cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/rmvgvkg8vn
title: Identifying Uncertainties In Air Temperature Data Of An Indoor Farming System

description: A small growth chamber was used to grow lettuce for 5 weeks during four air temperature trials, and an automated control system was used to control the environmental conditions of the air and root zone for the plants. A sensor array made up of low-cost arduino connected sensors would collect aerial (air temperature, relative humidity, CO₂ concentration) and root-zone data (water temperature, pH, EC, DO) and control the hydroponic system and carbon dioxide enrichment, while a reference sensor was used to collect aerial environmental conditions (air temperature, relative humidity, CO₂ concentration) to compare with the low-cost data sets. We hypothesized that our alternative decomposition method would successfully identify uncertainty occurrences in the data collected throughout this experiment since this data had many gaps in data when the data collection system would stop functioning or for other uncertainties. The small size of the growth chamber would also make any agricultural operations (any actions where humans would enter/exit and be inside the small chamber for any time), sensor failures, or other such uncertainties have a significant impact on system operations and reliability, making this decomposition method necessary for data quality control. Only the air temperature data from the low-cost and reference sensors was used to test the alternative decomposition method since the standard decomposition methods failed to successfully de-seasonalize the data.
DOI: 10.6084/m9.figshare.13246784.v1
title: Data file 5 - Plastid-targeted proteins

description: Links to the different sources used to build the plastid-targeted protein database.<br>
DOI: 10.6084/m9.figshare.19593820.v1
title: CaH6 superconductor

description: Figures
DOI: 10.6084/m9.figshare.27020068.v1
title: The barcode sequences of ITS, <i>tef1 </i>and <i>rpb2</i> from 194 <i>Trichoderma </i>species (273 strains)

description: The barcode sequences of ITS, <i>tef1 </i>and <i>rpb2</i> from 194 <i>Trichoderma </i>species (273 strains) for phylogenetic analysis.
DOI: 10.6084/m9.figshare.27257463.v2
title: Leaf nutrients, but not genome size, modulate plant photosynthesis

description: Here is the data and code for the manuscript titled <i>"Leaf nutrients, but not genome size, modulate plant photosynthesis,"</i> currently under peer review. Please note that the code may undergo further modifications in response to reviewers' comments until the final publication. For any questions or further details, please feel free to contact Xin Song at x.song@creaf.uab.cat.
DOI: 10.6084/m9.figshare.11608449.v1
title: Multi-species Occupancy Models Literature Review Dataset

description: This is a dataset used for a literature review on multi-species occupancy models (MSOMs) as part of a manuscript titled "Multi-species Occupancy Models: Review, Roadmap, and<br>Recommendations" submitted for publication in Ecography.<br>
DOI: 10.6084/m9.figshare.19085877.v3
title: Direct <i>in-situ</i> temperature measurement for lamp-based heating device

description: Despite a wide variety of its practical applications, handiness, and cost-effectiveness, the advance of lamp-based heating devices is obstructed by one technical difficulty in measuring the temperature on a heated material. This difficulty originates in the combination of a polychromatic light source and a radiation thermometer that determines temperature from radiation (i.e. light). A new system developed in this study overcomes this intrinsic difficulty by measuring exclusively the radiation from the heated material, allowing us to perform the direct and <i>in-situ</i> measurement of temperature in a light-based heating device (an arc image furnace). Test measurements demonstrated the reliability of temperature measurement using the developed system as well as its promising potential for the determination of emissivity at high temperature particularly in the infrared region.
DOI: 10.6084/m9.figshare.21626534.v1
title: Assessing the current and desired levels of training and applied experiences in chronic disease prevention of students during medical school.

description: This data was collected from an online survey provided to medical students enrolled in the University of Miami Miller School of Medicine. The survey explored medical student perceptions of the education they had received in topics related to chronic disease prevention, as well as their desire for receiving applied experiences in several chronic disease-related topical areas.
DOI: 10.6084/m9.figshare.25624332.v1
title: missingsizamosicin.sav

description: Dataset for the manuscript entitled "Cyberslacking: The Role of Techno-Induced Work-Life Conflict, Techno-Exhaustion, and Internet Addiction"
DOI: 10.6084/m9.figshare.27747189.v2
title: 2007-2022 中国 A 股公司公开数据

