cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.22688191.v2
title: Restoring particulate and mineral-associated organic carbon through regenerative agriculture

description: Sustainability of agricultural production and mitigation of global warming rely on the regeneration of soil organic carbon (SOC), in particulate organic carbon (POC) and mineral-associated organic carbon (MAOC) forms. We conducted a global systematic meta-analysis of the effects of regenerative management practices on SOC, POC, and MAOC in cropland, finding: 1) no-till (NT) and cropping system intensification increase SOC (11.3% and 12.4%, respectively), MAOC (8.5% and 7.1%, respectively), and POC (19.7% and 33.3%, respectively) in topsoil (0 to 20 cm), but not in subsoil (&gt;20 cm); 2) experimental duration, tillage frequency, the intensification type, and rotation diversity moderate the effects of regenerative management; and 3) NT synergized with crop–livestock systems to greatly increase POC (38.1%) and cropping intensification synergized with crop–livestock systems to greatly increase MAOC (33.1 to 53.6%). This analysis shows that regenerative agriculture is a key strategy to reduce the soil C deficit inherent to agriculture to promote both soil health and long-term C stabilization.
DOI: 10.6084/m9.figshare.7040039.v3
title: EMRBots: a 100-patient database

description: A 100-patient database that contains in total 100 virtual patients, 372 admissions, and 111,483 lab observations.
DOI: 10.5522/04/12288389.v1
title: 2011 Aerial Photographs of the Kyz Kala monuments and their surroundings

description: This dataset includes first set of georeferenced images collected with the use of unmanned aerial vehicle (UAV) to document Kyz Kala monuments and their surroundings. The equipment used was SwingletCAM fixed-wing UAV, with onboard Canon IXUS 220 HS 12.1 megapixels camera. These 216 images were taken during one flight, on 23/09/2011, between 18:18 and 18:37 local time. The flight was pre-planned, in rectangular north-south pattern, with target resolution of 4cm per pixel and 60% overlap. <br>
DOI: 10.6084/m9.figshare.12612311.v1
title: JVASP-79609 to JVASP-88330

description: JARVIS-DFT
DOI: 10.6084/m9.figshare.14484816.v1
title: CMIP6 Arctic Open-Water Periods

description: <b>"Regionalized" CSV Files: </b>Regionally averaged annual values for three passive-microwave datasets (NASA Team, Boostrap, and OSIDAF) and CMIP6 models from four experiments (historical, ssp126, ssp245, and ssp585). OPCavg = the average open-water period (days). LRDlt = % of area in a region open before a climatological date. FADgt = % of area in a region open after a climatological date.<br><b>Region Definitions CSV File:</b> The names of each of 15 Arctic sea ice regions and the climatological day-of-year for which sea ice typically retreats (LRDThresh) and advances (FADThresh). These are rounded to always be the first and last of a month, respectively, for non-leap years.<br><b>Region Sizes CSV File</b>: Size in km<sup>2</sup> ("area") and number of grid cells ("NCells") for each CMIP6 model and the three passive microwave (PMW) datasets. the number of grid cells is highly sensitive on the spatial resolution of the datasets. The area is somewhat sensitivity to the resolution and the projection.<br><br><b>Exceedance Date NetCDF Files: </b>Year for which the open-water period first exceeds 90, 180, or 270 days for that year and the following four years (i.e., "long-term exceedance") for CMIP6 models in the ssp126, ssp245, and ssp585 experiments.<br><b>Exceedance Temp NetCDF Files</b>: Global temperature anomaly (°C w.r.t. 1850-1900 average) for which the open-water period first exceeds 90, 180, or 270 days based on the ssp585 experiment. (The sea ice-temperature relationship is largely insensitive to experiment chosen. The ssp585 experiment is therefore chosen since it provides the largest range of global temperature anomalies.)
DOI: 10.6084/m9.figshare.21822111.v1
title: Data Manufacturing

description: Data on local agricultural machinery manufacturers in Africa
DOI: 10.6084/m9.figshare.5123638.v1
title: Supplementary Material for: Novel Pathways in the Pathobiology of Human Abdominal Aortic Aneurysms

