cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/tk773pgvr9.1
title: Multi-Channel Fractal Analysis: Unveiling Stylistic Complexity in Digital Art

description: Title: Multi-Channel Fractal Analysis: Unveiling Stylistic Complexity in Digital Art (Source Code and Experimental Data)

Overview:
This dataset contains the source code, precomputed results, and analytical tools developed for the quantitative characterization of artistic styles through multi-channel fractal analysis. The research addresses the limitations of grayscale-based complexity measures by implementing a multi-channel fractal dimension (FD-RGB) framework based on the RGB Differential Box-Counting algorithm.

Content:
The repository is organized to ensure full reproducibility of the study "Multi-Channel Fractal Analysis: Unveiling Stylistic Complexity in Digital Art" (submitted to The Visual Computer). It includes:
1. Source Code: A high-performance implementation of the RGB Differential Box-Counting algorithm using CUDA/C++ for processing large-scale image datasets, along with MATLAB scripts for image preprocessing (cropping, format conversion) and statistical analysis.
2. Experimental Results: Comprehensive CSV files containing the computed metrics (FD-Gray, FD-RGB, Chromatic Complexity Gain ΔFD, and Shannon Entropy) for the ArtBench-10 dataset, which comprises 60,000 paintings across ten distinct artistic styles.
3. Statistical Analysis: Tools for evaluating stylistic divergence, classification performance, and the mapping of computational signatures to canonical pictorial techniques.

Purpose:
This resource is intended for researchers in computational aesthetics, computer vision, and digital humanities. By providing both the raw algorithmic tools and the precomputed complexity metrics, it facilitates the objective study of visual complexity in digital heritage and the development of new stylistic discrimination models.

Citation:
This dataset is an integral part of the following research. If you use these resources, please cite:
Ruiz de Miras, J., and Martín, D. "Multi-Channel Fractal Analysis: Unveiling Stylistic Complexity in Digital Art", The Visual Computer, 2026.
DOI: 10.25549/pcra-ouc11399a6ak
title: "Why are you a bore?", [s.d.]

description: "Why are you a bore?", [s.d.]. Clipping from an unidentified newspaper.
DOI: 10.5281/zenodo.18791317
title: Survey – 1st Year Students UA PL

description: Survey data for the research "Comparison of programming knowledge among first-year IT students in Ukraine and Poland"
DOI: 10.17632/828spskck6
title: Oral or nasal immunization of piglets with porcine epidemic diarrhea virus (PEDV) S1 protein bacterial-like particles induces robust mucosal immune response and provides reliable protection

description: Mucosal immunity, as a key defense mechanism against PEDV infection, has attracted increasing attention. In order to explore the mucosal immunity induced by bacterial-like particles displaying PEDV S1 protein (S1-BLPs), we compared systemic and intestinal immune responses in mice and piglets following intranasal and oral immunization. The nasal or oral administration of S1-BLPs significantly provoked the production of specific IgG and IgA antibody in the serum (P &lt; 0.05), without difference between the two immunization groups (P&gt;0.05). Meanwhile, specific IgA antibodies were detected in the small intestinal lavage fluid of mice after booster immunization without in the bronchial lavage fluid. Moreover, the intranasal and oral vaccination of S1-BLPs elevated IFN-γ levels while only IL-2 in oral inoculation in serum of mice. In piglets, after nasal or oral administration of S1-BLPs, specific IgA antibodies were generated in the saliva, nasal mucus and intestinal contents, with an upward trend following booster immunization. Specific IgG antibodies and neutralizing antibodies presented in the serum at the same time. After challenge, compared with the challenge control, the immunized piglets exhibited a lower rate of virus shedding, more intact morphology of small intestinal villi, and abundant IgA antibody-secreting cells (ASCs) in the duodenum and jejunum, as well as flourisher lymphocyte proliferation activity of Peyer's patches (PPs). In conclusion, both oral and nasal administration of S1-BLPs stimulate a robust mucosal immune response and provide a reliable immune protection in piglets, indicating that S1-BLPs have a great potential to serve as a potential mucosal vaccine for preventing PEDV.
DOI: 10.17632/828spskck6.1
title: Oral or nasal immunization of piglets with porcine epidemic diarrhea virus (PEDV) S1 protein bacterial-like particles induces robust mucosal immune response and provides reliable protection