description: 中国A股上市公司相关数据
DOI: 10.6084/m9.figshare.27931503.v1
title: The_Use_of_Generative_AI_to_Advance_Cybersecurity_Education_Taxonomy

description: After searching on Google Scholar, the papers that did not match the criteria and papers with titles irrelevant to the study were discarded, and the remaining papers moved to the next stage. In this stage, the abstracts and conclusions were reviewed to assess each paper’s relevance to the study. Papers that did not align with the research goals were excluded. The remaining papers were then read in full to confirm their final relevancy to the research goals and the topic of this thesis. The selection process was first performed by the master student and then evaluated by the supervisor to ensure reliability of the findings.<br>Using the search string mentioned above on Google Scholar results in a total of 386 search results at the time of conducting the paper selection. After eliminating irrelevant papers, a total of 14 papers were found relevant to the research questions. Although the number of papers may appear limited, the research topic is relatively new, and there is a lack of studies available on this subject. As many as seven papers were published in 2024 and six were published in 2023. This recent surge in publications underscores both the growing academic attention of the use of AI to advance cybersecurity education and the need for further research to deepen understanding in this area. The selected papers and their related data, such as title, author(s), publication source, publisher, publication year, findings, and identified themes were extracted in an Excel file which can be accessed on Figshare public repository
DOI: 10.6084/m9.figshare.28823450.v1
title: DATA.xls

description: Research Data
DOI: 10.6084/m9.figshare.29077775.v1
title: Raw data for locus: Dero_B03F_B03R

description: Raw data for call analysis for locus: Dero_B03F_B03R (see Piaggio et al. 2008)
DOI: 10.6084/m9.figshare.15062550.v1
title: Predicted wind and solar energy expansion has minimal overlap with multiple conservation priorities across global regions

description: Protected areas and renewable energy generation are critical tools to combat biodiversity loss and climate change, respectively. Over the coming decades, expansion of the protected area network to meet conservation objectives will be occurring alongside rapid deployment of renewable energy infrastructure to meet climate targets, driving potential conflict for a finite land resource. Renewable energy infrastructure can have negative effects on wildlife, and co-occurrence may mean emissions targets are met at the expense of conservation objectives. Here, we assess current and projected overlaps of wind and solar photovoltaic installations and important conservation areas across nine global regions using spatially explicit wind and solar data and methods for predicting future renewable expansion. We show similar levels of co-occurrence as previous studies but demonstrate that once area is accounted for, previous concerns about overlaps in the Northern Hemisphere may be largely unfounded, although they are high in some biodiverse countries (e.g., Brazil). Future projections of overlap between the two land uses presented here are generally dependent on priority threshold and region and suggest the risk of future conflict can be low. We use the best available data on protected area degradation to corroborate this level of risk. Together, our findings indicate that while conflicts between renewables and protected areas inevitably do occur, renewables represent an important option for decarbonization of the energy sector that would not significantly affect area-based conservation targets if deployed with appropriate policy and regulatory controls.<br>
DOI: 10.6084/m9.figshare.27323346.v2
title: Milling dataset

description: Deep learning methods have shown significant potential in tool wear lifecycle analysis. However, there are fewer open source datasets due to the high cost of data collection and equipment time investment. Existing datasets often fail to capture cutting force changes directly. This paper introduces a comprehensive dataset for the full lifecycle of titanium (Ti6Al4V) tool wear. This dataset utilizes complex circumferential milling paths and employs a rotary dynamometer to directly measure cutting force and torque, alongside multidimensional data from initial wear to severe wear. The dataset consists of 68 different samples with approximately 5 million rows each and includes vibration, sound, cutting force, and torque. Detailed wear pictures and measurement values are also provided. It is a valuable resource for time series prediction, anomaly detection, and tool wear studies. We believe this dataset will be a crucial resource for smart manufacturing research.
DOI: 10.6084/m9.figshare.28589531.v2
title: Manure management inventories for poultry production systems - databases for IPCC inventory software

description: These files present the emissions of greenhouse gases due to manure management systems (MMS) in the different poultry systems studied, namely the conventional broiler(ConvBroiler), Organic Broiler (OrgBroiler), conventional layers eggs (ConvEggs) and Organic layers eggs (OrgEggs). The files can only be opened in the IPCC software, with username and password that can be requested to the author (Reussite Malembaka).
DOI: 10.6084/m9.figshare.3562794.v1
title: Supplement 1. SMS model used to estimate connectivity for Cabanis’s greenbul Phyllastrephus cabanisi.