description: <b><i>Objectives:</i></b> Abdominal aortic aneurysm (AAA), a dilatation of the infrarenal aorta, typically affects males &gt;65 years. The pathobiological mechanisms of human AAA are poorly understood. The goal of this study was to identify novel pathways involved in the development of AAAs. <b><i>Methods:</i></b> A custom-designed ‘AAA-chip’ was used to assay 43 of the differentially expressed genes identified in a previously published microarray study between AAA (n = 15) and control (n = 15) infrarenal abdominal aorta. Protein analyses were performed on selected genes. <b><i>Results:</i></b> Altogether 38 of the 43 genes on the ‘AAA-chip’ showed significantly different expression. Novel validated genes in AAA pathobiology included <i>ADCY7, ARL4C, BLNK, FOSB, GATM, LYZ, MFGE8, PRUNE2, PTPRC, SMTN, TMODI </i>and<i> TPM2</i>. These genes represent a wide range of biological functions, such as calcium signaling, development and differentiation, as well as cell adhesion not previously implicated in AAA pathobiology. Protein analyses for GATM, CD4, CXCR4, BLNK, PLEK, LYZ, FOSB, DUSP6, ITGA5 and PTPRC confirmed the mRNA findings. <b><i>Conclusion:</i></b> The results provide new directions for future research into AAA pathogenesis to study the role of novel genes confirmed here. New treatments and diagnostic tools for AAA could potentially be identified by studying these novel pathways.
DOI: 10.17632/jvbcp22w43
title: Fig. 2. Surface tension on actinomycetes isolates growing on glycerol, n-hexane and molase substrate media

description: The resulting free cell supernatant is measured by its surface tension value using a Du Nouy tensiometer at room temperature. The results of surface tension measurements and a decrease in the value of the surface tension to the control can be seen in Fig 2. The value of the surface tension measured at day 0 (control) and day 7). The decrease in surface tension is caused by the presence of biosurfactants in the supernatant produced by bacterial isolates during the growth process.
DOI: 10.6084/m9.figshare.1534548.v1
title: Classification results for: A Study on Classification in Imbalanced and Partially-Labelled Data Streams

description: Data sets supporting the results reported in the paper: <strong><em>A Study on Classification in Imbalanced and Partially-Labelled Data Streams</em></strong>,<br>R. J. Lyon, J.M. Brooke, J.D. Knowles, B.W Stappers, Systems, Man, and Cybernetics (SMC), 2013. DOI: <strong>10.1109/SMC.2013.260</strong> Contained in this distribution are results of stream and static classifier perfromance on four different data sets. These include, MAGIC Gamma Telescope Data Set : https://archive.ics.uci.edu/ml/datasets/MAGIC+Gamma+Telescope <br>MiniBooNE particle identification Data Set : https://archive.ics.uci.edu/ml/datasets/MiniBooNE+particle+identification <br>Skin Segmentation Data Set : https://archive.ics.uci.edu/ml/datasets/Skin+Segmentation The forth data set is not publicly available at present. However we are in the process of releasing it for public use. Please get in touch if you'd like to use it.
DOI: 10.6084/m9.figshare.22144169.v1
title: Incomplete mitogenome assemblies of Pleistocene prey (European wooly rhinoceroses) and predator (cave hyena) from the predators' coprolites

description: The woolly rhinoceros (Coelodonta antiquitatis) is an iconic species of the Pleistocene megafauna, which was abundant in Europe in the Pleistocene until its demise beginning approximately 10,000 years ago. Despite the recovery of several specimens from European archaeological sites, no genomes of the European population were available so far, and all available genomic data originated exclusively from the Siberian population5. Using coprolites of cave hyenas (Crocuta crocuta spelea) recovered from two world heritage caves in Germany (Hohlenstein-Stadel [HST] and Bockstein-Loch [BSVK]), we isolated and enriched predator and prey DNA to assemble the first European woolly rhinoceros mitogenomes, in addition to cave hyena mitogenomes. So far, no mitogenomic data of a European woolly rhinoceros was available, thus the data produced here constitute a considerable addition to European megafauna paleogenomics and may help further resolve the phylogeography of woolly rhinoceroses in Europe.
DOI: 10.6084/m9.figshare.23974902.v2
title: Students' academic achievement test , Survey and RTOP data for the implementation of problem-based learning method supplemented by YouTube videos, Uganda

