cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/2vg883c6w7
title: Use of the Resources and Services of Dominican University Libraries by Teaching Researchers

description: The use of the resources and services of Dominican university libraries by research teachers is a topic that, as a central topic, its approach has aroused little interest among knowledge theorists who lead an academic, scientific and literary life in educational centers. higher education in the Dominican Republic, a situation that can be observed, is similar in the rest of the hemisphere given the scarce antecedents observed.

The general objective of this work is to evaluate the use that research teachers make of the resources and services available in university libraries as support for research programs, specifically, it focuses on determining the level of knowledge and conceptualization that they have. research teachers in this subject, analyze the frequency of visits by them to the information units, as well as identify the factors that influence the interrelation between the research teacher and the university libraries.
DOI: 10.17632/88psrcfff5
title: Data for: Behavioural and neural limits in competitive decision making: The roles of outcome, opponency and observation

description: Behavioural and ERP summary data sets for Experiments 1 and 2
DOI: 10.17632/sf238jg557
title: GF-FRCNN MSCOCO

description: Correction in Version 1: Each file contains 36 x 17 dimension features extracted from fixed set 36 bounding boxes (Anderson et al., 2018) of Faster R-CNN (Ren et al., 2015) for each image in the MSCOCO (Lin et al., 2014) Image Captioning Dataset. The sequence is: relative_x1, relative_y1, relative_x2, relative_y2, relative_widthb, relative_heightb, relative_area, aspect_ratio, relative_center_x, relative_center_y, relative_perimeter, relative_diagonal, relative_left_margin, relative_top_margin, relative_right_margin, relative_bottom_margin, relative_distance_to_center.


Correction in Version 2: Wrong uploaded

Version 3 : This version contains 17 features extracted from the adaptive set 10 to 100 bounding boxes (Anderson et al., 2018) of Faster R-CNN (Ren et al., 2015) for each image in the MSCOCO (Lin et al., 2014) Image Captioning Dataset. This dataset, containing all the possible geometric features extracted from 123,287 images in the MSCOCO image captioning dataset (Lin et al., 2014) , provides essential spatial information about each object. The sequence is: relative_x1, relative_y1, relative_x2, relative_y2, relative_widthb, relative_heightb, relative_area, aspect_ratio, relative_center_x, relative_center_y, relative_perimeter, relative_diagonal, relative_left_margin, relative_top_margin, relative_right_margin, relative_bottom_margin, relative_distance_to_center.

References
Ren, S., He, K., Girshick, R., Sun, J., 2015. Faster r-cnn: Towards realtime object detection with region proposal networks. Advances in neural
information processing systems 28.

Lin, T.Y., Maire, M., Belongie, S., Hays, J., Perona, P., Ramanan, D., Dollár, P., Zitnick, C.L., 2014. Microsoft coco: Common objects in context, in: Computer Vision–ECCV 2014: 13th European Conference, Zurich, Switzerland, September 6-12, 2014, Proceedings, Part V 13, Springer. pp. 740–755.

Anderson, P., He, X., Buehler, C., Teney, D., Johnson, M., Gould, S., Zhang, L., 2018. Bottom-up and top-down attention for image captioning and visual question answering, in: Proceedings of the IEEE conference on computer vision and pattern recognition, pp. 6077–6086.
DOI: 10.6084/m9.figshare.12757144.v1
title: Additional file 5 of Knowledge-primed neural networks enable biologically interpretable deep learning on single-cell sequencing data

description: Additional file 5: Table S3. Differential node weights comparing GEN KPNNs trained to distinguish immune cell types obtained from bone marrow vs cord blood, based on data from the Human Cell Atlas (HCA).
DOI: 10.6084/m9.figshare.14672085.v2
title: mdd2018

description: GWAS summary statistics from the Psychiatric Genomics Consortium (PGC)
DOI: 10.17632/82s76fp8c7
title: Dataset for Assessing Renewable Energy Potential and Feasibility of Floating Photovoltaics on Six Lakes in Bali Island, Indonesia

