cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/9p5drwt9xz
title: Canada's national artificial intelligence governance system: Dataset from interviews with 20 government leaders & subject matter experts

description: Anonymized aggregate data from interviews with 20 government leaders and subject matter experts. The data was collected as part of a study of Canada's national system of artificial intelligence governance. The data was collected from February 2023 to July 2023. The dataset contains 610 topics that emerged from thematic analysis of interview transcripts from July 2023 to October 2023. The contexts, actors, resources, networks, evaluations, logics, functional bounds, rules, ecosystem-level dynamics, opportunities for improvement, and other topics contained in the dataset collectively represent the most significant components of Canada's national AI governance system that emerged over the course of the interviews with the 20 participants.

Topics in analytical dimensions 1, 3, and 6-11 contain counts of the frequency with which aggregate topics emerged across each of the interviews with the 20 participants. Topics in analytical dimensions 2, 4, and 5 contain categories instead of frequency counts: the topics in these dimensions represent every unique actor, resource, and network that emerged over the course of the interviews instead of aggregate topics. 

Column titles contain the following abbreviations:

LEAD: Interviews with leaders of public sector AI governance initiatives.
SME-PS: Interviews with subject matter experts employed in the private sector.
SME-CS: Interviews with subject matter experts employed in the academic or civil sectors.
DOI: 10.17632/rjf86nv3n6
title: Cereal and apple yield data from agroforestry and monoculture systems in the UK, 2018-2020

description: This dataset comprises cereal yield data from agroforestry and paired arable control systems, in addition to apple fruit count, width, and seed count data from agroforestry and orchard systems. The cereal data was collected from three working farms in the UK, each with paired agroforestry and arable fields under the same management. The agroforestry apple data was collected from five agroforestry sites in the UK, while orchard apples were sourced from a UK wholesaler, with the fruits originating from Kent, UK, except for organic Braeburn, which originated from Lower Saxony, Germany. Yield samples were taken shortly prior to harvest of the commercial crop. The agroforestry systems comprised 24 m wide crop alleys separated by rows of apple trees.
The data was collected to compare productivity of apple-cereal intercropping agroforestry systems with comparable monocultures of arable and orchards. Cereal yield data was collected between 2018 and 2020, while all apple data was collected in 2020. All data was collected by Tom Staton (University of Reading).
See the associated publication and Supplementary Material for further details of data collection and results.
Version 2 updated to correct erroneous latitude/longitude coordinates for sites 2 and 3.
DOI: 10.26181/19953893.v1
title: HARMONY Study SAP

description: The HARMONY Study is designed as a pragmatic (parallel group) cluster-randomised controlled trial conducted in General Practice (GP) clinics evaluating an intervention to increase rates of GP culturally competent identification, safety planning and referral of women aged 18+ experiencing domestic violence and abuse (DVA).
DOI: 10.6084/m9.figshare.12543353.v1
title: JVASP-31373 to JVASP-34285

description: JARVIS-DFT input/output files
DOI: 10.6084/m9.figshare.20219664.v2
title: Chromosome-level genome assembly of the Siberian chipmunk, Tamias sibiricus (Rodentia: Sciuridae)

description: The final assembled genome size of <em>T. sibiricus</em> was 2.64 Gb with the scaffold N50 length of 172.61 Mb. A total of 2.59 Gb assembled genome sequences were anchored on 19 chromosomes. 1.03 Gb repetitive sequences were identified, constituting 38.87% of this reference genome. A total of 25,311 protein-coding genes were predicted, and 97.69% of these genes were functionally annotated.
DOI: 10.6084/m9.figshare.27072622.v1
title: Source_Data_NC_Upcycle via SPA.xlsx

description: Source_Data_NC_Upcycle via SPA.xlsx
DOI: 10.6084/m9.figshare.28399439.v1
title: Supporting Data for manuscript: "Using Diversity for Optimizing Cycle Time for a Pick-and-place Machine"

description: Assigning feeders and nozzles is an important step in the set-up of pick-and-place machines. We study this Feeder and Nozzle Assignment Problem (FNAP) for a representative pick-and-place machine. In this problem, the goal is to find an assignment of the nozzles and feeders such that a given set of printed circuit boards can be produced with this assignment while minimizing cycle time. We propose a novel algorithm that tries to find $k$ feasible assignments that are as diverse as possible, for some parameter $k&gt;1$. By maximizing solution diversity, our approach improves the chances of finding initial solutions that can lead to improved cycle times.
DOI: 10.17632/fz8x7tmbt5
title: Data for: A Hybrid Optimization Methodology for Indicating Optimal Operating Conditions for Carbon Dioxide Injection in Geologic Carbon Sequestration