description: Mucosal immunity, as a key defense mechanism against PEDV infection, has attracted increasing attention. In order to explore the mucosal immunity induced by bacterial-like particles displaying PEDV S1 protein (S1-BLPs), we compared systemic and intestinal immune responses in mice and piglets following intranasal and oral immunization. The nasal or oral administration of S1-BLPs significantly provoked the production of specific IgG and IgA antibody in the serum (P &lt; 0.05), without difference between the two immunization groups (P&gt;0.05). Meanwhile, specific IgA antibodies were detected in the small intestinal lavage fluid of mice after booster immunization without in the bronchial lavage fluid. Moreover, the intranasal and oral vaccination of S1-BLPs elevated IFN-γ levels while only IL-2 in oral inoculation in serum of mice. In piglets, after nasal or oral administration of S1-BLPs, specific IgA antibodies were generated in the saliva, nasal mucus and intestinal contents, with an upward trend following booster immunization. Specific IgG antibodies and neutralizing antibodies presented in the serum at the same time. After challenge, compared with the challenge control, the immunized piglets exhibited a lower rate of virus shedding, more intact morphology of small intestinal villi, and abundant IgA antibody-secreting cells (ASCs) in the duodenum and jejunum, as well as flourisher lymphocyte proliferation activity of Peyer's patches (PPs). In conclusion, both oral and nasal administration of S1-BLPs stimulate a robust mucosal immune response and provide a reliable immune protection in piglets, indicating that S1-BLPs have a great potential to serve as a potential mucosal vaccine for preventing PEDV.
DOI: 10.5281/zenodo.18791316
title: Survey – 1st Year Students UA PL

description: Survey data for the research "Comparison of programming knowledge among first-year IT students in Ukraine and Poland"
DOI: 10.17632/v3cmsnfrnn
title: Kira 3: Integral reduction with efficient seeding and optimized equation selection

description: We present version 3 of Kira, a Feynman integral reduction program for high-precision calculations in quantum field theory and gravitational-wave physics. Building on previous versions, Kira 3 introduces optimized seeding and equation selection algorithms, significantly improving performance for multi-loop and multi-scale problems. New features include convenient numerical sampling, symbolic integration-by-parts reductions, and support for user-defined additional relations. We demonstrate its capabilities through benchmarks on two- and three-loop topologies, showcasing up to two orders of magnitude improvement over Kira 2.3. Kira 3 is publicly available and poised to support ambitious projects in particle physics and beyond.
DOI: 10.17632/v3cmsnfrnn.3
title: Kira 3: Integral reduction with efficient seeding and optimized equation selection

description: We present version 3 of Kira, a Feynman integral reduction program for high-precision calculations in quantum field theory and gravitational-wave physics. Building on previous versions, Kira 3 introduces optimized seeding and equation selection algorithms, significantly improving performance for multi-loop and multi-scale problems. New features include convenient numerical sampling, symbolic integration-by-parts reductions, and support for user-defined additional relations. We demonstrate its capabilities through benchmarks on two- and three-loop topologies, showcasing up to two orders of magnitude improvement over Kira 2.3. Kira 3 is publicly available and poised to support ambitious projects in particle physics and beyond.
DOI: 10.25549/pcra-ouc11399aigu
title: Holiness: a proven foundation for a promising future: Building the body of Christ through diligent service, [s.d.]

description: A syllabus entitled "Holiness: a proven foundation for a promising future: Building the body of Christ through diligent service", [s.d.].
DOI: 10.17632/zcd8fb4457
title: plasmonX: An open-source code for nanoplasmonics

description: We present the first public release of plasmonX, a novel open-source code for simulating the plasmonic response of complex nanostructures. The code supports both fully atomistic and implicit descriptions of nanomaterials. In particular, it employs the frequency-dependent fluctuating charges (ωFQ) and dipoles (ωFQFμ) models to describe the response properties of atomistic structures, including simple and d-metals, graphene-based structures, and multi-metal nanostructures. For implicit representations, the Boundary Element Method is implemented in both the dielectric polarizable continuum model (DPCM) and integral equation formalism (IEF-PCM) variants. The distribution also includes a post-processing module that enables analysis of electric field-induced properties such as charge density and electric field patterns.
DOI: 10.35078/kuslxa
title: Pedro Delgado. Entrevista integral - Memórias da Saúde Mental

