cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28130423.v2
title: Climate change alters the spatial pattern of land use change

description: This dataset contains land use data from Tai'an City in 2018 and 2020. In addition, the dataset also includes distribution data of grasslands, forests, and cultivated land.
DOI: 10.11583/dtu.8005640.v1
title: A guide to support the selection of product-related environmental performance indicators

description: The establishment of measurable goals and performance indicators are a fundamental element of any successful ecodesign program, as they can provide an early warning to prevent environmental damage. In this Guide, you are invited to know how to use environmental performance indicators (EPIs) to change the way your products are developed by considering their environmental performance. This Guide is intended primarily to environmental managers responsible to define the set of indicators to measure the environmental performance of products, but it can also be useful for product developers and all staff of a company looking to measure the environmental performance of their products. The Guide is composed by the full text here presented, a support material illustrating the five step approach in selecting EPIs, and a digital database containing more than 250 EPIs. This guide was developed by Isabela Issa at the Nucleus of Advanced Manufacturing (NUMA), in collaboration with the University of São Paulo (USP) and the Technical University of Denmark (DTU). The financial support was provided by the São Paulo Research Foundation (FAPESP).<br>
DOI: 10.17632/x29v47y58w
title: Journal of Iran's Economic Essays; "Jostarhaye Eghtesadiye Iran; No. 32

description: The Journal publishes papers, including the following fields:

- Islamic economics and finance;

 - Iran's economy;

 - Fiqh (Islamic jurisprudence) and economics;

 - Philosophy of economics;

 - Economic theory;

 - Ethics;

- Islamic economic institutions

 - Islamic banking;

 - Economic development;

- Social security.
DOI: 10.6084/m9.figshare.14547426.v1
title: Annotated genome sequence of Rhodococcus qingshengii strain IGTS8

description: This genome has been annotated using RAST pipeline. The GenBank accession number for un-annotated genome is CP029297.1 - CP029321.1.
DOI: 10.6084/m9.figshare.978526.v2
title: CSV file of all links in the summary network

description: Semicolon delimited text file equivalent of the Rdata file. See the Rdata file for a description of the data in each column.
DOI: 10.17632/p2r42nm2ty
title: CT-Scan images

description: Images were collected from the hospital situated in Iran. Part of these CT-scan images of lungs was belonged to lung cancer patients and classified as cancerous images. The rest belonged to other lung diseases, for instance, patients who caught COVID-19, and classified as non-cancerous images. The total number of CT-scan images used in this paper is equal to 364 that 238 of them belong to cancerous images, and 126 of the rest belong to non-cancerous images. All of these images were collected by the help of a pulmonologist to skip any probable error in classifying images.
DOI: 10.6084/m9.figshare.21746681.v1
title: Tourism-related experiences added by 26 survey respondents

description: Tourism-related experiences added by 26 survey respondents to 2020
DOI: 10.6084/m9.figshare.3553755.v1
title: Appendix B. A figure showing the effect of species removal treatments on total plot biomass measured in August 2009.

description: A figure showing the effect of species removal treatments on total plot biomass measured in August 2009.
DOI: 10.17632/2xhy7yjbhs
title: data of dietary inflammatory index

description: It is the dataset of the inflammatory index article.
DOI: 10.17632/g2xgp5s2v4
title: A Big Data-Enabled Decision Support Model for Post-Earthquake RC Building Damage Classification

description: ML models for post-earthquake damage assessment of RC buildings
DOI: 10.17632/pjvmhxkvy8
title: Blood glucose, triglycerides, and insulin concentrations after administration of enteral nutrition solutions in normal and dexamethasone-induced hyperglycemic rats

description: This is provided as a supplementary dataset related to the paper titled "Time course data of blood glucose levels in normal and dexamethasone-induced hyperglycemic rats given enteral nutrition with different fat contents". This dataset contains raw data of plasma glucose, triglycerides, and insulin concentrations after a single oral administration of enteral nutrition solutions with differing carbohydrate and fat contents in normal rats (Experiment 1) and dexamethasone-induced hyperglycemic rats (Experiment 2).
DOI: 10.17632/k7d7xmdy4y
title: Growing the Efficient Frontier on Panel Trees

description: R package for Panel Tree method and replication file for the paper "Growing the Efficient Frontier on Panel Trees", forthcoming in the Journal of Financial Economics.

