cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/3jbc338f58
title: Data on the in-vitro digestibility of acid gels prepared from brewers spent grain protein isolates

description: Brewers’ Spent Grain (BSG) is the primary waste of the beer brewing process, which comprises a plethora of nutritionally appealing ingredients such as proteins, dietary fibres, essential lipids and micronutrients. In our previous study [1], the acid-induced gelation capacity of BSG protein isolate as influenced by the thermal pre-treatment severity was systematically investigated. In the present work, we aimed at providing a dataset outlining the gastrointestinal fate of the acid gels under simulating pre-absorptive digestion conditions adopting the INFOGEST static in-vitro digestion protocol. Protein hydrogel digestibility was assessed by quantification of the total soluble nitrogen content in the obtained gastric and small intestine chymes. Proteolysis occurring in the gastric and intestinal phases was investigated by SDS-PAGE and the molecular weight distribution was determined by image analysis. The dataset can be deployed to assist food scientists in the design and development of alternative protein-based food and food supplement products adopting the “waste-to-fork” concept.
DOI: 10.6084/m9.figshare.14899845.v2
title: GEO Mountains Inventory of In Situ Observational Infrastructure v2.0

description: Compilation of information on in situ observatories and other long term monitoring infrastructure in the world's mountains that can be viewed as an interactive web map, with the corresponding dataset also available for download.
DOI: 10.17632/32psv94swz
title: World Input-Output Database, Release 2013

description: World Input-Output Tables, Release 2013. The table provides world Input-output tables (WIOT) in current prices, denoted in millions of dollars for the period from 1995 to 2011.
DOI: 10.17632/dp92cvj2t8
title: MULTEM 2: A new version of the program for transmission and band-structure calculations of photonic crystals

description: Abstract We present a new version of a program for the calculation of the frequency band structure of an infinite photonic crystal, and of the transmission, reflection and absorption coefficients of light by a slab of this crystal. The crystal consists of a stack of identical slices parallel to a given surface; a slice may consist of a number of different components, each of which can be either a homogeneous plate or a multilayer of non-overlapping spherical particles of given periodicity parallel to ... Title of program: MULTEM, version 2 Catalogue Id: ADIM_v2_0 [ADMQ] Nature of problem Calculation of the complex band structure associated with a given surface of a photonic crystal, and of the transmission, reflection and absorption coefficients of light by a slab of the crystal parallel to the given surface. We note that the ordinary frequency band structure of the infinite crystal is contained within the complex band structure of any surface of the crystal. Versions of this program held in the CPC repository in Mendeley Data ADIM_v1_0; MULTEM; 10.1016/S0010-4655(98)00060-5 ADIM_v2_0; MULTEM, version 2; 10.1016/S0010-4655(00)00131-4 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.17632/nmkzfcdh75
title: High pressure dissociation of CaTiO3 perovskite into CaO and CaTi2O5

description: In this study, we investigated phase transformations of CaTiO3 perovskite using x-ray diffraction at high pressure and high temperature up to 170 GPa and 4500 K in a laser-heated diamond-anvil cell. We report that instead of the expected transformation of the orthorhombic distorted perovskite structure into a post-perovskite phase, we observe a high pressure dissociation of CaTiO3 into CaO-B2 and CaTi2O5 with a monoclinic P2/m structure. We propose that this transition may be favored by the B1 to B2 phase change of CaO at around 60 GPa. Additionally, we measured the melting temperature of CaTiO3 perovskite using CO2 laser heated diamond anvil cell up to 55 GPa yielding a fit of the melting curve to a Kraut-Kennedy equation of : Tm (K)=2188*[1+4.23*(ΔV/V_0)]. Finally, we determined the P-V-T equation of state of the orthorhombic perovskite CaTiO3 fitted by using a third order Birch-Murnaghan equation of state and a Berman thermal expansion model. The fit of the data yields to K0 = 180.6(4) GPa, K’0 = 4 (fixed), ∂K/∂T = -0.022(1) GPa K-1, α1 = 3.25(5) x 10-5 K-1, α2 = 1.3(1) x 10-8 K-2
DOI: 10.17632/y9zc7zybrm
title: MechElastic: A Python library for analysis of mechanical and elastic properties of bulk and 2D materials