description: 1-PlackettBurman-Input&Output.zip: Included 13 inputs and corresponding outputs files of T2Well/ECO2N based on the Plackett-Burman design. The calculation of mass flow rate from output files and all simulation results were listed in two excel files (PB-9Ffactors-13runs-MassFlowRate.xlsx and PB-9Factors-13runs-Results.xlsx), respectively. The JMP file for Plackett-Burman design was also included. 2-BoxBehnken-Input&Output.zip: Included 54 inputs and corresponding outputs files of T2Well/ECO2N based on the Box-Behnken design. The calculation of mass flow rate from output files and all simulation results were listed in two excel files (BB-6factors-54Runs-MassFlowRate.xlsx and BB-6factors-54runs-Results.xlsx), respectively. 3-NonDesignPoint-Input&Output.zip: Included 30 inputs and corresponding outputs files of T2Well/ECO2N based on randomly selected non-design points. The calculation of mass flow rate from output files and all simulation results were listed in two excel files (NonDesignPoint-30Runs-MassFlowRate.xlsx and NonDesignPoint-30Runs-Results.xlsx), respectively. The JMP file for Box-Behnken design and non-design points was also included.
DOI: 10.6084/m9.figshare.12444506.v1
title: Heavy metals in soils and rice plants with microbial inoculations

description: Soil concentrations of heavy metals at the seedling and maturity stage of rice with microbial inoculations. 1 and 2 indicate that the soil was inoculated with 3×1010 or 4×1010 CFU of cells, respectively. CK represents control. RP stands for R. palustris. CB stands for composite of B. subtilis and R. palustris.
DOI: 10.6084/m9.figshare.1510986.v1
title: StarPlus fMRI data

description: This data was originally collected by Marcel Just and his colleagues in Carnegie Mellon University's CCBI. The Experiment Timing: The experiment consists of a set of trials, and the data is partitioned into trials. For some of these intervals, the subject simply rested, or gazed at a fixation point on the screen. For other trials, the subject was shown a picture and a sentence, and instructed to press a button to indicate whether the sentence correctly described the picture. For these trials, the sentence and picture were presented in sequence, with the picture presented first on half of the trials, and the sentence presented first on the other half of the trials. Forty such trials are available for each subject. The timing within each such trial is as follows: The first stimulus (sentence or picture) was presented at the begining of the trail (image=1).Four seconds later (image=9) the stimulus was removed, replaced by a blank screen.Four seconds later (image=17) the second stimulus was presented. This remained on the screen for four seconds, or until the subject pressed the mouse button, whichever came first.A rest period of 15 seconds (30 images) was added after the second stimulus was removed from the screen. Thus, each trial lasted a total of approximately 27 seconds (approximately 54 images). Imaging parameters: Images were collected every 500msec. Only a fraction of the brain of each subject was imaged. The data is marked up with 25-30 anatomically defined regions (called "Regions of Interest", or ROIs).Stimulus and behavioral data: A variety of information is available for all three data sets, including the exact sentences and pictures presented, and the subject response times. The Data: The data consists of .mat files that can be directly loaded into Matlab version 7.
DOI: 10.6084/m9.figshare.28690133.v1
title: Dynamic ultrasound achromatic imaging with a stretchable flexible metalens

description: Ultrasound imaging is widely used in both engineering and medicine due to its advantages of deep penetration and no ionizing radiation. Focusing techniques can improve image resolution, but conventional methods often suffer from chromatic aberration. We present a novel approach to ultrasound imaging that overcomes this challenge, which utilizes a stretchable flexible metalens to experimentally achieve dynamic achromatic imaging. By carefully stretching and releasing the metalens, we can focus ultrasound of different frequencies at the same depth. This method features remarkable focusing resolutions of 0.6λ in the radial direction and 2.3λ in the axial direction, and a 13% deformation of the metalens enables effective compensation for chromatic aberration of ultrasound from 0.81 MHz to 1 MHz. Furthermore, we demonstrate the dynamic achromatic imaging of microstructures, showcasing its ability to capture high-resolution ultrasound images.
DOI: 10.6084/m9.figshare.12482345.v16
title: Arsenic, Bacteria, Copper, Lead, Nitrate, Sulfate, Chloride & Total Hardness Data by Section, Town-Range and/or County, Center for Watershed Science and Education, Univ of Wisconsin-Stevens Point/Univ of Wisconsin-Madison Division of Extension, Stevens Point, WI