Please read the files "README.md" and "./replication-JFE/README-replication.md" for detailed description.
DOI: 10.6084/m9.figshare.16611523.v1
title: Metadata record for: Lower-limb kinematics and kinetics during continuously varying human locomotion

description: This dataset contains key characteristics about the data described in the Data Descriptor Lower-limb kinematics and kinetics during continuously varying human locomotion. <br> Contents: <br> 1. human readable metadata summary table in CSV format 2. machine readable metadata file in JSON format
DOI: 10.17632/64y2278mzd
title: Data for: Disaster Prevention through a harmonized Framework for High Reliability Organisations

description: The questionnaire template is a copy of the questionnaire from which the online survey instrument was extracted. The questionnaire summary is a summary of all the responses obtained by this research.
DOI: 10.17632/g3p7723r2m
title: Optimization of Customer Segmentation based on Campaign Post-Purchase Parameters using Evolutionary Computing Methods

description: Customer knowledge is one of the main issues in customer relationship management (CRM). It is vital to recognize the differences between customers, classify them, and optimally allocate resources to them according to their respective values for the company. Customer segmentation offers considerable benefits to sellers. Using this technique, one can identify and select the right customers for each marketing campaign. This is done according to the lifetime value (LTV) that the customer has generated for the company. The most important parameters that the customer provides through LTV are related to recency, frequency, and monetary (RFM) value. The purpose of the seller is to maximize the profit earned by selling a product to customers. To this end, by considering the LTV of each customer, one should calculate the optimal number of levels for each of these three parameters in such a way as to maximize the seller's profit. Given that the levels of these parameters can take any number, the number of states developed in RFM analysis is very high. Therefore, determining the optimal number for each of these parameters is an NP-hard problem. Heuristic or meta-heuristic methods are usually used to overcome this problem. In this research, we used the artificial bee colony (ABC) algorithm and the genetic algorithm based on RFM analysis to optimize the selection of the right number of customer segments for marketing campaigns. The coding was done using the R programming language.
DOI: 10.17632/pgvv3gf634
title: The Outlook of Emerging Technology in Education

description: The Outlook of emerging Technologies in Education underscored the role and implications of cutting-edge technologies, tools, innovations and trends in transforming educational systems globally. This paper, edited by Joshua Vidal, MSSc, MAEd, LPT, PhD (student), attempts to contribute to academic leaders and researchers, examines the integration of Artificial Intelligence (AI), Virtual Reality (VR), Gamification, and IoT in educational settings. This paper provides key findings that could be helpful for crafting and implementing a guide for AI in education. This, at the same time, underscored challenges such as the digital divide, privacy concerns, and the need for teachers personal development. Through case studies, this paper identified both the opportunities and limitations of technology integration in diverse educational contexts. This report provided practical recommendations for education, policymakers, and institutions to adopt emerging technologies effectively while mitigating associated risks. This, however, ensures that technological advancements serve as a tool for engaging and classroom enhanced experience. [This paper was produced with support from the Science Department and Robotics Elite team of Unida Christian Colleges, Imus, Cavite, Philippines and Electronic Paper for Science and Technology Education, The Publication Office.]
DOI: 10.6084/m9.figshare.26926771.v1
title: Supplementary Material for: A Bibliometric Analysis of the 100 Most-Cited Articles concerning Atraumatic Restorative Treatment

description: Introduction: The present study aimed to identify the 100 most-cited articles concerning Atraumatic Restorative Treatment (ART) through a bibliometric analysis. Methods: The search was conducted in the Web of Science database in December 2023. Scopus and Google Scholar were used to compare the number of citations. The following data were extracted from the articles: title, authors, number of citations, access type, institution, country, continent, year of publication, journal, keywords, study design, and theme. Collaborative networks were generated using the VOSviewer software. Google Trends was used to investigate the global popularity of "atraumatic restorative treatment" research. Results: The 100 selected articles, published between 1996 and 2019, were cited 5,092 times, ranging from 21 to 239 citations. Caries Research (12%) and Community Dentistry and Oral Epidemiology (12%) published the highest number of articles. Clinical study (52%) was the most prevalent study design. The main theme addressed was restoration longevity (43%). Conventional high-viscosity glass ionomer was the most used restorative material (69%). The country with the highest number of articles was the Netherlands (33%) and Europe was the continent with most publications (38%). The Rabboud University of Nijmegen had the highest number of articles (25%). Frencken JE was the most prominent author (38%). The most common keyword was "atraumatic restorative treatment" (n=60). According to Google Trends, Tanzania was the country that searched the most about ART. Conclusion: The 100 most cited articles on ART were mainly composed of clinical studies focusing on the longevity of restorations and originated in Europe.
DOI: 10.17632/kdyt24tsh5
title: Global multi-hazard risk to port infrastructure and trade

description: The datafiles created as part of the following publication:
Verschuur et al. (2022), "'Multi-hazard risk to global port infrastructure and resulting trade and logistics losses', published in Communications Earth & Environment.