description: File List SMS3batch.exe (MD5: c295324f0981eac0cca3be4b0810cecd) Animal.cpp (MD5: 4f27e01e983f1b22506518b1a2e7feec) Animal.h (MD5: 7f4d556f3dcd40a3ec982f399ec081a6) Landscape.cpp (MD5: 477ce25efdd9a7e4bd2be34523bea6e1) Landscape.h (MD5: 641908f1099cc73ac189d2b30334bdf6) Main.cpp (MD5: 690c6b942cb13b17547245ea87549004) MoveInd.cpp (MD5: a08570948bff947825e5696df3bcc62d) MoveInd.h (MD5: a08570948bff947825e5696df3bcc62d) Parameters.cpp (MD5: ac9f7306c34420f1fd8baa58dbe8895d) Parameters.h (MD5: 4d74fec25dc290e24ff11e9f083cdc28) control.txt (MD5: 6d9b5093aa04f59ad2cf1069f7badc91) parameters.txt (MD5: 8628fd5998011755db2a829899c88d4a) Description -- TABLE: Please see in attached file. -- Note: The compiled program uses random number generators distributed by Agner Fog, the code for which may be obtained from http://www.agner.org/random/
DOI: 10.17632/fmb4xmp4k5
title: Car Dataset: Used cars data from Bikroy.com

description: The dataset is scraped from Bikroy.com and contains information pertaining to second hand cars that are used in Bangladesh. The dataset contains 1209 records. The columns in the dataset are as follows:

1. car_name 
2. brand 
3. car_model 
4. model_year 
5. transmission 
6. body_type 
7. fuel_type 
8. engine_capacity 
9. kilometers_run 
10.price
DOI: 10.6084/m9.figshare.24212499.v1
title: Transcripciones <b>Proyecto Fondecyt Iniciación 11190701: Encuentros y tensiones en la construcción de cuerpos y sexualidades juveniles: las representaciones del mundo joven y del sistema de salud en el Chile actual</b>

description: <b>Proyecto Fondecyt Iniciación 11190701: Encuentros y tensiones en la construcción de cuerpos y sexualidades juveniles: las representaciones del mundo joven y del sistema de salud en el Chile actual</b>
DOI: 10.6084/m9.figshare.25908820.v3
title: Codes:Understanding of the Predictability and Uncertainty in Population Distributions Empowered by Visual Analytics

description: This is the codes and the example data for the manuscript submitted to IJGIS entitled:<b><i>Understanding of the Predictability and Uncertainty in Population Distributions Empowered by Visual Analytics</i></b><sup>Project Overview</sup><sup>This project aims to perform data preprocessing, population estimation, SHAP explanation of population estimation, uncertainty estimation, SHAP explanation of uncertainty, and result analysis. The source code is organized into multiple modules, and sample data files are provided.</sup><sup>Modules Description</sup><sup>Data Preprocessing</sup><sup>The module contains functions and classes to clean, transform, and prepare the data for further analysis and modeling.</sup><sup>Population Estimation</sup><sup>The module provides methods for estimating population size based on the preprocessed data. This includes various statistical and machine learning techniques.</sup><sup>SHAP Explanation of Population Estimation</sup><sup>The module uses SHAP (SHapley Additive exPlanations) to interpret and explain the results of the population estimation. It helps in understanding the contribution of each feature to the prediction.</sup><sup>Uncertainty Estimation</sup><sup>The module focuses on estimating the uncertainty in the population estimates. This is crucial for understanding the confidence level of the predictions.</sup><sup>SHAP Explanation of Uncertainty</sup><sup>The module applies SHAP to explain the uncertainty estimates, providing insights into the factors contributing to the uncertainty.</sup><sup>Result Analysis</sup><sup>The module is responsible for analyzing the results of the population estimation and uncertainty estimation. It includes various statistical analyses and visualization techniques to interpret the findings.</sup><br>
DOI: 10.6084/m9.figshare.29145899.v1
title: zincstock for aizynthfinder

description: zincstock for aizynthfinder
DOI: 10.6084/m9.figshare.3562215.v1
title: Appendix B. Neighborhood composition effects on Solidago altissima leaf tissue damage (mean percent leaf area removed).

