm
title: Replication Data for: Tax Competition with Intermunicipal Cooperation

description: This archive contains replication data and code for "Tax Competition with Intermunicipal Cooperation", published in the National Tax Journal.
DOI: 10.21233/zm8v-yx96
title: Star Ridge Cairn [23PO165] vertebrate fauna dataset

description: Raw data for the Star Ridge Cairn [23PO165] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/hqtwxj
title: Replication Data for: Nurse Workforce Change and Metropolitan Medically Underserved Areas in the United States

description: Data used in this analysis is Bureau of Labor Statistics Occupational Employment and Wage Statistics for all occupations for all geographic levels from 2011 to 2022 and medically underserved areas from the Health Resources and Services Administration (HRSA) from 2024.
DOI: 10.7910/dvn/nare5p
title: hou00201c00181

description: McCrea, Walter. Address to the "colored" electors of the western division : print with MS annotations, 1862 Aug. 29.
description: URN-3:FHCL.HOUGH:100528031
DOI: 10.7910/dvn/5pyqrp
title: Relatórios de direitos humanos sobre o Catar

description: Conjunto de dados de ONGs dos direitos humanos utilizado para análise de narrativa no TCC "Formula 1 como instrumento de sports diplomacy e sportswashing no Oriente Médio: uma análise construtivista do caso do Catar"
DOI: 10.21233/8q6p-g485
title: LDDsite5825 water chemistry dataset

description: Raw data for the LDDsite5825 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/5rnund
title: A08_17172.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/3f40377f-c972-ffa8-7b09-207208bfd08a'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/3f40377f-c972-ffa8-7b09-207208bfd08a
DOI: 10.7910/dvn/7ilzmm
title: Data sheep heat stress climatic chamber shearing

description: Data from sheep submitted to heat stress in a climatic chamber, before and after shearing.
DOI: 10.7910/dvn/78w8m6
title: Replication Data for: Opening up Military Innovation: Causal Effects of Reforms to U.S. Defense Research

description: This is the replication package for "Opening up Military Innovation: Causal Effects of Reforms to U.S. Defense Research," accepted in 2025 by the Journal of Political Economy.
DOI: 10.21233/ap41-2982
title: West Gothenburg diatom surface sample dataset

description: Raw data for the West Gothenburg diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/tcjte0
title: Replication Data for: Experiences with the Implementation of Cuban Health Cooperation Programs in Low and Middle-Income Countries: A Scoping Review

description: &lt;p&gt;This is a replication dataset for the research article titled " Experiences with the Implementation of Cuban Health Cooperation Programs in Low and Middle-Income Countries: A Scoping Review." This study aimed to examine the design and implementation experiences of Cuban health cooperation programs across LMICs, focusing on the emergence, design, implementation experience, utility and outcome of these collaborative programs.&lt;/p&gt;
DOI: 10.21233/zj35-2f45
title: Berends Local Fauna vertebrate fauna dataset

description: Raw data for the Berends Local Fauna vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.57967/hf/5401
title: ACSE-Eval
DOI: 10.5281/zenodo.15384894
title: DFT work for: Tri-Coordinated Copper Single Atoms on SAPO-34 Boosts Acetic Acid Production from Methane and Carbon Dioxide
DOI: 10.57967/hf/5400
title: ACSE-Eval
DOI: 10.7910/dvn/lhxe3y
title: 7T Rf coils: cross site comparison of sTx and pTx

description: Should I do 7T fMRI with the pTx or sTx coil? Consider the difference in geometry
Renzo Huber1, A. Tyler Morgan1, Alessandra Pizzuti2, Benedikt Poser2, Barbara Dymerska3, Dario Bosch4, Yuhui Chai5, Natalia Gudino1, Joelle Sarlls1, Sebastian Dresbach2,6, Joseph (An Thanh) Vu7, Jen Evans1, Salvatore Torrisi7, Rüdiger Stirnberg8, Monique Tourell9, Saskia Bollmann9, Luca Vizioli10, Essa Yacoub10, Nikos Priovoulos11, Emma Brouwer11, Wietske van der Zwaag11, Hendrik Mattern12, Daniel Gomez13, Anna Blazejewska13, Jonathan R. Polimeni13, Peter Bandettini1


1.NIH, Bethesda, USA, 
2.Maastricht University, Netherlands, 
3.UCL, London, UK, 
4.MPI for Biol. Cybernetics, Tübingen, Germany, 
5.University of Illinois Urbana-Champaign, USA, 
6.MPI Leipzig, Germany, 
7.UCSF, VA, USA, 
8.DZNE Bonn, Germany, 
9.University of Queensland, Australia, 
10.CMRR, Minneapolis, USA, 
11.Spinoza Centre for Neuroimaging, Amsterdam, Netherlands, 
12.BMMR OVGU Magdeburg, Germany, 
13.Martinos Center, MGB, USA

Abstract
Motivation: Parallel transmit (pTx) coils at 7T are clinically approved, but their advantage for fMRI remains unclear.

Goal: We aimed to determine whether widely-used sTx or pTx coils provide better 7T fMRI data.

Approach: We investigated 30 coils across 15 7T sites (SIEMENS and Philips), estimating noise correlation across receivers and mapped transmit field size/location using MR-visible beeswax and CT scans.

Results: pTx coil placement benefits lower brain areas but increases noise coupling. Nova sTx and pTx coils differ in geometry.

Impact: Geometrical design choices play a surprisingly large role for 7T fMRI when choosing the optimal coil.
description: Accompanying data to ISMRM proceedings 2025
DOI: 10.7910/dvn/vj9o8w
title: Supplemental Methods to: Accelerated Aging in Survivors of Childhood Cancer—Early Onset and Excess Risk of Chronic Conditions. JAMA Oncol. 2025.

description: Supplemental Methods to: 

Jennifer M. Yeh, PhD; Zachary J. Ward, PhD; Kayla L. Stratton, MS; et al. Accelerated Aging in Survivors of Childhood Cancer—Early Onset and Excess Risk of Chronic Conditions. JAMA Oncology. 2025. doi:10.1001/jamaoncol.2025.0236
DOI: 10.7910/dvn/7jdpyc
title: Replication Data for: Effects of Credit Expansions on Stock Market Booms and Busts

description: Replication Code and Pseudo Data for Effects of Credit Expansions on Stock Market Booms and Busts
DOI: 10.7910/dvn/hxi9sz
title: A 12-Item Version of the Multi-Attitude Suicide Tendency Scale

description: A 12-Item Version of the Multi-Attitude Suicide Tendency Scale