description: The MechElastic Python package evaluates the mechanical and elastic properties of bulk and 2D materials using the elastic coefficient matrix (C_ij) obtained from any ab-initio density-functional theory (DFT) code. The current version of this package reads the output of VASP, ABINIT, and Quantum Espresso codes (but it can be easily generalized to any other DFT code) and performs the appropriate post-processing of elastic constants as per the requirement of the user. This program can also detect the input structure's crystal symmetry and test the mechanical stability of all crystal classes using the Born-Huang criteria. Various useful material-specific properties such as elastic moduli, longitudinal and transverse elastic wave velocities, Debye temperature, elastic anisotropy, 2D layer modulus, hardness, Pugh's ratio, Cauchy's pressure, Kleinman's parameter, and Lame's coefficients, can be estimated using this program. Another existing feature of this program is to employ the ELATE package (2016) [29] and plot the spatial variation of several elastic properties such as Poisson's ratio, linear compressibility, shear modulus, and Young's modulus in three dimensions. Further, the MechElastic package can plot the equation of state (EOS) curves for energy and pressure for a variety of EOS models such as Murnaghan, Birch, Birch-Murnaghan, and Vinet, by reading the inputted energy/pressure versus volume data obtained via numerical calculations or experiments. This package is particularly useful for the high-throughput analysis of elastic and mechanical properties of materials.
DOI: 10.17632/4v859ds9xg
title: Meat quality and Processed Cassava peel meal

description: Meat quality and carcass trait of broiler chickens fed cassava peel meal based diets and supplemented with additional methionine and lysine concentration at varying levels.
DOI: 10.17632/tt35pz49xy
title: Effectiveness Of Martian Regolith As A Radiation Shield Dataset 

description: The file Full_Calculation_Data.xlsx contains the data in the research paper that was taken in a  raw state from the output of the SPENVIS tool prior to reaching the Martian surface and then analysed using the Bethe-Bloch formula to calculate the percentage of radiation that is absorbed during its passage through Martian regolith. This data is for the same locations, epochs and sources as for the simulation data and is the initial data taken from the MEREM model used in the simulation result prior to its passage below the surface. 
The file Full_Simulation_Data.xlsx contains data taken from the SPENVIS MEREM tool of the radiation level of the elevation profile below the surface. This data was taken at solar maximum and minimum to allow for best and worst case scenarios. And was taken at prospective crewed martian mission landing sites.
DOI: 10.17632/2ym7v78wtd
title: Retail sales dataset of a pharmacy in Indonesia

description: The dataset can be used for sales forecasting. The dataset is derived from actual data taken directly from the pharmacy database. The dataset consists of three tables of extraction results and one table of integration and filtering results. The three tables are named ms_products, ms_sales, and det_sales tables. The others are called transaction tables. The three extracted tables are pre-processed from incomplete data, noise (error) data, inconsistent data, and record duplication. In addition, the transaction table is the result of integration and filtering of the ms_sales and det_sales tables which have interrelated variables.
DOI: 10.17632/b4jz7mb4nv
title: Application of Hansen Solubility Parameters and FFE Software in Predicting Drug Permeation and for the Selection of Best Pharmaceutical Excipients for Delivery of Specific Active Molecules Through the Skin
DOI: 10.6084/m9.figshare.25838281.v1
title: From host individual traits to community structure and composition: <i>Bartonella </i>infection insights

description: The aim of this study is three-fold. First, data on <i>Bartonella </i>infection across rodent communities were employed to investigate which host traits at the individual level are mostly associated with odds of <i>Bartonella </i>infection and how community diversity affects the infection odds in Atlantic Rainforest areas. Second, we also aimed to assess whether <i>Bartonella </i>infection probability would be affected by host functional and phylogenetic similarities considering mammal species belonging to different taxonomic orders occurring in Brazil. Finally, we aimed to examine whether host trait patterns affect host centralities in <i>Bartonella </i>lineage sharing recorded in Brazil.
DOI: 10.6084/m9.figshare.24433744.v1
title: Supplementary Material for: Automatic assessment of connected speech and its relation to memory in Alzheimer's Disease in low education

description: Introduction: Discourse is one of the main linguistic aspects affected by Alzheimer’s Disease (AD) and its relationship with memory needs to be further studied, mainly in low education and low socioeconomic status (SES) groups. The present study aimed at investigating differences in the recall of short narratives between participants with mild AD (AD) and a control group of typical older adults (CG) with the use of automatic assessment. Methods: 17 older adults diagnosed with AD (mean age 76.41, mean education 5,82) and 34 typical older adults (mean age 74.26, mean education 7.09) were asked to listen to and then retell a short story. Syntactic, lexical, and semantic features were assessed via the NILC-Metrix software, and the features were correlated with episodic, working, and semantic memory assessment. Results: Differences were found in 7 of the 34 features assessed. Syntactically, the group diagnosed with AD produced narratives with fewer sentences, fewer words per sentence, and lower Yngve depth scores. Lexically, the AD group produced narratives with fewer words and prepositions per sentence. Semantically, the narratives produced by the AD group featured words with a lower mean age of acquisition, and lower Brunét’s index scores. For the CG group, episodic memory performance correlated with the ratio of conjunctions. No other significant correlation was found for semantic and working memory in the CG. No correlation was found between memory performance and linguistic features for the AD group. Discussion: The automatic assessment of linguistic features showed impaired narrative recall in participants diagnosed with AD relative to healthy controls at the syntactic, lexical, and semantic levels of discourse. These findings corroborate previous literature showing a decline in discourse production performance resulting from cognitive impairment in AD. Conclusion: The assessment of linguistic performance through a narrative recall task provides valuable insights into cognitive decline related to Alzheimer’s disease.
DOI: 10.17632/6nv7gt2636
title: Data for: Identification of plant leaf diseases based on deep transfer learning

