cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/w6ddr66pr2
title: Development and Validation of Yogic Personal Excellence Inventory

description: The data files are related to content, construct and criterion validity of yogic personal excellence inventory (YPEI) derived from the most quoted yogic classical text Patanjali Yoga Darshan. The developed YPEI is a novel and significant psychometric tool for mapping personal excellence level of an individual before prescribing personalised bio-psycho-socio-spiritual protocol for health promotion/healing/spiritual advancement. This research adds notable value in health psychology, complementary and alternative medicine and self-management. 
1. Content Validity Data
Excel sheet containing ten experts’ ratings on the relevance of the items of the original pool of YPEI.
2. EFA Data
Excel sheet containing responses of 721 participants on 111 items retained post content validity analysis.
3. CFA Data
Excel sheet containing responses of 364 participants on 71 items retained post exploratory factor analysis.
4. Criterion Validity
Excel sheet containing responses of 146 participants on the final 43 items of the Yogic Personal Excellence Inventory along with Vikruti Subdosha Questionnaire, Vedic Personality Inventory, and Personal Efficacy Scale for determining convergent and discriminant validity.
DOI: 10.6084/m9.figshare.14614014.v1
title: readme.txt

description: Files description.
DOI: 10.6084/m9.figshare.28827716.v1
title: UHPC beam Shear Failure mode Prediction Database.xlsx

description: The UHPC beam shear failure mode prediction database contains 542 sets of shear test data of test beams, covering 14 input features and 1 output target
DOI: 10.17632/6p5pk8427s
title: Analyzing the interaction between posting behaviors on Incels.is and violent events perpetrated by members of the community

description: Scraped posts two weeks before and after actualized incel violence from Incels.is
Incels.is, a popular forum for incels, or involuntary celibates, has faced an increasing level of recognition for its association with acts of mass violence and domestic terrorism. Despite this, posts on incel forums claim that the group is averse to violence. This study aims to examine whether there are significant differences in user interaction between posts that occur before and after actualized violence perpetrated by the incel community. The results find that users are not significantly more likely to engage with posts after an attack. Although interaction, as measured by replies/views does not increase significantly, the number of post views alone significantly increases after an event, which could be attributed to more users unrelated to the incel community seeking information regarding the attack perpetrators. Additionally, as proximity to an attack increases, post interaction increases, suggesting encouragement of violence before an attack and lingering discussion after as users react to the violent spread of their ideologies. 

The data can be reproduced in RStudio
DOI: 10.21253/dmu.13121969.v1
title: Elsey et al - Communication & Sport article - Supplementary Materials - Mental Injury Timelines

description: This document includes <b>supplementary material</b> that should be read alongside the research article published in the <i>Communication & Sport</i> journal.The full reference for the paper:INSERT FULL REFERENCE HEREThis document contains a number of retrospective 'mental injury' timelines that provide an overview of individual sports players' mental health disclosures, including absences from competition. Weblinks to key sources are included. <br>The players/case studies included in the analysis,1. Lenny Pidgeley (Football)2. Everson Griffen (American Football)3. Imani Boyette (Basketball)4. Brandon Brooks (American Football)5. Brandon Marshall (American Football)6. Marcus Trescothick (Cricket)7. Sarah Taylor (Cricket) <br><br>
DOI: 10.6084/m9.figshare.1218437.v1
title: Glaucous-winged gull (Larus glaucescens) colony count data, Georgia Basin, BC, Canada, 1900-2010

description: Compilation of historical colony counts (number of nests) for all known glaucous-winged gull colonies in the Canadian portion of the Salish Sea, from 1900 - 2010. Sources of data are both published and unpublished (museum records, 'grey' literature), and are provided in brief in the datafile. Urban colonies are excluded, with the exception of Victoria, BC BBS data.
DOI: 10.6084/m9.figshare.16547931.v1
title: Meta_n

description: No description
DOI: 10.6084/m9.figshare.19407285.v1
title: Reduction of multiple-caregiver assistance through the long-term use of a transfer support robot in a nursing facility

