cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21233/1q4a-mt71
title: Bentley Lake water chemistry dataset

description: Raw data for the Bentley Lake 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: 10.21233/ktg2-gk49
title: Crag Point [KOD-044] vertebrate fauna dataset

description: Raw data for the Crag Point [KOD-044] 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/c0vfmh
title: Replication Data for: Compulsory Voting Increases Men's Turnout Most

description: Equal turnout fosters equal representation. As such, researchers have long sought to understand what causes gender differences in voter participation. I argue that compulsory voting increases men’s turnout relative to that of women. This is because men are particularly receptive to external incentives, while women are more intrinsically motivated. Within Brazil and across countries, I use administrative data to show that compulsory voting increases men’s turnout most. I also argue that, due to social desirability bias, nonvoting women are most likely to claim to have participated under mandatory voting. With comparisons of official and reported turnout, I demonstrate compulsory voting increases women’s turnout overreporting relative to that of men. By increasing men’s relative turnout, compulsory voting could introduce or accentuate representational disparities in favor of men, and this potentiality can be obscured by survey data.
description: This dataset underwent an independent verification process, complying with the AJPS Verification Policy updated June 2023, which replicated the tables and figures in the primary article. For the supplementary materials, verification was performed solely for the successful execution of the code. The verification process was carried out by the Cornell Center for Social Sciences at Cornell University. 
<br>
 
The associated article has been awarded the Open Materials Badge. Learn more about the Open Practice Badges from the Center for Open Science. 
<br>


<br>
Open Materials Badge
DOI: 10.21233/1ytx-kg24
title: 8504 pollen surface sample dataset

description: Raw data for the 8504 pollen 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: 10.21233/k639-rs18
title: SIER37 pollen surface sample dataset

description: Raw data for the SIER37 pollen 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/pqu19f
title: Cross-Cultural Collaboration Dataset

description: The present study examines a cross-cultural teaching collaboration between two undergraduate courses of Abnormal Psychology at ‘University A’ in Cairo, Egypt, and ‘University B’ in Phila-delphia, United States of America. The collaboration was based on a low-cost yet pedagogically innovative use of technology to internationalize the course experience. Students’ cross-cultural exposure is studied in light of the developmental model of intercultural maturity by examining their 1) cognitive dimension (i.e., knowledge of cultural differences), 2) intrapersonal dimension (i.e., identity development, capacity to accept differences and not be threatened by them), and 3) interpersonal dimension (i.e., sensitivity to others, capacity to relate to people from diverse back-grounds). The study followed a pre/post design by using the Global Perspective Inventory (GPI) as well as qualitative reflections to explore University A’s students’ intercultural maturity before and after this experience.
DOI: 10.21233/29d1-3879
title: Vaseaux Lake diatom surface sample dataset

description: Raw data for the Vaseaux Lake 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: 10.21233/xwdv-pz02
title: Okanagan Lake water chemistry dataset

description: Raw data for the Okanagan Lake 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/zw3v1d
title: Holistically Identifying Road Complexity and Relating it to Fatal Crashes

description: Understanding the context of crash occurrence in complex driving environments is essential for improving traffic safety and advancing automated driving. Previous studies have used statistical models and deep learning to predict crashes based on semantic, contextual, or vehicle kinematic features, but none have examined the combined influence of these factors. In this study, we term the integration of these features ``roadway complexity''. This paper introduces a two-stage framework that integrates roadway complexity features for crash prediction. In the first stage, an encoder extracts hidden contextual information from these features, generating latent complexity features. The second stage uses both original and latent complexity features to predict crash likelihood, achieving an accuracy of 87.98\% with original features alone and 90.46\% with the added latent complexity features. Ablation studies confirm that a combination of semantic, kinematic, and contextual features yields the best results, which emphasize their role in capturing roadway complexity. Additionally, complexity index annotations generated by the Large Language Model outperform those by Amazon Mechanical Turk, highlighting the potential of AI-based tools for accurate, scalable crash prediction systems.
DOI: 10.21233/1fw6-rc71
title: Horseman's Farm ostracode surface sample dataset

description: Raw data for the Horseman's Farm 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/opvm6l
title: Surveillance of Cassava Frogskin Disease in Cassava Plantations in Meta, Colombia

description: This dataset contains field monitoring data of Cassava Frogskin Disease collected in Meta, Colombia. Each record includes geographic coordinates (latitude and longitude), administrative information (department and municipality), date of sampling, and visual assessment indicating the presence or absence of disease symptoms on cassava roots.