description: The aim of the study was to assess the effectiveness of problem-based learning (PBL) on students' academic achievement in physics. Lesson observation data was collected using the Reformed Teaching Observation Protocol (RTOP) to assess the implementation of PBL in a physics classroom in Uganda. Data on Achievement test included; A total of 829 students from eight schools (four public schools and four private schools) were taught simple machines in physics using PBL and traditional approach. The students were tested on critical thinking and problem-solving (Pre & Post)test. 144 students were taught using PBL method supplemented by videos on simple machines downloaded from YouTube.The students participated in filling the surveys (critical thinking and problem solving) with scales ranging from “strongly agree” to “strongly disagree”. The critical thinking survey had 19 items, while the problem-solving survey had 31 items. These students were from four schools (two government schools and two private schools). Therefore, 973 (829+144) students took part in the study. The data can be viewed in the Excel sheets provided.
DOI: 10.6084/m9.figshare.25607145.v2
title: Qualitative data of thermal optima and limits

description: Distribution and spawning data reported by species
DOI: 10.6084/m9.figshare.28416083.v2
title: Crime Economics and Supplementary Data for Crime Analysis

description: This study examines the relationship between socio-economic factors and crime distribution using a dataset that includes variables such as <b>unemployment rates, literacy rates, per capita income, and population density</b>. The analysis explores how these factors influence crime rates across different regions, comparing urban and rural areas to identify variations in crime patterns due to economic and social disparities. Additionally, the study investigates <b>cultural and psychological influences</b> on criminal activities. The findings offer valuable insights for policymakers to develop more effective crime prevention strategies.<br>This dataset supports the manuscript ‘Crime and Socio-Economic Inequalities: Leveraging Deep Learning and Generative AI for Comprehensive Analysis.’ It includes:- CrimeEconomicsData.csv: Original dataset with 114 observations across 10 socio-economic variables (Per Capita Income, Population Density, Unemployment, Literacy Rate, Happiness Index, Crime Rate).- supplementary_data.zip: Contains: - table_ii_metrics.csv: Performance metrics (Accuracy, Precision, Recall, F1-Score, ROC-AUC) for machine learning and deep learning models in Table II. - figure_2_confusion_matrices.csv: Confusion matrix data for each model, supporting Figure 2’s visualizations. - README.txt: Description of the files and their purpose.Preprocessed datasets are not included, as preprocessing steps (e.g., mean imputation, standardization, PCA) are detailed in the manuscript and can be replicated using CrimeEconomicsData.csv.
DOI: 10.6084/m9.figshare.11777733.v1
title: Philippines elevation data

description: Altitude data from SRTM downloaded from raster R package - stored here for markdown file.
DOI: 10.6084/m9.figshare.6790781.v1
title: 16-qubit IBM quantum processor entanglement

description: Contains intermediate results for a series of experiments verifying the ability of IBM's quantum processor to generate entangled states.
DOI: 10.17632/xw3yns9njw
title: Codes_Results_OF_Credit_Network_Roussel_2025

description: The zip folder contains code that replicates the tables and figures displayed in the paper "Assessment of the Output Floor in an Agent-Based Credit Network Model" (Roussel, 2025).
All the code is written in R and can be run with R and/or RStudio. An additional Excel file contains empirical moments of key European financial indicators used in our study.
The data generated by the code describes the effectiveness of the output floor, a key component of the Basel III finalization, within an agent-based credit network model encompassing both corporate and interbank loan markets with heterogeneous firms and banks. The model is designed to replicate the evolution of key financial indicators in the Euro Area and is calibrated to empirical output floor settings. Our data shows that the output floor is a crucial tool for enhancing banking regulation efficiency. It raises the average and reduces the dispersion of risk-weighted asset (RWA) density (i.e., the RWA-to-total assets ratio) across banks. Additionally, it improves alignment between the RWA densities of banks using the internal ratings-based and standardized approaches, thereby strengthening financial actors' confidence in banking regulation. However, accommodative monetary policy fosters risk accumulation in the banking sector, undermining the output floor's effectiveness, while tighter monetary policy has the opposite effect.
DOI: 10.21942/uva.19310570.v1
title: Coral photophysiological data

description: data for Fig. 4 in the paper
DOI: 10.4121/uuid:3d5ae0ce-198c-4b5c-b0f9-60d3035d07bf
title: BPI Challenge 2014: Interaction details