description: Entrevista integral concedida ao projeto Memórias da Saúde Mental: Cultura, Comunicação e Direitos Humanos. Núcleo de Saúde Mental, Álcool e outras Drogas, Nusmad (2017-10) (pt) Full interview given to the project Memories of Mental Health: Culture, Communication and Human Rights. Center for Mental Health, Alcohol and other Drugs, Nusmad (2017-10). (en) Entrevista completa concedida al proyecto Memorias de Salud Mental: Cultura, Comunicación y Derechos Humanos. Centro de Salud Mental, Alcohol y otras Drogas, Nusmad (2017-10) (es)
DOI: 10.17632/zcd8fb4457.1
title: plasmonX: An open-source code for nanoplasmonics

description: We present the first public release of plasmonX, a novel open-source code for simulating the plasmonic response of complex nanostructures. The code supports both fully atomistic and implicit descriptions of nanomaterials. In particular, it employs the frequency-dependent fluctuating charges (ωFQ) and dipoles (ωFQFμ) models to describe the response properties of atomistic structures, including simple and d-metals, graphene-based structures, and multi-metal nanostructures. For implicit representations, the Boundary Element Method is implemented in both the dielectric polarizable continuum model (DPCM) and integral equation formalism (IEF-PCM) variants. The distribution also includes a post-processing module that enables analysis of electric field-induced properties such as charge density and electric field patterns.
DOI: 10.25549/pcra-ouc11399aif8
title: Financial statement of Texas districts, COGIC, 1985

description: Financial statement of Texas districts, Church of God in Christ, 1985 October 11.
DOI: 10.17632/7p45j9xpz9
title: Does awareness of mouse-tracking affect mouse movements
DOI: 10.17632/7p45j9xpz9.1
title: Does awareness of mouse-tracking affect mouse movements
DOI: 10.25549/pcra-ouc11399aieg
title: Financial statement of convention state workers, COGIC, Dallas, 1960 (2 copies)

description: Financial statement of convention state workers, Church of God in Christ, Dallas, Texas, 1960 December 15. Two copies.
DOI: 10.17632/gkcjjk744s
title: Self-diffusion coefficients in CaO-Al2O3-SiO2 melts: a high-throughput molecular dynamics approach - simulation scripts

description: This dataset contains the LAMMPS files, as well as the MATLAB scripts used for the generation and post-processing of the results presented in the paper "Self-diffusion coefficients in CaO-Al2O3-SiO2 melts: a high-throughput molecular dynamics approach", Héléna Verbeeck, Inge Bellemans, and Nele Moelans. 
DOI: https://doi.org/10.1016/j.matdes.2026.115709
More information on the content of the scripts can be found in the README.txt files in each folder.
DOI: 10.17632/gkcjjk744s.1
title: Self-diffusion coefficients in CaO-Al2O3-SiO2 melts: a high-throughput molecular dynamics approach - simulation scripts

description: This dataset contains the LAMMPS files, as well as the MATLAB scripts used for the generation and post-processing of the results presented in the paper "Self-diffusion coefficients in CaO-Al2O3-SiO2 melts: a high-throughput molecular dynamics approach", Héléna Verbeeck, Inge Bellemans, and Nele Moelans. 
DOI: https://doi.org/10.1016/j.matdes.2026.115709
More information on the content of the scripts can be found in the README.txt files in each folder.
DOI: 10.17632/gjwnjsv98t
title: Conflicto Del TMT Y Desempeño Innovador: El Rol Moderador De Las Capacidades De Socialización Y La Descentralización De Toma De Decisiones

description: Data of "Conflicto Del TMT Y Desempeño Innovador: El Rol Moderador De Las Capacidades De Socialización Y La Descentralización De Toma De Decisiones"
DOI: 10.25549/pcra-ouc11399acc8
title: Annual post-convention evaluation meeting minutes, COGIC, 1980

description: Annual post-convention evaluation meeting minutes, Women's International Convention, Church of God in Christ, Omni International Hotel, Atlanta, California, 1980 August 15-17.
DOI: 10.5281/zenodo.18791385
title: STRATIGRAPHY OF THE PALEOGENE DEPOSITS OF THE FERGANA BASIN AND PECULIARITIES OF ITS GEOLOGICAL STRUCTURE

description: The Paleogene deposits of the Fergana Basin, one of the largest oil and gas-bearing regions in Central Asia, are analyzed in detail. The study examines the stratigraphic subdivision, lithofacies characteristics, and sedimentation cycles of the Paleocene, Eocene, and Oligocene series. Furthermore, the influence of tectonic processes in the region on the structure of the Paleogene deposits is scientifically substantiated, along with the productivity potential of these layers.
DOI: 10.17632/gjwnjsv98t.1
title: Conflicto Del TMT Y Desempeño Innovador: El Rol Moderador De Las Capacidades De Socialización Y La Descentralización De Toma De Decisiones