&lt;br&gt;
&lt;br&gt; 
Methodology: For a population of 10,000 with an estimated infection rate of 10%, using a sample size of 30 plants provides a 95% probability of detection. The monitoring focuses on cassava crops older than seven months, specifically selecting one hectare with well-formed storage roots. Within the hectare, two transects of 15 plants each are chosen, totaling 30 plants per hectare. To inspect the roots, soil is carefully removed using a machete until a good storage root is exposed. The root is then cleaned gently with a clothes brush, and if necessary, washed with water using a 6-liter sprayer. Once the skin of the root is clearly visible, a photo is taken following specific guidelines: location services and camera location tags must be enabled, flash is turned off, AI focus and lighting correction are activated, and image size is set to a maximum of 1 MB. The photo should be taken approximately 15 cm away from the root to ensure clear visibility of potential frogskin disease symptoms.
DOI: 10.7910/dvn/c25j3r
title: Corpus of News Articles Published in the "Politics" Section of The Epoch Times (June 2013 - March 2021)

description: The dataset comprises news articles published within the "Politics" section of The Epoch Times (http://theepochtimes.com) during the period spanning from June 20, 2013, to March 7, 2021. A comprehensive scraping process was conducted to obtain all text-based articles featured within the designated section in March 2013. The raw text data was transformed into a structured data frame, yielding a dataset comprised of 19,278 observations and 7 distinct fields.
DOI: 10.21233/cxy7-ze26
title: South 11 testate amoebae surface sample dataset

description: Raw data for the South 11 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/bztco8
title: How Shakespeare’s works have been reinterpreted, adapted and reshaped: a bibliometric review and trend analysis of Shakespeare studies from 2000 to 2023

description: How Shakespeare’s works have been reinterpreted, adapted and reshaped: a bibliometric review and trend analysis of Shakespeare studies from 2000 to 2023
DOI: 10.7910/dvn/dosjuy
title: Collisional Thinking Theory (CTT) By Jalal Khawaldeh

description: The Collisional Thinking Theory (CTT) introduces a groundbreaking framework for understanding and enhancing human cognitive processes, particularly in the context of rapidly advancing artificial intelligence (AI) technologies. At its core, CTT redefines creativity and problem-solving by emphasizing the deliberate collision of diverse, contrasting, and even discarded ideas—referred to as "Waste Thinking"—to generate innovative solutions and accelerate human awareness. This process not only unlocks untapped creative potential but also positions CTT as a necessity in the age of AI, serving as a foundation for the post-critical thinking era where human cognition must evolve to keep pace with technological advancements.
Originating from the field of "Epistophysics," CTT integrates philosophy, neuroscience, physics, and creative innovation to redefine human cognition. The theory is built on the concept of "collisions of ideas within human consciousness," wherein diverse and often conflicting thoughts interact dynamically to produce forward-looking insights. By reframing discarded or overlooked ideas as valuable resources, CTT highlights their role as key drivers of intellectual advancement. This paradigm shift transcends traditional methods of isolated analysis, fostering an integrative framework where primary and neglected ideas combine to generate extraordinary outcomes.
Empirical studies demonstrate the wide applicability of CTT across various domains, including education, professional environments, and AI research. For instance, the core process of CTT, illustrated in the diagram "The Mechanism of Collisional Thinking" (Appendix E), visually represents how collisions between primary and discarded ideas lead to transformative insights. Leveraging advanced cognitive models and field experiments, CTT reveals its potential to enhance future foresight and foster innovative thinking, making it an indispensable tool for addressing the complexities of the modern world.
In an era dominated by AI, CTT emerges as a vital framework for ensuring that human cognition remains adaptive, creative, and forward-thinking. By bridging gaps left by traditional cognitive models and incorporating emotional, intuitive, and creative dimensions, CTT offers a holistic approach to problem-solving that is both dynamic and resilient. As the world grapples with unprecedented challenges, CTT not only redefines creativity as a sophisticated and adaptable cognitive process but also paves the way for a collective evolution in thought and consciousness. This positions CTT as a cornerstone for navigating the demands of the 21st century and beyond, ensuring that humanity remains at the forefront of innovation in an increasingly AI-driven landscape.
DOI: 10.15468/dl.fs5w8k
title: Occurrence Download