description: The long-term use of transfer support robots in nursing facilities is an important option for improving the efficiency of care work. The “Resyone” transfer support robot is a combination of an electric care bed and a wheelchair, and the wheelchair half of the bed can be detached at the touch of a button. The purpose of this study was to investigate how the long-term use of Resyone would improve the performance of transfer assists, such as reducing the need for multiple caregivers. One Resyone was installed in a nursing facility in Japan and 17 caregivers used it for more than 11 months. The time and number of caregivers required for each transfer assist were surveyed for three 1-week periods: 1 week before (Phase 1) and at 3 weeks (Phase 2) and 11 months (Phase 3) after the introduction of Resyone. In Phase 1, approximately 60% of all transfer assists were performed by two caregivers, but in Phase 2, this was reduced to approximately 20%, and finally, in Phase 3, all transfer assists were performed by a single caregiver. These results suggested that the long-term use of Resyone was associated with improved work efficiency in transfer assistance in a nursing facility.
DOI: 10.6084/m9.figshare.23361002.v5
title: Fire Ecology Database: Database snapshot (SQL dump) including fire-related traits and vegetation responses for New South Wales, Australia

description: The <b>Fire Ecology Database</b> is a database for fire ecology research and management. It provides a comprehensive resource for understanding the ecological impacts of fire on plant communitiesOne component of the database focuses on fire-related plant traits, other components expands on this by incorporating how species as a whole respond to fire events, including changes in population size and structure, and community properties following fire events.We applied this database to a case study for the flora of New South Wales, Australia.Quantification of fire-related traits encompass several levels of data abstraction scaling up from field observations of individual responses, to aggregated population responses and general categories of species responses. The database is designed to link trait data and event information at these levels using: concise and documented trait and method vocabularies; documented uncertainty in observations and aggregation; documented lineage of the records.This dataset includes:Trait definitions in YAML format (<code>trait-definitions.yml</code>)Field work definitions in YAML format (<code>fieldwork-definitions.yml</code>)A complete export of the database structure and data as a SQL dump (<code>firevegdb.sql</code>, compressed using bzip2).<b>Version 1.1</b> of the database was created and populated using PostgreSQL version 16.4, and exported using pg_dump version 16.4.
DOI: 10.6084/m9.figshare.24511333.v1
title: Text Aberration Summary Reports of 77 MDS patients.

description: Aim - About 40% - 50% of patients with myelodysplastic syndromes (MDS) present with a normal karyotype and develop different courses of disease. To advance the biological understanding and to find molecular prognostic markers, we performed a high-resolution CGH + SNP array along with NGS of 77 MDS patients and they were clinically followed up.Methodology - Chromosomal microarray analysis was performed on the Agilent’s SureScan microarray scanner using SurePrint G3 Human CGH+SNP, 4x180K array. This microarray consists of approximately 180000 oligonucleotide + SNP probes. These probes allow detection of deletions above 100 Kb and duplication above 200 kb in entire human genome. High quality genomic DNA was extracted and labeled enzymatically with Cy3 or Cy5 dyes along with reference DNA. Purified labeled sample were hybridized to the SurePrint G3 Human aCGH+SNP 4x180K array slide. Data was analysed using CytoGenomics 5.1.2.1 with validated parameters on in-house samples with known CNVs. Text Aberration Summary Reports were produced using CGH module of Agilent Genomic Workbench that helped examine and analyze results. Each (n=77) text Aberration Summary Report includes header information that contains the parameters used for the data pre-processing and analysis.
DOI: 10.6084/m9.figshare.5124772.v1
title: Supplementary Material for: Pulmonary Hypertension in Renal Disease: Epidemiology, Potential Mechanisms and Implications