description: This dataset supports the assessment of renewable energy potential and the feasibility of floating photovoltaic (FPV) systems on six lakes in Bali Island, Indonesia. Lake surface areas were delineated using the polygon measurement tool in Google Earth Pro to ensure accurate geospatial representation. Solar irradiance and meteorological data, including Global Horizontal Irradiance (GHI) and optimal photovoltaic (PV) tilt angles, were obtained from the Global Solar Atlas, an open-access platform providing high-resolution satellite-derived solar radiation data. Technical specifications of PV modules, inverters, and floating structures were sourced from official manufacturer websites, encompassing module power ratings, efficiencies, degradation rates, inverter capacities, and structural design parameters for floating systems. The dataset includes geospatial data, solar resource metrics, and detailed equipment specifications enabling comprehensive analysis of technical and economic feasibility for FPV deployment on inland water bodies. Its reproducible data collection methodology facilitates use in energy yield modeling, system optimization, and techno-economic assessments. The dataset is valuable for researchers, policymakers, and industry stakeholders exploring sustainable energy solutions, especially in regions constrained by land availability. Furthermore, it offers a basis for future investigations into hybrid FPV-battery storage integration, smart grid applications, and multifunctional water resource management. Data are publicly accessible via a dedicated repository to promote transparency and reuse.
DOI: 10.17632/spccrzhtyh
title: Automated and low-cost device to produce micro and Nano fibers based on blow spun method.

description: Supporting files for the article "Automated low-cost device to produce sub-micrometric polymer fibers based on SBS method" CAD designs . STL file contains code G to 3D print of componets. FZZ Electronic design in Fritzing software. INO file contains the source code to program the Arduino UNO board of the device. Bill of materials and assembly instructions are described in the article .
DOI: 10.6084/m9.figshare.16764508.v6
title: Toroidal topology of population activity in grid cells

description: Data for Toroidal topology of population activity in grid cells<br>Code can be found at https://github.com/erikher/GridCellTorus
DOI: 10.6084/m9.figshare.28623032.v1
title: Fingerprint-based attribution and constrained projection of global risk of daily compound hot extremes

description: Our planet is experiencing more compound hot extremes (CHEs), i.e., hot days and nights occurring simultaneously. This increase in CHEs is harmful to natural and human systems. This study aims to determine the extent to which the increase in CHEs is directly caused by human activities and to assess the associated population exposure. Our findings show that human-made greenhouse gases (GHG) are the primary factor responsible for the rise in CHEs. GHG contributed to 121.2% of the increase in probability ratio during 1950–2014. GHG emissions not only increase the likelihood of CHEs but they also increase the proportion of CHEs with extreme hot days/nights, especially in mid and high-latitude regions. In the future, extreme heat is unlikely to occur only during the day or night, due to the growing risk of concurrent daytime and nighttime heat, if global GHG emissions are not limited. This rise of CHEs would cause serious impacts on human health, disproportionately affecting the most densely populated regions of the world.
DOI: 10.6084/m9.figshare.28959572.v1
title: code

description: code
DOI: 10.17632/2mt5sxp75j
title: Multi-Modal Inspection of Industrial Structures v1.0

description: Thermography is a Non-Destructive Testing (NDT) technology that measures the thermal distribution of a specimen by quantifying the electromagnetic radiation emitted, reflected and transmitted at lower frequency than the visible light part of the spectrum. Despite some previous studies addressing the estimation of surface and shape characterization from multiple or single active thermograms, thermography, by nature, is a bi-dimensional sensing technology unable to provide information about the specimen's texture and geometry without any preparatory process. Thus, many studies have recently focused on using multi-modal platforms to obtain extensive information about the inspected scene. Still, data availability and algorithm implementation difficulties are faced by the analysts when performing the registration of consecutive 3D data from multiple sensors and Fields of Views (FOVs). This study presents a complete solution for multi-modal inspection of industrial components, including a processing pipeline for registering consecutive multi-modal point clouds. A comparative evaluation of optimization and learning based registration methods is provided as part of the processing pipeline. Moreover, a benchmark dataset of point cloud data from different FOVs of industrial and construction components is provided (Lemanchot-points), having 5 point clouds with depth, color, and thermal information at each point. The experimental campaign conducted with different objects demonstrates the proposed solution's applicability for the multi-modal inspection of industrial components.
DOI: 10.6084/m9.figshare.12374840.v2
title: Mechanisms of estuarine salt plug formation by an along-shelf buoyant current: a numerical model approach

description: Delft3d numerical model input files
DOI: 10.6084/m9.figshare.28900058.v1
title: Stale Ce isotopes

description: Stable Ce isotopes of the Quaternary alkaline and calc-alkaline basaltic rocks from the Mt.Popa and Singu areas in the central Myanmar
DOI: 10.6084/m9.figshare.7378088.v1
title: Supplementary Material for: Ascertainment of Dementia Cases in the Spanish European Prospective Investigation into Cancer and Nutrition-Murcia Cohort