description: A dataset containing 333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-76.55265 -8.26135,-76.45942 -8.26135,-76.45942 -8.16842,-76.55265 -8.16842,-76.55265 -8.26135))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 333 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025432-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/knw0-dj44
title: Wolf Pond water chemistry dataset

description: Raw data for the Wolf Pond 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/dnjsfz
title: Replication Data for: Gender Stereotypes and Entrepreneur Financing

description: Code and pseudo-data to replicate tables and figures in "Gender Stereotypes and Entrepreneur Financing." Please refer to the master do-file for more details.
DOI: 10.7910/dvn/otj0fs
title: Replication Data for: Leverage and Stablecoin Pegs

description: Replication package for "Leverage and Stablecoin Pegs" (accepted for publication in JFQA in 2025)
DOI: 10.21233/wen3-9186
title: Stordalen testate amoebae surface sample dataset

description: Raw data for the Stordalen 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: 10.21233/2gk0-nt15
title: Lake Fisher water chemistry dataset

description: Raw data for the Lake Fisher 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: 10.21233/xrff-de34
title: Vian Lake diatom dataset

description: Raw data for the Vian 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/c48dqn
title: Replication Data for: What Determines the Effectiveness of Post-civil War Peace-building: Path Mining and Verification based on Fuzzy-Set Qualitative Comparative Analysis and Process Tracing

description: After the end of the Cold War, civil wars and post-war peace-building have gradually become the core issues of international security governance. Despite the substantial resources invested by the international community in peace-building practices, there are significant differences in the effectiveness achieved by different countries in these practices. Based on the “peace-building triangle”, the author constructs a three-dimensional analytical framework encompassing international support, social cohesion, and social resilience. Using Fuzzy-Set Qualitative Comparative Analysis (fsQCA), the author conducts configurational analysis on 28 civil war cases from 1991 to 2024. The findings reveal four sufficient condition configuration types that lead to high levels of peacebuilding effectiveness: (1) the aid-cohesion type, where international aid allocation synergizes with domestic identity cohesion; (2) the peacekeeping-resilience type, relying on peacekeeping operations to rebuild security environments and activate local resilience; (3) the social resilience type, driven by endogenous political participation and economic well-being; and (4) the cohesion-resilience type, which emphasizes the synergistic effect of social cohesion and societal resilience. Through process tracing of cases in Rwanda, Sierra Leone, Croatia, and Mozambique, the research confirms that peacebuilding is embedded in a state-building process oriented by social cohesion and societal resilience, international interventions mainly provide auxiliary support for peacebuilding by compensating for domestic capacity deficits or forming positive complementarities with local advantageous factors. By employing mixed methods, this study transcends variable-oriented linear analyses, revealing the complex causal mechanisms in post-conflict peace-building. 冷战结束后，内战以及战后的和平重建逐渐成为国际安全治理的核心议题。尽管国际社会投入大量资源进行和平建设实践，但不同国家在和平建设实践中取得的成效存在显著差异。基于“和平建设三角模型”，作者建构了包含国际支持、社会凝聚力与社会复原力的三维分析框架，运用模糊集定性比较分析对1991—2024年间28个内战案例进行组态分析，揭示了四种导致高水平和平建设成效的充分条件组态类型：以高水平发展援助和种族同质性为核心条件的援助—凝聚型；以大规模维和与高水平参与为核心条件的维和—复原型；以政治参与水平和经济福祉提升为核心驱动力的社会复原型；以及强调社会凝聚力与社会复原力协同作用的凝聚—复原型。对卢旺达、塞拉利昂、克罗地亚和莫桑比克四个典型案例进行过程追踪后发现，和平建设内嵌于以社会凝聚力和社会复原力为导向的国家建设进程之中，国际干预主要通过弥补国内能力短板，或与本土优势要素形成良性互补，为和平建设提供辅助支持。有别于变量导向的线性分析，作者运用混合方法揭示了和平建设“多重并发、殊途同归”的复杂因果机制，为后冲突社会选择差异化的重建方案提供了理论依据与实践启示。
DOI: 10.7910/dvn/dv0u2s
title: Executive Agreements Database, Statement Concerning the Acquisition and Cross-Servicing Agreement with Estonia with Annexes Signed At Tallinn July 1, 2008 Entered Into Force July 1, 2008