description: Arsenic, Bacteria, Copper, Lead, Nitrate, Sulfate, Chloride and Total Hardness data for private wells collected in the Wisconsin area. The data provides the average of nitrate(mg/L), chloride (mg/L), total hardness (mg/L) per Section, Town-Range and/or County in the state of Wisconsin. Center for Watershed Science and Education, Univ of Wisconsin-Stevens Point/Univ of Wisconsin-Madison Division of Extension, Stevens Point, WI.
DOI: 10.6084/m9.figshare.23813352.v1
title: Supplementary Material for: Finerenone in Patients with Chronic Kidney Disease and Type 2 Diabetes: FIDELIO-DKD subgroup from China

description: Background: This prespecified subgroup analysis of the FIDELIO-DKD trial aimed to evaluate the efficacy and safety of finerenone in patients with chronic kidney disease (CKD) and type 2 diabetes mellitus (T2DM) in China. Methods: Three hundred and seventy-two participants were recruited from 67 centers in China and randomized 1:1 to oral finerenone or placebo with standard therapy for T2DM. The primary composite outcome included kidney failure, sustained decrease of estimated glomerular filtration rate (eGFR) ≥ 40% from baseline over at least 4 weeks, or renal death. The key secondary composite outcome included death from cardiovascular causes, nonfatal myocardial infarction, nonfatal stroke, or hospitalization for heart failure. Results: After a median follow-up of 30 months, the finerenone group showed a relative risk reduction (RRR) of 41% (hazard ratio [HR]=0.59, 95% confidence interval [CI], 0.39 to 0.88; p=0.009) for the primary composite outcome compared with placebo, consistent across its components with treatment benefits with finerenone. Based on an absolute between-group difference of 12.2% after 30 months, the number of patients who needed to be treated (NNT) with finerenone to prevent one primary outcome event was eight (95%CI: 4 to 84). For the key secondary composite outcome, the finerenone group showed a RRR of 25% (HR=0.75, 95% CI, 0.38 to 1.48; p=0.408). Adverse events were similar between the two groups. The effects of finerenone on blood pressure were modest. No gynecomastia events were reported in the study. Hyperkalemia leading to discontinuation occurred in eight (4.3%) and two (1.1%) participants in the finerenone and control groups, respectively. The incidence of acute kidney injury was comparable between the two groups (1.6% vs. 1.6%). Conclusions: Finerenone resulted in lower risks of CKD progression than placebo and a balanced safety profile in Chinese patients with CKD and T2DM.
DOI: 10.17632/27tj2crsw7
title: Figures 1-3 for "Elevated levels of the sphingolipid MIPC disrupt the coordination of cell growth with cell wall formation in fission yeast"

description: Main figures 1-3 from "Elevated levels of the sphingolipid MIPC disrupt the coordination of cell growth with cell wall formation in fission yeast." The data from experiments are live-cell imaging, imaging quantification, lipodomics and yeast growth assays.
DOI: 10.17632/7ryvhz4bf5
title: Macropore corrected Ks values of soil core samples contrasted against borehole permeameter measurements

description: The dataset was used to compare non-reduced Ks-values of soil core samples (Ksc) against borehole permeameter K-values (Ksf) on the one hand, and RoGeR-reduced K-values (Ksm) against borehole permeameter K-values (Ksf) on the other. Differences between Ksm and Ksf were explained by multiple linear regression using soil parameters and principal component analysis.
DOI: 10.6084/m9.figshare.23633952.v1
title: Database Lung COVID.xlsx

description: Demographic data Computer scan results Pulmonary function test results: FVC,FEV1,FEF 25-75% Medication duting COVID-19 infection Clinical course during COVID-19 infection
DOI: 10.6084/m9.figshare.27616059.v1
title: Boundaries of Guayaquil neighborhoods

description: Boundaries of Guayaquil neighborhoods, recreated from Google Maps, Wikimapia, and OpenStreetMap.
DOI: 10.6084/m9.figshare.6231179.v1
title: Dot pattern raw data for Silver Studio textile designs

description: Excel dataset relating to the quantitative analysis of tone creating using techniques of monochrome pattern on the textile designs of the British design company of the Silver Studio from the 1890s and 1930s.<br>This dataset contains raw data related to dot patterning on the designs. The data was used to compare styles of dot patterning on the designs with that on katagami stencils which were used as inspiration for a number of the designs.<br>
DOI: 10.6084/m9.figshare.12082134.v2
title: Results of 5-fold cross validation on CVC-FP