description: <b><i>Background:</i></b> Cohort studies generally focus on a particular disease, although they offer the possibility of evaluating different outcomes with minimal additional investment. The objective of this study was to describe the methodology used to assess dementia in the European Prospective Investigation into Cancer and Nutrition (EPIC)-Murcia study. <b><i>Methods:</i></b> The EPIC-Murcia cohort consists of 8,515 healthy participants (68% women, aged 30–70 years), recruited between 1992 and 1996 and followed up for over 20 years. Incident cases were ascertained by a 2-step protocol: a record linkage with health databases to identify potential events and a review of medical records of potential cases to validate incident cases. <b><i>Results:</i></b> Overall, 1,202 potential cases were identified, and 275 dementia cases were validated. Medical reports were the source of information in 243 cases, with complete neurological information in 227, and a high degree of certainty of the diagnosis in 229 cases. P70 (dementia code) and/or antidementia drugs and/or ICD codes identified 259 cases (sensitivity: 94.2%, 95% CI 90.7–96.6; specificity: 98.1%, 95% CI 97.8–98.4). <b><i>Conclusion:</i></b> Ascertainment of incident dementia in the EPIC-Murcia cohort study was feasible using information from medical records. This systematic 2-step validation protocol is proposed as a feasible way to ascertain dementia in cohort studies originally designed for other endpoints.
DOI: 10.17632/386s7f9d25
title: AI & Big Data Global Surveillance CSV Data

description: CSV file pertaining to global AI surveillance and big data capabilities index presented in Steven Feldstein, "The Global Expansion of AI Surveillance," Carnegie Endowment, September 17, 2019, https://carnegieendowment.org/2019/09/17/global-expansion-of-ai-surveillance-pub-79847
DOI: 10.17632/jnfbbpnb8r
title: Fig_furanocoumarins_related_genes

description: The dataset contains sequences of furanocoumarins biosynthesis related genes of Ficus carica. Fig gene sequences have been identified by performing an analysis of sequence similarity between furanocoumarin-related genes of other plant species and the fig leaf transcriptome. We identified 13 genes related to the biosynthesis of furanocoumarins, of which 3 encoding umbelliferone synthase, one encoding a 6-prenyl transferase, 6 encoding psoralen synthase, and 3 encoding angelicin synthase. Sequences have been deposited in the GenBank database under the accession numbers OP577463-75. Alignments of deduced proteins to similar proteins in other plant species are included.
DOI: 10.6084/m9.figshare.15020175.v1
title: Supporting Table 4

description: Table S4<b>.</b> Variance partitioning quantified the variance (red) and shared variance (black) of the environmental factors driving SOM chemical composition. Percentages greater than 1 are bolded. Mean annual temperature = MAT.
DOI: 10.6084/m9.figshare.19552222.v1
title: Data Covid Vaccine

description: Basic demographic and laboratory data
DOI: 10.6084/m9.figshare.25406434.v2
title: MERFISH data

description: MERFISH data used for Panpipes GitHub Action, provided here https://info.vizgen.com/mouse-brain-map?submissionGuid=a66ccb7f-87cf-4c55-83b9-5a2b6c0c12b9
DOI: 10.17632/vr5f2mbnrm
title: 2023-WangMartinezBonet-TRAF1C5

description: Data accompanying manuscript "Identification of a regulatory pathway governing TRAF1 via an arthritis-associated non-coding variant" by Qiang Wang, Marta Martínez-Bonet...Peter A. Nigrovic.
DOI: 10.6084/m9.figshare.25020563.v6
title: Knowledge, attitudes and practices about air pollution and its health effects in 6<sup>th </sup>to 11<sup>th </sup>-grade students in Colombia: a cross-sectional study

description: We aimed to determine children´s and adolescents' air pollution knowledge, attitudes, and practices (KAP) and identify factors associated with knowledge, attitudes, and pro-environmental practices towards air pollution. To answer our research questions, we conducted a cross-sectional study on 1,676 students from grades 6–11 in five municipalities in Colombia. We applied a validated knowledge, attitudes, and practices (KAP) questionnaire that had not been used in Latin American countries
DOI: 10.6084/m9.figshare.7240538.v2
title: Opensim model and simulation data: greyhound sit-to-stand

description: Opensim software files for greyhound sit-to-stand biomechanical models and simulations, including model geometry and muscle properties, and motion files with kinematic and kinetic data for trials used for static optimizations shown in the study.
DOI: 10.17632/m9pwjbm7c8
title: Neuroblastoma evolution

description: This repository contains datasets to support the manuscript:

"Neuroblastoma arises in early fetal development and its evolutionary duration predicts outcome " 

Verena Körber1, Sabine Stainczyk2,3, Roma Kurilov4, Kai-Oliver Henrich2,3, Barbara Hero5, Benedikt Brors4, Frank Westermann2,3* and Thomas Höfer1*

1Division of Theoretical Systems Biology, German Cancer Research Center, Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
2Hopp Children’s Cancer Center (KiTZ), Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
3Division of Neuroblastoma Genomics, German Cancer Research Center, Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
4Division of Applied Bioinformatics, German Cancer Research Center, Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
5Department of Pediatric Oncology and Hematology, University Children’s Hospital of Cologne, Medical Faculty, Cologne, Germany
*Correspondence to:
• Frank Westermann, Neuroblastoma Genomics, Im Neuenheimer Feld 280, 69120 Heidelberg, Germany; +49 6221 423219; f.westermann@kitz-heidelberg.de
• Thomas Höfer, Theoretical Systems Biology, Im Neuenheimer Feld 580, 69120 Heidelberg; +49 6221 421980; t.hoefer@dkfz-heidelberg.de

The dataset contains mutation calls (SNVs, Indels, CNVs and SVs) for each patient, stored in the folder "Data". Moreover, it contains the inferred mutational signatures for each sample, stored in the folder "Mutational_signatures". Parameter estimates for the initiation and growth of neuroblastoma tumors can be found in the folder "Processed_data". 

The file "Sample_sheets.pdf" contains a 1-page summary for each patient in the cohort. Keys to the individual panels are given on the first page.
DOI: 10.6084/m9.figshare.26089326.v1
title: HiGTS_2019s1

description: HiGTS is a high temporal resolution global gridded dataset of human thermal stress metrics. Derived using climate variables from ERA5-Land and ERA5, the HiGTS consists of hourly gridded maps of Universal Thermal Climate Index (UTCI), Universal Thermal Stress (UTS), and daily Thermal Stress Duration (TSD) at 0.1° × 0.1° spatial resolution over the global land surface.HiGTS_2019s1 contains the data from January 1, 2019 to March 31, 2019.
DOI: 10.6084/m9.figshare.5579941.v1
title: Fraction of persister, viable but non-culturable, susceptible lysed, and susceptible non lysed cells

description: Ampicillin concentration dependence of the fraction of VBNC, persister, susceptible non lysed cells, and lysed cells. Persister fractions were measured via both our newly developed single-cell approach and the standard persister assay based on colony forming units (CFU) measurements. However, the CFU method does not allow measuring the fraction of VBNC, susceptible non lysed cells, and lysed cells.<br>
DOI: 10.17608/k6.auckland.24037866.v1
title: NZ Broadcasting Standards Authority decision data

description: Spreadsheets containing data relating to complaints to the Broadcasting Standards Authority and subsequent decisions issued by the Authority. The original request for data was made to the BSA on 5 August 2023 for aggregated decision data appearing in the public Decisions database. The BSA sent a dataset containing decision data created under their current codebook which came into effect 1 July 2022 (<code>20230807 AllClosedFormalComplaints.xlsx</code>). A subsequent request was made for the equivalent data created under the previous BSA codebook, which was in effect between 1 April 2016 to 30 June 2022, and the BSA provided this (<code>20230810 AllClosedFormalComplaints.xlsx</code>).The BSA is an independent Crown entity not subject to the NZGOAL framework, but agreed to allow reuse of the data on terms equivalent to NZGOAL (Creative Commons Attribution 4.0).
DOI: 10.17632/d9r5knrcjj
title: Data for: Using Optical Fibers to Examine Thermal Mixing of Liquid Sodium in a Pool-Type Geometry

description: TC&Flow Data for the PLOF and ULOF experiment are strictly from measurements made by the thermocouples at distinct heights within the test section. The thermocouples protrude approximately 1" into the test section. The flow data is from a flow meter measuring flow in a 1 inch schedule 40 stainless steel pipe upstream from the inlet into the test section. Fiber Data given demonstrates a unique temperature measurement at each location on the fiber over time. The length of the fiber is measured where '0' is the bottom of the test section and the maximum length measured is roughly the sodium level. The provided parasolid is a model of the test section as-built. If a different model is required inquires can be made to the contributing author.
DOI: 10.6084/m9.figshare.23905866.v5
title: Supplementary data and code for "<b>Transitioning to healthy and sustainable diets has higher environmental and affordability trade-offs for developing countries</b>"