description: BPI Challenge 2014. This particular file contains the records relating to interactions Parent item: BPI Challenge 2014 BPI Challenge 2014: Similar to other ICT companies, Rabobank Group ICT has to implement an increasing number of software releases, while the time to market is decreasing. Rabobank Group ICT has implemented the ITIL-processes and therefore uses the Change-proces for implementing these so called planned changes. Rabobank Group ICT is looking for fact-based insight into sub questions, concerning the impact of changes in the past, to predict the workload at the Service Desk and/or IT Operations after future changes. The challenge is to design a (draft) predictive model, which can be used to implement in a BI environment. The purpose of this predictive model will be to support Business Change Management in implementing software releases with less impact on the Service Desk and/or IT Operations. We have prepared several case-files with anonymous information from Rabobank Netherlands Group ICT for this challenge. The files contain record details from an ITIL Service Management tool called HP Service Manager. We provide you with extracts in CSV with the Interaction-, Incident- or Change-number as case ID. Next to these case-files, we provide you with an Activity-log, related to the Incident-cases. There is also a document detailing the data in the CSV file and providing background to the Service Management tool.
DOI: 10.6084/m9.figshare.1119787.v1
title: Supplementary Figure 17, Dreadnoughtus pelvic girdle - Lacovara et al., 2014, A Gigantic, Exceptionally Complete Titanosaurian Sauropod Dinosaur from Southern Patagonia, Argentina, Scientific Reports,

description: Supplementary Fig. 17. Digital reconstruction of the pelvic girdle of <em>Dreadnoughtus schrani</em> (MPM-PV 1156).
DOI: 10.6084/m9.figshare.1228801.v2
title: power line ROW, dirtch and forest fragment

description: Study sites The experiment was done south and north of the Power line ROW, south of forest fragment and north of ditch, which was located in the south side of the study area (Figure 1). The sampling at the three study sites were done to see the difference in height and diversity of plants at each site and to take into account other factors that could affect plant abundance and growth near the power lines. Variables The study site was sampled for a period of three days (one day in September and 2 days in October), 3 hours each day. The variables of the study were height of plants near power line ROW in bidirectional (North and South), density and diversity of plants near ditch, forest fragment and power line Row. The soil moisture contents as well ground temperature was monitored throughout the study period. Weather condition and air temperature was recorded constantly after each quadrat was sampled. The ground and air temperature was because the weather condition was in rapid change during study period.
DOI: 10.6084/m9.figshare.28193327.v1
title: Supplementary Material for: Use of biologics to treat asthma during pregnancy and adverse events in pregnant women and newborns: A global pharmacovigilance analysis

description: Introduction: Despite the increasing evidence supporting the use of biologics for treating severe asthma, there is a lack of evidence regarding their use in pregnant women. This study aims to evaluate the safety of biologics for pregnant women, utilizing global pharmacovigilance database.
Methods: Reports documented between 1980 and 2023 were extracted from the VigiBase that mentioned pregnancy- or fetus-related reactions with drugs indicated for asthma, including reslizumab, omalizumab, mepolizumab, dupilumab, benralizumab, and other non-biologics. A disproportionality analysis of case–non-case was conducted by calculating the reporting odds ratio (ROR) with 95% confidence interval (95% CI) of adverse maternal, fetal, and newborn outcomes associated with exposure to biologics compared with outcomes associated with other non-biologic asthma medications.
Results: A total of 15,715 pregnancy-related reports were analyzed. Reslizumab showed an overall lower reporting frequency of adverse events (ROR, 0.19; 95% CI, 0.05–0.67). Omalizumab (ROR, 3.88; 95% CI, 3.16–4.77), mepolizumab (ROR, 1.87; 95% CI, 1.05–3.36), and dupilumab (ROR, 5.34; 95% CI, 3.90–7.32) commonly showed higher frequencies of spontaneous fetal death. However, these three drugs also had lower frequencies of pregnancy and delivery complications, including preterm birth (omalizumab: ROR, 0.22; 95% CI, 0.16–0.31; mepolizumab: ROR, 0.10; 95% CI, 0.03–0.34; dupilumab: ROR, 0.07; 95% CI, 0.03–0.17), which are outcomes related to late pregnancy. In contrast, benralizumab (ROR, 0.69; 95% CI, 0.48–0.99) differed from the other biologics by showing lower frequencies of spontaneous fetal death (ROR, 0.69; 95% CI, 0.48–0.99) and spontaneous abortion (ROR, 0.47; 95% CI, 0.29–0.78) but higher frequencies of delivery complications (ROR, 1.32; 95% CI, 1.02–1.72), including preterm birth (ROR, 1.46; 95% CI, 1.14–1.86).
Conclusions: This global case–non-case study underscores the critical need for further well-designed research to investigate these over-reported outcomes and emphasizes the importance of more rigorous monitoring efforts for these adverse events.
DOI: 10.6084/m9.figshare.29035544.v1
title: Water isotope hydrology of the Macleay region