description: Data of "Conflicto Del TMT Y Desempeño Innovador: El Rol Moderador De Las Capacidades De Socialización Y La Descentralización De Toma De Decisiones"
DOI: 10.5281/zenodo.18791384
title: STRATIGRAPHY OF THE PALEOGENE DEPOSITS OF THE FERGANA BASIN AND PECULIARITIES OF ITS GEOLOGICAL STRUCTURE

description: The Paleogene deposits of the Fergana Basin, one of the largest oil and gas-bearing regions in Central Asia, are analyzed in detail. The study examines the stratigraphic subdivision, lithofacies characteristics, and sedimentation cycles of the Paleocene, Eocene, and Oligocene series. Furthermore, the influence of tectonic processes in the region on the structure of the Paleogene deposits is scientifically substantiated, along with the productivity potential of these layers.
DOI: 10.6075/j01c1xv9
title: Ed, Edd, and Eddy--2025 Judges' Award Winner, Graduate Student Participant Category. In Art of Science

description: Caption: This eddy field, 20,000 feet under the sea, reveals the complexity of an ocean current.
Participant category: Graduate student
Department: Scripps Institution of Oceanography

Thousands of meters below the sea surface, strong ocean currents transport vast amounts of extremely cold, dense water away from Antarctica. Researchers at Scripps Institution of Oceanography recently studied one of these currents in the southwest Pacific Ocean. As the current flows north, it becomes highly variable and breaks down into the eddy field shown here.
DOI: 10.15468/zbgzq8
title: DSEC - Coleção Entomológica do Depto. de Sistemática e Ecologia

description: A Coleção Entomológica do Departamento de Sistemática e Ecologia compõe um importante acervo da biodiversidade de insetos do Nordeste do Brasil, particularmente do Estado da Paraíba e região. Os grupos melhor representados são Apoidea Apiformes (abelhas), Sphingidae (mariposas esfingídeas), Isoptera (cupins), Scarabeidae (besouros) e Membracidae-Heteroptera (membracídeos).
Através de empréstimos e identificação de material, a coleção é importante principalmente para pesquisadores, incluindo estudantes de pós-graduação, e também como depositária de material representativo da biodiversidade da região NE. A importância biológica desses registros está diretamente associada à necessidade de conhecimento taxonômico em todos os estudos ecológicos, biogeográficos, evolutivos e projetos de manejo, monitoramento, conservação e recuperação de ambientes. A disponibilização deste conhecimento atualizado à comunidade científica e ao público em geral viabilizará o desenvolvimento de pesquisas biológicas e biotecnológicas.
A Coleção Entomológica do Departamento de Sistemática e Ecologia é credenciada no Ministério do Meio Ambiente como Fiel Depositária de Amostras do Patrimônio Genético (Deliberação no. 13, de 06 de janeiro de 2003, publicado no DOU, seção 1, no. 28, de 28 de fevereiro de 2003).
DOI: 10.17632/2nc398jkkg
title: DTLreactingFoam: An efficient CFD tool for laminar reacting flow simulations using detailed chemistry and transport with time-correlated thermophysical properties

description: The official OpenFOAM distributions are currently not well-suited for accurate simulations of laminar reacting flows, primarily due to the restrictive Sutherland transport model and the oversimplified unity Lewis number assumption. These limitations can be addressed by employing a detailed transport model (DTM) grounded in kinetic gas theory. However, this approach significantly increases computational cost. To resolve this trade-off, we present a newly developed framework, DTLreactingFoam, designed for simulating laminar flames with integrated detailed transport and chemical kinetics while maintaining computational efficiency. The first level of cost reduction is achieved by incorporating a polynomial-fit transport model (FTM). Further acceleration is provided by a time-correlated thermophysical property evaluation (coTHERM) method, which dynamically updates properties at each time step or iteration by exploiting their temporal correlations. The framework is validated through a series of canonical laminar flame simulations. The results show excellent agreement with experimental measurements and benchmark software, confirming the accurate implementation of both the DTM and FTM. Moreover, validation results demonstrate that coupling the coTHERM method with either the DTM or FTM enables high-fidelity laminar flame simulations with substantially reduced computational cost. Notably, using the coTHERM method in conjunction with the FTM achieves up to a 77% reduction in computational time compared to the direct use of the DTM, without compromising accuracy.
DOI: 10.25549/pcra-ouc11399ap72
title: Willie Mae, letter, 1984, to COGIC