description: supplementary data and source data for "<b>Transitioning to healthy and sustainable diets has higher environmental and affordability trade-offs for developing countries</b>"
DOI: 10.6084/m9.figshare.28807286.v1
title: Models of functional density of 10 cities

description: Maintaining street vitality—understood as the concentration of human activity—is a core urban priority, yet it remains difficult to predict. This paper explores street vitality in ten European cities using <b>functional density</b>, defined as the number of unique POI classes per street segment length, as a proxy. Using OpenStreetMap data and spatial lag regression with a log-transformed dependent variable, the analysis accounts for spatial dependencies while identifying drivers of functional density across and within cities. Results show <b>morphological factors</b> more consistently influence functional density than transport-related ones. High clustering in citywide models suggests a need for strategic planning, whereas weaker clustering in already vibrant streets highlights the importance of <b>local street-level attributes</b>. Long segments promote vitality at the city scale, while <b>compact forms</b> support dense areas. Commercial density boosts vitality citywide, while <b>residential presence</b> matters more in high-density streets. Transport infrastructure is relevant at the city level but plays a lesser role in already vibrant areas.
DOI: 10.17632/8jnrnkz8dw
title: Data for: Dynamics of Monetary Policy Spillover: The Role of Exchange Rate Regimes

description: The R code in the dataset estimates the spillover index (Diebold & Yilmaz, 2009) for short-term interest rates in the AEs and the EMEs . The file Replication.xlsx contains the interest rates in first differenced format. The file Controls.xlsx contains the exogenous variables to be used as a part of estimation. The code can be used to replicate Table 1, Figure 3 and Figure 4 of the study. The estimation of spillover index has been done using the package "fastSOM", provided by Stefan Kloessner with contributions by Sven Wagner. Please refer to Kloessner, S., Wagner, S. (2013). fastSOM. R package version 1.0.0.
DOI: 10.17632/hbc4gs6xws
title: An et al. 2021. Intensity change of Indian Ocean Dipole/Zonal Mode in a Carbon Dioxide Removal Scenario

description: Dataset of 'Intensity change of Indian Ocean Dipole/Zonal Mode in a Carbon Dioxide Removal Scenario'.
Community Earth System Model version 1.2 (CESM1.2, CAM5, POP2, CICE4, CLM4) is used to simulate under the Carbon dioxide Removal scearnio.
DOI: 10.17632/b3wvj6jgx8
title: AgaCKNER: First Kurdish Sorani Named Entity Recognition Dataset

description: AgaCKNER is the first publicly accessible Named Entity Recognition (NER) dataset in the Kurdish Sorani language, developed to advance research in low-resource language processing. Derived from the Rudaw Media Network, AgaCKNER encompasses a broad array of topics across five distinct domains: Kurdistan news, Middle East news, world news, economic news, and sports news that are meticulously curated from over 160 articles. The dataset includes 2,534 sentences and 64,563 tokens, pre-processed and formatted in CoNLL for NER tasks. Entities are labelled in BIO format under five categories: PERSON, LOCATION, ORGANIZATION, DATE, and Miscellaneous. AgaCKNER is an essential resource for Kurdish Sorani natural language processing, greatly enhancing research in low-resource languages. Its structure makes it easily adaptable for generating training, validation, and test splits.
DOI: 10.17632/fwrsd3chf9
title: Medical abbreviation and sense - Cardiology and General Medicine

description: Aim: The aim of my research is to understand the use of abbreviations found in electronic discharge summaries, and use it to construct features for automated detection, expansion, and disambiguation of abbreviations. Data source: The original data are Malaysian electronic discharge summaries written in English (as a second language). It was derived from Cardiology discharge summaries written by senior doctors (100 series), Cardiology discharge summaries written by junior doctors (200 series), and General Medicine discharge summaries written by junior doctors (300 series). The electronic discharge summaries were annotated for abbreviation and its senses. Data: The data provided is an extracted list of abbreviations and its senses. It lists the series, file names (representing individual discharge summaries), abbreviation IDs, the abbreviations, and senses.