description: KAV 9741

cover memo
DOI: 10.21233/h8w9-qm73
title: LDDsite2710 water chemistry dataset

description: Raw data for the LDDsite2710 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: 10.21233/dm6v-jm89
title: Makąty testate amoebae surface sample dataset

description: Raw data for the Makąty 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: 10.6084/m9.figshare.29035544
title: Water isotope hydrology of the Macleay region

description: The stable water isotopic composition (the water isotopic ratios d<sup>18</sup>O and d<sup>2</sup>H and d-excess) of monthly and event precipitation samples, and river and spring water samples, from the Macleay catchment of eastern Australia, with an aim to understand the isotope hydrology of the region.
DOI: 10.5281/zenodo.15384956
title: Supplementary datasets for "Evolutionarily Conserved Heat-Induced Chromatin Dynamics Drive Heat Stress Responses in Plants"

description: Supporting Dataset S1 Annotated lists of all ATAC-seq peaks called in different genotypes and conditions at HS 

Supporting Dataset S2 List of differential open chromatin in aClusters

Supporting Dataset S3 List of differentially expressed genes and their enriched cis-regulatory elements in rClusters 

Supporting Dataset S4 List of enriched cis-regulatory elements in aClusters

Supporting Dataset S5 List of co-occurring cis-regulatory elements in aClusters

Supporting Dataset S6 List of HSFA1-binding genes from DAP-seq in Marchantia, tomato, T. uratu, and Arabidopsis

Supporting Dataset S7 List of all genes in the gene regulatory network

Supporting Dataset S8 List of differentially expressed genes in wrky10, abi5b, and Tak-1 plants under HS treatment

Supporting Dataset S9 List of differentially expressed genes and open chromatin regions at ABA treatment 

Supporting Dataset S10 List of expressions and open chromatin regions for 52 ABA bench marker genes

Supporting Dataset S11 Raw data for ML results

Supporting Dataset S12 List of publicly available re-analyzed datasets

Supporting Dataset S13 Raw data for cross-species and cross-stress ML results

Supporting Dataset S14 List of primers used in this study
DOI: 10.5281/zenodo.15384957
title: Supplementary datasets for "Evolutionarily Conserved Heat-Induced Chromatin Dynamics Drive Heat Stress Responses in Plants"

description: Supporting Dataset S1 Annotated lists of all ATAC-seq peaks called in different genotypes and conditions at HS 

Supporting Dataset S2 List of differential open chromatin in aClusters

Supporting Dataset S3 List of differentially expressed genes and their enriched cis-regulatory elements in rClusters 

Supporting Dataset S4 List of enriched cis-regulatory elements in aClusters

Supporting Dataset S5 List of co-occurring cis-regulatory elements in aClusters

Supporting Dataset S6 List of HSFA1-binding genes from DAP-seq in Marchantia, tomato, T. uratu, and Arabidopsis

Supporting Dataset S7 List of all genes in the gene regulatory network

Supporting Dataset S8 List of differentially expressed genes in wrky10, abi5b, and Tak-1 plants under HS treatment

Supporting Dataset S9 List of differentially expressed genes and open chromatin regions at ABA treatment 

Supporting Dataset S10 List of expressions and open chromatin regions for 52 ABA bench marker genes

Supporting Dataset S11 Raw data for ML results

Supporting Dataset S12 List of publicly available re-analyzed datasets

Supporting Dataset S13 Raw data for cross-species and cross-stress ML results

Supporting Dataset S14 List of primers used in this study
DOI: 10.7910/dvn/c9mgwv
title: Replication Data for 2024 PRB_CTO paper

description: Data for Phys. Rev. B 110, 104419 (2024) paper.
DOI: 10.21233/r39k-hb05
title: LDDsite2992 water chemistry dataset

description: Raw data for the LDDsite2992 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/zsj8na
title: Executive Agreements Database, Statement Concerning the Agreement with Italy Concerning the Protection and Preservation of Places of Commemoration Signed At Rome December 18, 2008 Entered into force August 21, 2009

description: TIAS 09-821 cover memo
DOI: 10.15468/dl.esmwq2
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADW7263"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025433-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/zj20qw
title: Replication Data for: Cvijanovic et al. 2025: Arctic sea-ice loss drives a strong regional atmospheric response over the North Pacific and North Atlantic on decadal scales

description: Data used to create Figures 1-6.