The data is included in three folders that contains output of analysis and new port-asset databases constructed:
-Port_area: total port area estimates per port
-Port_asset_database: the port assets database created, which includes the port assets, breakwaters, and critical infrastructure in the port vicinity (1km buffer).
-Risk_output: the various risk output of the analysis, including the port-specific risk and trade-risk, as well a the risk output per hazard type. 

All information per data file are included in the respective 'readme' files included per folder and subfolder. 

The code to reproduce the results presented in the paper is available from Github:
https://github.com/jasperverschuur/Port_multi_hazard_risk

For any questions or additional data requests, feel free to contact me:
Jasper Verschuur, jasper.verschuur@keble.ox.ac.uk
DOI: 10.17632/msg3vx7rkv
title: Exps_processed_IF_steel

description: The equivalent true stress-logarithmic strain curves obtained from the compression tests at different temperatures and strain rates. Nine different deformation temperatures, namely 323, 373, 473, 573, 673, 773, 873, 973, and 1073 K, and three different strain rates, namely 0.01, 0.1, and 1.0 s-1, were used in compression tests. All tests were performed at isothermal loading conditions. The uniaxial compression tests were performed in a Bahr DIL 805A/D deformation dilatometer. Cylindrical specimens with a diameter of 3 mm and a height of 6 mm were extracted by wire electrical discharge machining from the as-delivered hot-rolled sheet along the rolling direction.
DOI: 10.6084/m9.figshare.19406693.v3
title: Curlie Dataset - Language-agnostic Website Embedding and Classification

description: **************** Full Curlie dataset ****************<br><br>This dataset contains the URL scrapped from curlie.org alongside with their multilingual labels. The label correspond to the sub-category where the URL was referenced in Curlie. We also provide a mapping between english labels and labels from other languages for alignment. The URLs have been filtered to only contain homepages. Each distint URL is indexed with a unique identifier (uid).<br><br>curlie.csv.gz &gt; [url, uid, label, lang] x 2,275,150 samples <br>mapping.json.gz &gt; [english_label, matchings] x 35,946 labels<br><br><br>**************** Processed Curlie dataset ****************<br><br>You find here the data used to train Homepage2vec. URLs have been further filtered out: websites listed under the Regional top-category where dropped, as well as non-accessible websites. This filtering yields 1,018,207 valid URL. The labels are aligned across languages and reduced to the 14 top-categories (classes). <br><br>Because a URL can belong to several classes, a binary vector is used. The grouping yields 885,582 distinct URL, for each of them we provide the HTML content. We also provide a visual encoding, it was obtained by forwarding a screenshot of the homepage trough a ResNet deep-learning model pretrained on ImageNet.<br><br>The training and testing sets are also given.<br><br>curlie_filtered.csv.gz &gt; [url, uid, label, lang] x 1,018,207 samples<br><br>class_vector.json.gz &gt; [uid, class_vector] x 885,582 samples<br>class_names.txt &gt; [class_name] x 14 classes<br><br>html_content.json.gz &gt; [uid, html] x 885,582 samples<br>visual_encoding.json.gz &gt; [uid, visual_encoding] x 885,582 samples<br><br>train_uid.txt &gt; [uid] x 797,023 samples<br>test_uid.txt &gt; [uid] x 88,559 samples<br><br>**************** Pretrained Homepage2Vec****************<br>h2v_1000_100.zip &gt; Model pretrained on all features<br>h2v_1000_100_text_only.zip &gt; Model pretrained only on textual features (no visual features from screenshots)<br><br>**************** Enriched Curlie dataset ****************<br><br>Thanks to Homepage2Vec, we release an enriched version of Curlie. Each URL is associated to a class probability vector and to an embedding in the latent space.<br><br>outputs.json.gz &gt; [url, uid, prediction, embedding] x 885,582 samples<br><br><br>******** Notes ********<br><br>JSON files have one record per line and can be read with Pandas: e.g <i>pandas.read_json(file, orient='records', lines=True, compression='gzip')</i><br><br>
DOI: 10.6084/m9.figshare.27852273.v1
title: Descriptor Somalogic proteome expression