description: Pulmonary hypertension (PH) is highly prevalent in end-stage renal disease. Several observational studies, based on an echocardiographic diagnosis of PH, have suggested a prevalence of 30-60% and an association with increased mortality and poorer outcome following renal transplantation. The pathogenesis of PH in this population remains poorly understood. Reported associations include arteriovenous fistulae, cardiac dysfunction, fluid overload, bone mineral disorder and non-biocompatible dialysis membranes. However, due to the small numbers, the cross-sectional nature of the majority of studies in this field, and the reliance on echocardiography for the diagnosis of PH, no consistent association with any individual risk factor has been demonstrated. There is no difference in prevalence between patients receiving different dialysis modalities and emerging evidence suggests that the onset of the condition may precede dialysis treatment in many patients. Furthermore, little is known about the impact of the ‘uraemic vasculopathy' on the pulmonary vasculature. Given the similarities between vascular changes in uraemia and those seen in pulmonary arterial hypertension, it is possible that a pulmonary vasculopathy may be present in a proportion of patients. There is a need for better understanding of the natural history and the pathogenesis of the condition which would help to individualise treatment of PH in end-stage renal disease. To enable such understanding, prospective adequately powered studies with an integrated investigational approach including right heart catheterisation are needed.
DOI: 10.17632/mw9nkc43nd
title: Clinicopathologic features, delayed diagnosis and survival in amelanotic acral melanoma: a comparative study with pigmented melanoma / Supplemental files

description: Supplemental files for JAAD research letter: Clinicopathologic features, delayed diagnosis and survival in amelanotic acral melanoma: a comparative study with pigmented melanoma.
DOI: 10.17632/z23ht6f2jb
title: Prevalence and factors associated with preoperative parental anxiety among parents of children undergoing Anesthesia and Surgery at University of Gondar Hospital, North West Ethiopia, 2019: A cross-sectional study

description: SPSS data
DOI: 10.6084/m9.figshare.12040401.v1
title: microalgae nanomaterials interaction - data.xlsx

description: Flow cytometry analysis of granularity of freshwater microalgae. This document shows the percentage of modified granularity (compared to a control population) of exposed algae to metallic oxide nanomaterials.
DOI: 10.6084/m9.figshare.21130136.v2
title: Toward Feeds for Circular Multitrophic Food Production Systems: Holistically Evaluating Growth Performance and Nutrient Excretion of African Catfish Fed Fish Meal-Free Diets in Comparison to Nile Tilapia

description: Data sets underlying the results presented in the publication.
DOI: 10.6084/m9.figshare.5890474.v1
title: savedrecs.bib

description: This file contains the metadata for all of the articles retrieved from Web of Science.<br>
DOI: 10.17632/pg7m5f488s
title: IRAND-Sim Deep learning

description: Code and Dataset for deep learning in Segmented detectors
DOI: 10.17632/sxbppbyxmy
title: Green function for crystal surfaces I

description: Abstract The described computer code allows to calculate the surface Green function (SGF) of a semi-infinite solid with two-dimensional translational symmetry, using the layer Korringa-Kohn-Rostoker (KKR) approach within the muffin-tin approximation. The crystal is composed from planar or rumpled atomic layers, i.e., the atomic positions within the layer unit cell at the surface may differ from their ideal (bulk) values. The system may be divided into four regions of commensurable, two-dimensional lat... Title of program: fhi93g0 Catalogue Id: AADF_v4_0 [ADAE] Nature of problem The computer code (as that of papers I (AADF) and II (AAXZ)) allows to calculate the Green function (GF) for the one-electron hamiltonian of a semi-infinite solid with two-dimensional translational symmetry parallel to the surface, within any given range of energy E. Thus, this surface Green function (SGF) satisifies the Bloch-type periodic boundary conditions parallel to the surface, for a given value of the Bloch vector k||, and the boundary condition for outgoing waves normal to the surface. ... Versions of this program held in the CPC repository in Mendeley Data AADF_v1_0; SURFACE GREEN'S FUNCTION; 10.1016/0010-4655(85)90108-0 AADF_v2_0; SURFACE GREEN'S FUNCTION VER. 2; 10.1016/0010-4655(87)90119-6 AADF_v3_0; RUMPGF; 10.1016/0010-4655(88)90151-8 AADF_v4_0; fhi93g0; 10.1016/0010-4655(94)00127-N This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.6084/m9.figshare.21695066.v2
title: 权重问卷数据.xlsx

description: questionnaire data
DOI: 10.6084/m9.figshare.28828478.v1
title: Winker and Delmore PSMC code

description: Code used for pairwise sequential Markovian coalescent (PSMC) analyses in Winker & Delmore eLife 2025.
DOI: 10.6084/m9.figshare.3558606.v1
title: Appendix C. Quantitative and qualitative ordinations of ant communities foraging on plants with and without extrafloral nectaries.