description: Neighborhood composition effects on Solidago altissima leaf tissue damage (mean percent leaf area removed).
DOI: 10.17632/2hyfhfnrnp
title: One-Pot Dual Protein Labelling for Simultaneous Mechanical and Fluorescent Readouts in Optical Tweezers

description: Data accompanying manuscript "One-Pot Dual Protein Labelling for Simultaneous Mechanical and Fluorescent Readouts in Optical Tweezers"
DOI: 10.6084/m9.figshare.13858898.v1
title: Chignolin Simulations

description: The initial structure of Chignolin was generated starting from the cln025 peptide, with sequence TYR-TYR-ASP-PRO-GLU-THR-GLY-THR-TRP-TYR. The structure was solvated in a cubic box of 40A, containing 1881 water molecules and two Na+ ions to neutralize the peptide's negative charge. MD simulations were performed with ACEMD, using CHARMM22* force field and TIP3P water model at 350K temperature. A Langevin integrator was used with a damping constant of 0.1 1/ps. Integration time step was set to 4 fs, with heavy hydrogen atoms (scaled up to four times the hydrogen mass) and holonomic constrains on all hydrogen-heavy atom bond terms. Electrostatics were computed using Particle Mesh Ewald with a cutoff distance of 9A and grid spacing of 1A. Ten NVT simulations of 1 ns length were carried out, with a dielectric constant of 80 and temperature of 350K to generate ten different starting conformations for the production runs. Production simulations consisted of 3744 independent simulations of 50 ns, for a total aggregate time of 187.2 µs. All simulations were performed using and adaptive sampling algorithm, where multiple rounds of simulations are performed, and each round the available trajectories are analyzed to select the initial coordinates for the next round of simulations. All simulations were run using the GPUGRID distributed computing platform.<br>
DOI: 10.6084/m9.figshare.16859593.v1
title: water body extraction

description: water body extraction from different spatial resolution remote sensing images
DOI: 10.6084/m9.figshare.6356420.v3
title: HELCATS Interplanetary Coronal Mass Ejection Catalog v2.0

description: This is the HELCATS interplanetary coronal mass ejection (ICME) catalog, based on in situ magnetic field and bulk plasma observations in the heliosphere. <br><b>This is version 2.0, released 2020-06-03, updated 2020-06-12</b>also available at: <br><b>https://helioforecast.space/icmecat<br></b><br>The catalog is available as python pandas dataframe (pickle), python numpy structured array (pickle), json, csv, xlsx, txt, hdf5, html, plus a header txt file with parameter descriptions. <br>Number of events in ICMECAT: 739ICME observatories: Parker Solar Probe (PSP), Wind, MAVEN, STEREO-A, STEREO-B, Venus Express (VEX), MESSENGER, Ulysses.Time range: January 2007 - December 2019.<br><b>Authors: </b>Christian Möstl, Andreas J. Weiss, Rachel L. Bailey, Martin A. Reiss, Space Research Institute (IWF), Austrian Academy of Sciences, Graz, Austria. Contributors: Peter Boakes, Alexey Isavnin, Emilia Kilpua, David Stansby, Reka Winslow, Brian Anderson, Lydia Philpott, Vratislav Krupar, Jonathan Eastwood, Simon Good, Lan Jian, Teresa Nieves-Chinchilla, Cyril Simon Wedlund, Jingnan Guo, Mateja Dumbovic, Johan von Forstner, Benoit Lavraud. <br><b>Rules:</b> If results are produced with this catalog for peer-reviewed scientific publications, please contact christian.moestl@oeaw.ac.at for possible co-authorship.
DOI: 10.6084/m9.figshare.900978.v1
title: Comparative Performance and Risk of Value Investment Strategies

description: The value premium is a widely documented anomaly that has two primary but conflicting explanations; higher fundamental risk and irrational investor behavior. This study examines the premium by calculating the performance of various value investing strategies for the periods of 2001 to 2011 as well as 1991 to 2011. It is observed that value portfolios sorted on the price-to-earnings (P/E) and price-to-cash flow (P/CF) ratios produce statistically significant premiums, with a geometric average return premium of nearly 20 percent for value over growth. Further, contrary to prior research, for both periods examined the book-to-market (B/M) ratio does not successfully sort outperforming value stocks. Instead both B/M value and growth portfolios deliver high returns in excess of the market. Size also proves to be a significant determinant of return, where excess returns are implied for small capitalization firms. When the riskiness of value versus growth is examined, value does not prove to be riskier than growth by traditional risk measures. This, along with strong reversion of P/E and P/CF value stocks in the year post portfolio formation, suggests a behavioral interpretation for the premium where investor overreaction and limits to cognitive information processing add to deviations from underlying value.
DOI: 10.6084/m9.figshare.9918485.v1
title: Reconstruction of regional and national population using intermittent census-type data: The case of Portugal, 1527–1864