description: The stable water isotopic composition (the water isotopic ratios d<sup>18</sup>O and d<sup>2</sup>H and d-excess) of monthly and event precipitation samples, and river and spring water samples, from the Macleay catchment of eastern Australia, with an aim to understand the isotope hydrology of the region.
DOI: 10.6084/m9.figshare.5324857.v1
title: Supplementary Material for: Predictors of Postoperative Non-Chylous Massive Discharge after Pancreaticoduodenectomy for Pancreatic Ductal Adenocarcinoma

description: <b><i>Background:</i></b> Pancreaticoduodenectomy (PD) is performed for pancreatic ductal adenocarcinoma (PDA) located at the pancreas head/body. Non-chylous massive discharge after PD is frequently encountered and can cause a vicious cycle of complications associated with severe dehydration and protein loss. <b><i>Methods:</i></b> From August 2008 to June 2015, 102 patients who underwent PD for PDA were retrospectively reviewed. High non-chylous discharge was defined as postoperative daily serous discharge exceeding 10 mL/kg. Predictive factors for high non-chylous discharge were assessed using multivariable analysis. <b><i>Results:</i></b> Fifty-one patients (50%) developed high non-chylous discharge. Body mass index (BMI) and hemoglobin, total protein, and cholinesterase levels were significantly lower in the high-discharge group compared to the corresponding levels in the low-discharge group. The incidence of postoperative pancreatic fistula and delayed gastric emptying was significantly lower and higher in the high-discharge group than in the low-discharge group, respectively. Multivariable analysis revealed that BMI &lt;22.0 kg/m<sup>2</sup>, hemoglobin &lt;12.0 g/dL and intraoperative blood loss ≥800 mL were independent predictive factors for high non-chylous discharge. <b><i>Conclusions:</i></b> Preoperative low levels of BMI and hemoglobin and intraoperative high blood loss were independent predictive factors for high non-chylous discharge. Improvement of preoperative general and nutritional condition may reduce the incidence of high non-chylous discharge.
DOI: 10.6084/m9.figshare.22032593.v1
title: DLBCL patients gut microbes 16s and metagenomic sequencing data

description: This dataset contains the 16srRNA and metagenomic sequecing data of 17 DLBCL patients (before, UG and after treatment,TG) and 18 healthy controls (CG). The DLBCL patients were further grouped into CR and PR groups by their treatment response.
DOI: 10.6084/m9.figshare.28008333.v1
title: Table S5 from Evidence for the importance of trophically transmitted parasites and predation at the lower latitudes of species ranges

description: An .xlsx file including the data underlying the figures along with data column descriptors.
DOI: 10.6084/m9.figshare.5367127.v1
title: monkey_data.zip

description: "Rhesus macaques form preferences for brand logos through sex and social status based advertising" by Acikalin, Watson, Fitzsimons, and Platt.
DOI: 10.6084/m9.figshare.7406072.v1
title: Nudging and Boosting data.csv

description: A full study researching how 4 different settings effect decision-making under risk
DOI: 10.11583/dtu.23376560.v1
title: WineSensed. Learning to Taste: A Multimodal Wine Dataset

description: Abstract We present WineSensed, a large multimodal wine dataset for studying the relations between visual perception, language, and flavor. The dataset encompasses 897k images of wine labels and 824k reviews of wines curated from the Vivino platform. It has over 350k unique vintages, annotated with year, region, rating, alcohol percentage, price, and grape composition. We obtained fine-grained flavor annotations on a subset by conducting a wine-tasting experiment with 256 participants who were asked to rank wines based on their similarity in flavor, resulting in more than 5k pairwise flavor distances. We propose a low-dimensional concept embedding algorithm that combines human experience with automatic machine similarity kernels. We demonstrate that this shared concept embedding space improves upon separate embedding spaces for coarse flavor classification (alcohol percentage, country, grape, price, rating) and aligns with the intricate human perception of flavor. <br> Dataset structure See https://github.com/thoranna/learning-to-taste.github.io Read about the background: https://thoranna.github.io/learning_to_taste/ How to download Follow the instructions at https://github.com/thoranna/learning-to-taste.github.io