description: Quantitative and qualitative ordinations of ant communities foraging on plants with and without extrafloral nectaries.
DOI: 10.15468/dl.b5z7d3
title: Occurrence Download

description: A dataset containing 161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-98.56522 19.2338,-98.54855 19.1972,-98.49894 19.22148,-98.50738 19.25087,-98.56522 19.2338))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 161 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013189-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.13476522.v1
title: Data from: "Functional Parcellation of Mouse Visual Cortex Using Statistical Techniques Reveals Response-Dependent Clustering of Cortical Processing Areas"

description: <b>Abstract</b>The visual cortex of the mouse brain can be divided into ten or more areas that each contain complete or partial retinotopic maps of the contralateral visual field. It is generally assumed that these areas represent discrete processing regions. In contrast to the conventional input-output characterizations of neuronal responses to standard visual stimuli, here we asked whether six of the core visual areas have responses that are functionally distinct from each other for a given visual stimulus set, by applying machine learning techniques to distinguish the areas based on their activity patterns. Visual areas defined by retinotopic mapping were examined using supervised classifiers applied to responses elicited by a range of stimuli. Using two distinct datasets obtained using wide-field and two-photon imaging, we show that the area labels predicted by the classifiers were highly consistent with the labels obtained using retinotopy. Furthermore, the classifiers were able to model the boundaries of visual areas using resting state cortical responses obtained without any overt stimulus, in both datasets. With the wide-field dataset, clustering neuronal responses using a constrained semi-supervised classifier showed graceful degradation of accuracy. The results suggest that responses from visual cortical areas can be classified effectively using data-driven models. These responses likely reflect unique circuits within each area that give rise to activity with stronger intra-areal than inter-areal correlations, and their responses to controlled visual stimuli across trials drive higher areal classification accuracy than resting state responses.<br><br><b>About this dataset:</b>1. This dataset was collected from five adult mice (&gt;8 weeks old) of either sex. These mice expressed GCaMP6f or GCaMP6s in excitatory neurons of the forebrain. Data from each mouse is attached as a zip file named M1.zip through M5.zip 2. Retinotopic mapping of the visual cortex was first performed using periodic moving bars with checker-board texture. The boundaries of the 6 core visual areas were defined. These boundary information can be found in "retinotopy.mat" file inside each zip file. These retinotopically defined boundaries were considered as ground truth for delineating visual areas based on responses to different visual stimuli.3. Different visual stimuli were presented multiple times in a block design. The attached zip files contains the averaged responses in file called "data.mat". In addition we also collected resting state responses for few mice. 4. Further details on how this dataset was collected can be found in the manuscript<br><br><b>How to use the data:</b>A demo on how use this dataset to get results discussed in the paper is given here: http://bit.ly/3nPuiFv
DOI: 10.6084/m9.figshare.16417164.v3
title: Identification and analysis of oil candidate genes reveals the molecular basis of cottonseed oil accumulation in Gossypium hirsutum L.

description: <b>Table S1. </b><b> </b>ANOVA and broad-sense heritability analysis for cottonseed oil content.<b></b> <b>Table S2. </b>QTLs related to cottonseed oil content identified in eight environments. <b>Table S3. </b>832 genes in the five stable QTL regions. <b>Table S4.</b> KEGG pathway enrichment analysis of 832 genes around stable QTLs. <b>Table S5.</b> Genes list identified by BLAST with <i>Arabidopsis thaliana</i> oil-related genes. <b>Table S6. </b>The expression level (FPKM values) of candidate oil genes during developing ovules of <i>G. hirsutum</i> L.<b></b> <b>Table S7. </b>Four transcription factors related to cottonseed lipid content. <b>Table S8. </b>The microRNA-target gene regulatory network of <i>G. hirsutum</i> L. <b>Table S9.</b> The designed primers of genes encoding the key enzymes involved in lipid biosynthesis for qRT-PCR.
DOI: 10.6084/m9.figshare.28457948.v1
title: 研究数据 （Catena）