description: We offer a new methodology for the construction of annual population stocks over the very long run. Our method does not require the assumption of a closed economy, and can be used in situations in which local annual gross flows are obtainable. Combining gross flows with intermittent census-type data, it is possible to arrive at local, regional and national population stock estimates at annual frequencies. We provide an application to early modern and nineteenth century Portugal, using a large sample of parish-level statistics up to the first modern census of 1864. All six major regions of the country are considered.
DOI: 10.17632/nmnr6nbjr6
title: (Dataset) Evaluación de la accesibilidad en sistemas de teleconferencia

description: Evaluación manual de la accesibilidad en los sistemas de teleconferencia en tiempos de pandemia, permite conocer los parámetros para mejorar el acceso.
DOI: 10.6084/m9.figshare.16566057.v1
title: squidpy-visium.h5ad

description: H5AD file created by following the squidpy Visium fluorescence and H&E tutorials
DOI: 10.6084/m9.figshare.25187555.v1
title: RawData_Experiments_Schmitz_etal

description: This file contains all raw experimental data used in Schmitz et al. (2023) "Predicting bacterial interaction outcomes from monoculture growth and supernatant assays" available on bioRxiv.
DOI: 10.6084/m9.figshare.28756616.v1
title: Structural and Functional Analysis of SARS-CoV-2 ORF10 Protein Binding Pockets

description: This dataset provides a comprehensive computational analysis of the SARS-CoV-2 ORF10 protein, focusing on its two binding pockets, P_0 and P_1. The study leverages advanced computational tools to evaluate key physicochemical properties and structural characteristics, offering insights into their functional roles and therapeutic potential.The dataset includes detailed metrics on the binding pockets, such as volume, surface area, depth, druggability scores, hydrophobicity, and hydrogen bonding potential. Pocket P_0 is identified as the primary binding site, characterized by its larger size (volume: 164.67 Å³, surface area: 463.76 Å²), higher hydrophobicity (hydrophobicity ratio: 0.73), and superior druggability score (0.29). These attributes make P_0 particularly suitable for accommodating larger ligands and binding hydrophobic molecules, positioning it as a promising target for drug discovery. Additionally, P_0 is slightly deeper and more enclosed than P_1, which may enhance its ability to stabilize ligand binding.In contrast, pocket P_1 is smaller (volume: 122.82 Å³, surface area: 327.04 Å²) and exhibits a lower hydrophobicity ratio (0.5). While P_1 has a reduced capacity for hydrophobic interactions (19 vs. 44 in P_0), it compensates with a higher number of hydrogen bond acceptors (16 vs. 13 in P_0), suggesting its potential involvement in polar or mixed-type interactions. Although P_1 plays a secondary role compared to P_0, it may still serve as an auxiliary site for specific molecular interactions.The findings are supported by visualizations such as sequence coverage plots, IDDT plots, and contact maps, which provide additional context on the structural organization and residue-residue interactions within ORF10. Structural files in PDB format are also included, enabling further exploration and validation of the results. Together, these data contribute to a deeper understanding of ORF10's role in viral-host interactions and highlight its potential as a therapeutic target.For full details and access to the dataset, refer to the accompanying Figshare repository (https://doi.org/10.6084/m9.figshare.28738289 ). This work underscores the importance of P_0 as the dominant site for drug discovery efforts while acknowledging the complementary role of P_1 in molecular recognition and function.
DOI: 10.6084/m9.figshare.7554293.v1
title: ONT FASTQ files

description: ONT long reads of 6 <i>E. coli </i>ST131 samples
DOI: 10.6084/m9.figshare.7969415.v1
title: An overlooked invader? Ecological niche, invasion success and range dynamics of the Alexandrine parakeet in the invaded range

description: GIS file with native and invasive range occurrences of Psittacula eupatria<br>https://link.springer.com/article/10.1007/s10530-015-1032-y