description: This link provides the results of the 5-fold cross-validation dataset. The results are stored as shapefiles and named after the name of floor plan images.
DOI: 10.17632/kncsff4m4p
title: Dados estatísticos (LST x NDVI)

description: Dados das análises estatísticas relacionadas as variáveis (Land Surface Temperature) (LST) e Índice de Vegetação por Diferença Normalizada (Normalized Difference Vegetation Index) (NDVI) na área de influência urbana de Joinville. Este banco de dados contém informações relativas aos valores de pixels das imagens de Landsat 8 utilizadas em meu trabalho de conclusão de curso. Nesta base de dados é possível verificar os arquivos utilizados na produção dos gráficos de dispersão (correlação e regressão linear), e os arquivos para a produção dos gráficos de histogramas. Os arquivos são compostos por planilhas e notebook’s. Obs.: o arquivo .txt consta informações sobre cada arquivo do banco de dados.
DOI: 10.17632/whrcjjf7jx
title: Data for "Path integration error and adaptable search behaviors in a mantis shrimp" Patel and Cronin, 2020

description: Three Files Total: 1. Path Integration Error Data 2. Search Loop Orientation Data 3. Search Radii Data
DOI: 10.6084/m9.figshare.13315331.v1
title: Resolved phylogenetic relationships in the Ocotea complex (Supraocotea) facilitate a phylogenetic classification and character ancestral reconstruction

description: All ipyrad outfiles for species of Supraocotea + outgroups with all loci shared across at least 10, 20, 40, and 50 individuals.
DOI: 10.6084/m9.figshare.14893322.v1
title: Signature whistles of the demographic unit of bottlenose dolphins (<i>Tursiops truncatus</i>) inhabiting the Eastern Ligurian Sea: characterisation and comparison with the literature

description: Bottlenose dolphins (<i>Tursiops truncatus</i>) make extensive use of narrowband whistles with individually distinctive frequency modulations to broadcast their identity: the signature whistles. The acoustic structure of the signature whistles tends to be stable over decades. Therefore, these vocalisations have the potential to be used for monitoring individuals over time. Our study investigated the acoustic structure of the signature whistles of the demographic unit of bottlenose dolphins inhabiting the Eastern Ligurian Sea (Italy), within the Pelagos Sanctuary. Through visual categorisation of spectrograms, we identified 941 whistle contours, 469 of them were classified as signature whistles using the SIGnature IDentification (SIG-ID) method. We further grouped these into 19 different categories based on their stereotyped frequency modulation patterns. To support our categorisation, we used a combination of a visual classification task conducted by six naïve judges and an automated analysis, the principal component analysis. Overall, this study characterises the signature whistles of the demographic unit of bottlenose dolphins inhabiting the Ligurian Sea for the first time. Furthermore, when comparing the acoustic features of these whistles with those of other different demographic units available from the literature, we observed differences in the values of the minimum and maximum frequencies. Considering the critical vessel traffic of our study area, we interpreted these variations in light of the high levels of anthropogenic noise. We recommend further investigations to understand the mechanisms underpinning the acoustic variation of bottlenose dolphins’ signature whistles and to elaborate effective management and protection policies for this species.
DOI: 10.6084/m9.figshare.24039357.v1
title: dengue.rda

description: Thí dụ cho chương đầu về Cách sử dụng R
DOI: 10.6084/m9.figshare.5103778.v3
title: File 2 The an-genome sequences of O.sativa

description: This file includes the pan-genome sequences of rice as a key output of 3k RG. The pan-genome is built by combining IRGSP-1.0 genome and non-redundant novel sequences from de novo assemblies of 3,010 rice genomes. The novel sequences were combined to artifitial chromosomes by connecting sequences with 100 consecutive Ns. This file is also available in the rice pan-genome database (RPAN, http://cgm.sjtu.edu.cn/3kricedb/).<br>
DOI: 10.6084/m9.figshare.28751816.v1
title: Newspaper articles on eucalyptus and hummingbird feeding

description: This repository contains newspaper records from 1860-2021 (exported as .html) on eucalyptus (./data/eucalyptus-articles/) and hummingbird feeding (./data/hummingbird-articles/) in California, along with code (./GCB-newspaper-data.R) to parse those .html records into a dataset and reproduce the figures in Alexandre et al. (2025). Supplemental feeding as a driver of population expansion and morphological change in Anna’s Hummingbirds. Global Change Biology.<br>
DOI: 10.6084/m9.figshare.7093646.v1
title: Arlequin input file