description: EDTA blood samples were collected from participants, cells were centrifuged, and supernatants and pellets were stored at -80 <sup>o </sup>C until analysis. Plasma was centrifuged for 15 min at 2200 x g, and 60 ul of supernatant was used for used for the SOMAscan assay performed by SomaLogic, Boulder, CO as described previously (Gold et al., 2010;Han et al., 2018;Tin et al., 2019;Yang et al., 2020). Raw signals were then normalized as described (Gold et al., 2010;Han et al., 2018). These steps include hybridization normalization, plate scaling and calibration, and the adaptive normalization by maximum likelihood (ANML), which normalizes SomaScan EDTA plasma measurements to a healthy U.S. population reference, and then log<sub>2</sub> transformed, (resulting in data file: sbst3_norm_SIG_Somalogic_UTHSC_2021_291122.txt.The descriptor of the participants is provided here as table sbst3_target_SIG_proteome_Soma_251122a.xlsx
DOI: 10.6084/m9.figshare.22083959.v1
title: Interregional transfers of food-system greenhouse gas emissions (GHG) along with the trade network among provinces.xlsx

description: Food systems are responsible for a third of global anthropogenic greenhouse gas (GHG) emissions and there has been an increasing research focus on food-system GHGs. However, limited attention has been paid to emissions from the supply chains and the regional trade network associated with food systems. This study developed a multi-regional input-output-based hybrid life cycle assessment model and traced China’s food-system GHG emissions (CO2, CH4, N2O, fluorinated gases (F-gases)) from production to consumption, including processing, transport and packaging. China’s food system emitted 2349.2 Mt2.4 (95 %; CI range: 1.6–3.2) Gt CO2-equivalent (CO2e) GHGs in 2019, with the four main GHGs contributing 4947.36% (CO2), 3534.41% (CH4), 1014.91% (N2O), and 4.32% (F-gases).
DOI: 10.17632/nj3khvs4yw
title: East-west, north-south and vertical displacement maps for the 2019 Ridgecrest earthquake sequence (California, USA) at 1 m ground resolution.

description: The files contain the east-west, north-south and vertical displacement maps for the 2019 Ridgecrest earthquake sequence (California, USA) at 1 m ground resolution. The maps were obtained from the correlation of Pleiades and WorldView optical images acquired before and after the ruptures. It includes the displacement associated both with the Mw6.4 foreshock and Mw7.1 mainshock ruptures. Georeferencing is in UTM. 
Description of the data, methods and results is available at: S. L. Antoine, Y. Klinger, A. Delorme, K. Wang, R. Bürgmann and R. D. Gold, 2021. Diffuse deformation and surface faulting distribution from sub-metric image correlation along the 2019 Ridgecrest ruptures (California, USA). Bulletin of the Seismological Society of America.
DOI: 10.6084/m9.figshare.16670498.v2
title: Cytokinesis-block micronucleus assay performed in 0 and 2 Gy irradiated whole blood and isolated PBMCs in a six-well transwell co-culture system