description: Willie Mae [Rivers?] (Church of God in Christ), letter, 1984 March 4, to "mom" (Church of God in Christ). Regarding finances with enclosure: Memphis financial report of 1884 March 3.
DOI: 10.17632/2nc398jkkg.1
title: DTLreactingFoam: An efficient CFD tool for laminar reacting flow simulations using detailed chemistry and transport with time-correlated thermophysical properties

description: The official OpenFOAM distributions are currently not well-suited for accurate simulations of laminar reacting flows, primarily due to the restrictive Sutherland transport model and the oversimplified unity Lewis number assumption. These limitations can be addressed by employing a detailed transport model (DTM) grounded in kinetic gas theory. However, this approach significantly increases computational cost. To resolve this trade-off, we present a newly developed framework, DTLreactingFoam, designed for simulating laminar flames with integrated detailed transport and chemical kinetics while maintaining computational efficiency. The first level of cost reduction is achieved by incorporating a polynomial-fit transport model (FTM). Further acceleration is provided by a time-correlated thermophysical property evaluation (coTHERM) method, which dynamically updates properties at each time step or iteration by exploiting their temporal correlations. The framework is validated through a series of canonical laminar flame simulations. The results show excellent agreement with experimental measurements and benchmark software, confirming the accurate implementation of both the DTM and FTM. Moreover, validation results demonstrate that coupling the coTHERM method with either the DTM or FTM enables high-fidelity laminar flame simulations with substantially reduced computational cost. Notably, using the coTHERM method in conjunction with the FTM achieves up to a 77% reduction in computational time compared to the direct use of the DTM, without compromising accuracy.
DOI: 10.6075/j0cn74wc
title: Subcellular Kaleidoscope. In Art of Science

description: Caption: Fusion proteins marking different organelles in the gut of the sea urchin embryo.
Participant category: Graduate student
Department: Scripps Institution of Oceanography

Close-up of sea urchin embryo gut with differently marked subcellular organelles, such as the cell membrane (turquoise), the nuclear envelope (orange), and the centrioles (red). We are in the process of making sea urchin lines to track how environmental changes affect these essential components of a cell.
DOI: 10.25549/pcra-ouc11399agy9
title: Crouch, letters, 1984 & 1991 to COGIC "district missionaries"

description: Two letters: Emma F. Crouch (Church of God in Christ), 1593 Atoll Drive, Dallas, Texas, letter, 1984 August 12, to Church of God in Christ "district missionary". Emma F. Crouch (Church of God in Christ), 1593 Atoll Drive, Dallas, Texas, letter, 1991 June 4, to Church of God in Christ "district missionaries".
DOI: 10.17632/hwp4wsb549
title: Personality Traits and Academic Motivation as Predictors of Attitudes Toward Distance Education

description: This dataset contains the raw data from two independent samples collected for the study titled "Personality Traits and Academic Motivation as Predictors of Attitudes Toward Distance Education: A Multi-Sample Study."
Sample 1 — Motivation Cohort (n = 412): Undergraduate students enrolled at various Turkish universities during the 2019–2020 academic year (54.9% female; mean age = 20.60, SD = 1.50). Participants completed the Attitude Scale toward Distance Learning (ASTDL; Çelik & Uzunboylu, 2022) and the Academic Motivation Scale (AMS; Vallerand et al., 1992; Turkish adaptation: Ünal-Karagüven, 2012). The dataset includes scores for four ASTDL subscales (Perceived Usefulness, Social Presence, Preference for Distance Learning, Preference for Face-to-Face Learning) and seven AMS subscales (intrinsic motivation to know, to accomplish, to experience stimulation; external regulation, introjected regulation, identified regulation; amotivation).
Sample 2 — Personality Cohort (n = 653): Undergraduate students enrolled at various Turkish universities during the 2019–2020 academic year (60.8% female; mean age = 21.30, SD = 2.12). Participants completed the ASTDL and the Big Five Inventory (BFI; John & Srivastava, 1999). The dataset includes scores for four ASTDL subscales and five BFI personality dimensions (Extraversion, Agreeableness, Conscientiousness, Neuroticism, Openness to Experience).
Data were collected anonymously via Google Forms with informed consent. No personally identifiable information is included. All participants were volunteers. Ethical approval was granted by the Near East University Scientific Research Ethics Committee (Approval No: YDÜ/EB/2021/663, Date: 07 May 2021). The study was conducted in accordance with ethical research principles.