description: Microsatellite data input file for Arlequin (Fst, AMOVA, Mantel Test)
DOI: 10.17632/8vhmgcczwr
title: Data for: Mars Global Simulant MGS-1: A Rocknest-based open standard for basaltic martian regolith simulants

description: - Particle size distribution for the MGS-1 prototype simulant - Visible-near infrared spectra of MGS-1 prototype simulant and previous Mars simulants for comparison - Thermogravimetry analysis data for MGS-1 prototype - Evolved Gas Analysis for MGS-1 prototype
DOI: 10.25405/data.ncl.28586867.v1
title: RCT dataset:Pre and Post testsOSCE (Three stage data)

description: Dataset collected over last few months on behalf of the educational project titled "<b> </b><b>A randomized controlled trial comparing the efficacy of high-fidelity simulation -based teaching (HFSBT) and video-assisted teaching (VAT) in ECG learning in a cohort of preclinical medical students".</b>
DOI: 10.6084/m9.figshare.14963058.v1
title: Dataset

description: Dataset related to a study on the impact of COVID-19 on families' mental health<br>
DOI: 10.6084/m9.figshare.26011642.v1
title: 的原始数据黄土高原南缘断裂活动带黄土泥岩滑坡的形成机理和破坏模式：通过模型测试进行调查”

description: 为了更好地了解黄土泥岩滑坡的原因和机理（LML），我们进行了一系列模型测试。
DOI: 10.17632/dkbrjskwky
title: Kravic et al. Mol Cell 2022_part 1

description: This data set contains confocal microscopy images, Western blots, additional comments - txt files.
The set is split into 3 parts because of data size (max upload per set is 10 GB).
Part 1: Figures 2, 3, 4, 5 and 6
Part 2: Figures 7, S2, S3, S4, S5, S6, S7 and S9
Part 3: Figure S8
DOIs for other parts:
Part 2: DOI: 10.17632/85wrd6mtbf.1
Part 3: DOI: 10.17632/wtsx23dhv9.1
DOI: 10.17632/yv263k5cmv
title: Monetary Growth Rules in an Emerging Open Economy

description: Replication package for Mirfatah, Gabriel and Levine (2024), "Monetary Growth Rules in an Emerging Open Economy".
DOI: 10.6084/m9.figshare.16661413.v1
title: Supplementary Table 2. ChIP-PCR primers used.

description: Supplementary Table 2. ChIP-PCR primers used. Reverse sequences are highlighted in grey.
DOI: 10.6084/m9.figshare.6118562.v4
title: Climate-smart sustainable agriculture in low-to-intermediate shade agroforests

description: Results of an extensive field study to understand the balance of the costs and benefits of cocoa agroforests in Ghana. Over a period of two years (2015-2017), including one normal and one exceptionally dry year, we measured cocoa production, losses to disease, soil fertility, temperature, relative humidity, soil moisture, carbon stocks, and biodiversity of multiple taxa in 20 cocoa agroforest plots (30x30 m) selected systematically along a gradient of shade-tree cover (14-76% shade-tree cover) in a globally-significant cocoa growing region in Ghana, West Africa. To isolate the effects of shade trees from confounding factors such as differences in farm management, soil type, and local microclimate, all plots were compared with paired monoculture plots on the same farms. Full methods are published in Blaser et <i>al.</i> 2018 Nature Sustainability.
DOI: 10.17632/gvktzd5ydm
title: Knowledge Management (KM) in Situational Method Engineering (SME): Supplementary File

description: This supplementary document provides the following categories of data: 1) Knowledge Management (KM)-driven dimensions and levels for analyzing the situations for which a Software Development Methodology (SDM) should be engineered, 2) examples of features that have been used for eliciting a set of evaluation criteria for assessing the support SME (Situational Method Engineering) methods provide for managing knowledge, 3) lists of evaluation criteria extracted for KM-driven evaluation of SME methods, 4) questions that have been used for assessing KM capabilities in Software Development Methodologies (SDMs) and SME methods, and 5) results of the conducted KM-driven evaluation to assess some prominent SME methods.
The data have been used for: 1) proposing a framework for assessment of KM in SME, 2) a model which consists of a set of KM practices proposed to satisfy the evaluation criteria, and 3) a KM-Driven and DevOps-based method for SME (Dehghani, R., and Ramsin, R., "A Knowledge Management-Driven and DevOps-Based Method for Situational Method Engineering", Information Technology and Management, January 2023).
DOI: 10.6084/m9.figshare.21388122.v1
title: Ocean bottom seismometer data

description: Ocean bottom seismometers used to model the data along TS02 OBS have been relocated This file includes OBS 1,2,3, and 4 <br>