description: Cytokinesis-block micronucleus (CBMN) assay in cytogenetic biodosimetry uses micronucleus (MN) frequency scored in binucleated cells (BNC) for dose estimation. Cell-cycle progression parameters of nuclear division index (NDI) and percentage of BNC (% BNC) are also evaluated. Whole blood (WB) or peripheral mononuclear cells (PBMCs) isolated from WB can be used for lymphocyte culture. Previously, 2 Gy PBMCs showed higher NDI and lower MN frequency than WB in 15 ml polypropylene tube single cultures. In this follow-up study, we wanted to assess if soluble factors present in WB but absent in PBMCs could increase MN frequency or decrease NDI in PBMCs co-cultured with WB. Peripheral blood from four healthy donors (two males: 25, 51; two females: 23, 26 years old) was irradiated with X-ray at 1 Gy/min. CBMN assay was performed with different combinations of 0 and 2 Gy WB and PBMC (WB, WB-IR, PBMC, PBMC-IR) mono- and co-cultures in a polystyrene six-well plate. Co-cultures were separated by 0.4 µm transwell inserts. Log2 fold changes and values of NDI, % BNC and MN frequency analyzed by three scorers were obtained. As upper and lower wells of the same culture condition showed some significant differences, wells of the same level were compared. NDI of PBMCs increased when PBMC or PBMC-IR was co-cultured with WB or WB-IR, respectively, as compared to mono-cultures. There was no increase in PBMC-IR’s MN frequency when co-cultured with WB or WB-IR. MN frequency was consistently higher in WB-IR than PBMC-IR in both mono- and co-cultures. NDI, % BNC and MN frequency were similar when WB or PBMC were co-cultured with PBMC-IR or WB-IR, respectively. Significantly lower NDI and % BNC, and higher MN frequency were also seen in some conditions of 15 ml cultures than six-well mono-cultures. Instead of the hypothesized decrease in NDI and increase in MN frequency, our co-culture set-up showed that in the absence of direct cell–cell interaction, soluble factors in WB increased NDI but not MN frequency in PBMCs. Moreover, radiation-induced bystander effects could not be observed. As the type of cell culture (WB, PBMC) and culture vessels could influence NDI and MN frequency, CBMN culture protocols should be kept consistent for dose–response calibration curve construction and dose estimation.
DOI: 10.17632/n9zwzz5p5k
title: Ethnic distribution of voters in Transylvania (1881; 1883-1884)

description: Ethnic distribution of voters in the constituencies from Transylvania, based on two surveys (1881 and 1883-1884) by the Romanian National Party in Transylvania and Hungary. Data extracted from the Romanian National Archives in Bucharest, Romanian National Party fund (detailing of data sources can be found in the dataset). Dataset supporting the research paper: Vlad Popovici, Raluca Rus, „Romanian voters in Transylvania and Hungary. The 1881-1884 electoral survey by the Romanian National Party”, in Acta Marisiensis. Seria Historia, 6, 2024, p. 29-59, DOI: 10.2478/amsh-2024-0018, accesible at: https://actahistoria.umfst.ro/10-2478-amsh-2024-0018
DOI: 10.6084/m9.figshare.28243115.v1
title: Data set primi.xlsx

description: This data set was generated during a randomized controlled trial comparing cervical massage, membrane sweep and controls to determine efficacy, safety and maternal acceptability of each in using as an adjunct to prevent formal induction of labour.
DOI: 10.6084/m9.figshare.3559668.v1
title: Appendix F. Soil abiotic properties (means ± standard errors) in control and fertilizer plots across the study site.

description: Soil abiotic properties (means ± standard errors) in control and fertilizer plots across the study site.
DOI: 10.6084/m9.figshare.878253_d61
title: substrate_temperature_degC_soil_50_shade.zip

description: Substrate temperature (deg C) at depths of 0, 2.5, 5, 10, 15, 20, 30, 50 and 100 cm under ground assuming a soil substrate and 50% shade from vegetation. Each netCDF file contains 24 layers of global extent, one for each hour of the day (starting at 0:00 hrs) for a given month of the year, at ~15km resolution.
 
 
Fileset Description:
The microclim dataset provides microclimate estimates of conditions above and below ground for each hour of the day for the middle day of each month based on a long-term average climatology. Details of this dataset are presented in [Kearney et al. 2014].
The dataset comprises a set of NetCDF files with one file per variable per month, each file comprising 24 layers (one for each hour of the day from 0:00 hrs to 23:00 hrs, so layer 13 is 12:00 midday) for the globe (852 rows, 2159 columns, latitudinal extents -58.57 to 83.43 degrees, longitudinal extents -180.00 to 180.00 degrees). For the naming convention, mon is month of the year (1 to 12, where 1 = Jan, 12 = Dec), shd is shade level in % (0, 25, 50, 75, 90, 100), and sub is substrate (soil, rock, sand).
To facilitate downloading the data, the NetCDF files are grouped into compressed (zipped) files, one per variable per shade and substrate type, each comprising all monthly values and, for the substrate temperatures, all depths. Note that not all variables are shade or substrate specific, specifically zenith angle, wind speeds, solar radiation, and 120 cm air temperature and relative humidity.
DOI: 10.17632/7bjsxxzt27
title: L Amino acid Transporter structure and molecular bases for the asymmetry of substrate interaction

description: The source data underlying Figures 2a and b, 3b and d, 4c, 5b, c and d and Supplementary Figures 4b and c, 6 and 10a and b are provided as a Source Data file.