description: Land use classification systematically categorizes Earth's surface into functional units based on <b>human activities</b> (e.g., residential, industrial) and <b>natural cover types</b> (e.g., forests, wetlands). This framework serves as a critical tool for sustainable resource management, urban planning, and climate change mitigation.
DOI: 10.6084/m9.figshare.7240520.v1
title: greyhound pelvic limb CT scan

description: CT scan dataset for greyhound subject's pelvis and hindlimb used in modelling and simulation.<br>Includes 3 folders of reconstructed CT scan DICOM format slices: 1) pelvis/hip to knee, 2) knee to ankle, and 3) ankle down (to toes).
DOI: 10.15468/dl.hhs9vm
title: Occurrence Download

description: A dataset listing the 72 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-98.53025 19.2174,-98.49457 19.2174,-98.49457 19.2359,-98.53025 19.2359,-98.53025 19.2174))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 72 records were derived from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013174-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.10320044.v1
title: Integrating Open Science in the Humanities: The Case of Computational History - Mikko Tolonen, Keynote Talk #SciData19

description: Mikko Tolonen delivers the fourth keynote talk at Better Science through Better Data 2019 (#SciData19) - his talk is entitled 'Integrating Open Science in the Humanities: The Case of Computational History'. The video recording, presentation slides and live scribe illustrations are included.<br>Mikko Tolonen is an assistant professor of Digital Humanities at the University of Helsinki. He is the PI of Helsinki Computational History Group (COMHIS). In 2015-17 he also worked in the National Library of Finland on digitized newspapers as professor of research on digital resources. He is the chair of Digital Humanities in the Nordic Countries (DHN). His current main research focus is on an integrated study of early modern public discourse and knowledge production that combines bibliographic metadata and full-text sources. In 2016, he was awarded an Open Science and Research Award by the Finnish Ministry of Education and Culture.<br>
DOI: 10.6084/m9.figshare.17143796.v1
title: Deformation field mapping from ICMB to mu_X.nii

description: An SPM compatible deformation field mapping from ICBM space (ICBM 2009c Nonlinear Asymmetric) to mu_X.nii.<br><br><br>
DOI: 10.6084/m9.figshare.19709512.v1
title: Benchmarks for FJSP RMS-GA-M1.xlsx

description: These are two benchmarks for the paper entitled " <strong>Scheduling of flexible job-shop-type remanufacturing systems using enhanced genetic algorithm with a two-level float-number-based solution representation method</strong>".
DOI: 10.6084/m9.figshare.24707838.v1
title: Human sOCP smORF

description: Human smORF predicted from genome, by the sOCP tool.
DOI: 10.6084/m9.figshare.28667486.v1
title: Staphilia Dataset

description: <pre><pre>Dataset for winegrape automated classificator.<br><br>To use it please cite:<br><br>@UNPUBLISHED{Poggiali2025-mc,<br> title = "Automatic image-based classification of bunch phenological stages<br> in Vitis vinifera {L}",<br> author = "Poggiali, Davide and Carlomagno, Antonio and Montanaro, Giuseppe<br> and Nuzzo, Vitale and Occorsio, Donatella and Themistoclakis, Woula",<br> year = 2025<br>}<br></pre></pre>This study was carried out within the Agritech National Research Center and received funding from the European Union Next-GenerationEU (PIANO NAZIONALE DI RIPRESA E RESILIENZA (PNRR) – MISSIONE 4 COMPONENTE 2, INVESTIMENTO 1.4 – D.D. 1032 17/06/2022, CN00000022, CUP: C33C22000250001). This work reflects only the authors’ views and opinions, neither the European Union nor the European Commission can be considered responsible for them.This work has been carried out withiny the project of the Italian National Council of Research: Project PdGP/GePro 2022-2024: Segnali DIT.AD021.054 (Consiglio Nazionale delle Ricerche, IAC - CNR).