description: Experimental data & computer program.
DOI: 10.6084/m9.figshare.23506536.v3
title: Mammal responses to global changes in human activity vary by trophic group and landscape [Data files]

description:  Data files to reproduce the analysis and figures in  <strong>Mammal responses to global changes in human activity vary by trophic group and landscape. </strong>Where:
<br>
<em>"rai_with_covariates.csv"</em> - contains the animal activity effect sizes for all of the project-species included in the analyses, and their corresponding covariates
<em>"noct_with_covariates.csv"</em> - contrains the animal nocturnality effect sizes for all of the project-species included in the analyses, and their corresponding covariates
"<em>example1_summary.csv</em>" - contains the human use data for Figure1B of the main text
"<em>example2_summary.csv</em>" - contains the human use data for Figure1C of the main text
"<em>trait_appendix.csv</em>" - contains the trait data for all of the species included in the analyses
<em>"project_covariates.csv"</em> - contains the project-level covariates for each of the studies included in the analysis
<em>"camera_stations_covariates.csv"</em> - contains the camera station-level covariates for all of the camera traps included in the analysis
DOI: 10.17632/cs9py4zssf
title: The Impact of Financing Constraints on Capacity Utilization: Evidence from Patent Pledge Policy in China

description: This paper investigates the impact of financing constraints on capacity utilization based on the Patent Pledge Policy experiment implemented in China by employing a difference in difference model.
DOI: 10.17632/zrpnn7m822
title: Data for: Chemical State Effects on the Auger Transitions in Cr, Fe and Cu Compounds

description: AES raw data for Cr, Fe and Cu compounds FAC simulated AI and EII data
DOI: 10.6084/m9.figshare.25274224.v1
title: Diatom and dinoflagellate community biomass, with spatial and temporal averaging.

description: A derived product of the North Atlantic Continuous Plankton Recorder (CPR) survey of diatoms and dinoflagellates from 1960 to present. Source data available atJohns, D. 2019. Continuous Plankton Recorder Survey (CPR Survey), v 1.2.doi:10.17031/1629Data have been averaged and aggregated.Temperature data derived from the Hadley Centre sea surface temperature data product (HadISST, https://www.metoffice.gov.uk/ hadobs/hadisst/) at 1° x 1° and monthly resolution (Rayner et al. 2003).Rayner, N. A., D. E. Parker, E. B. Horton, C. K. Folland, L. V. Alexander, D. P. Rowell, E. C. Kent, and A. Kaplan. 2003. Global analyses of sea surface temperature, sea ice, and night marine air temperature since the late nineteenth century. J. Geophys. Res. Atmospheres <b>108</b>. doi:10.1029/2002JD002670For more detail on methods see Mutshinda et al (2025) in review or on bioRxiv 10.1101/2024.07.02.601152
DOI: 10.17632/5mvrx4v62z
title: Student Insomnia and Educational Outcomes Dataset

description: This dataset consists of 985 rows (responses) and 16 columns (features), focusing on the relationship between insomnia and its impact on educational outcomes. It includes self-reported data on sleep patterns, quality, fatigue, stress levels, academic performance, and lifestyle habits. The survey was conducted using Google Forms, ensuring broad accessibility and ease of participation.

Data Collection: The data was collected through an online survey administered via Google Forms in Oct-Nov 2024. Respondents were asked to provide insights into their sleep behaviors and the effects on their academic and daily activities.

Key Features:
1. Demographics: Year of study and gender.
2. Sleep Patterns: Frequency of difficulty falling asleep, hours of sleep, night awakenings, and overall sleep quality.
3. Cognitive and Academic Effects: Impact on concentration, fatigue, class attendance, assignment completion, and overall academic performance.
4. Lifestyle Factors: Electronic device usage before sleep, caffeine consumption, and physical activity frequency.
5. Stress Levels: Self-reported stress related to academic workload.

This dataset can be used for:
1. Machine learning analysis to model and predict academic performance based on sleep and lifestyle factors.
2. Statistical studies investigating the connection between sleep disturbances and educational outcomes.
3. Developing behavioral and educational interventions to improve student well-being and performance.

Format: The dataset consists of 16 columns in categorical or ordinal formats. It contains 785 rows with no missing data, making it ready for analytics and machine learning applications.
DOI: 10.17632/b9ftc3fbxz
title: Il principio del contraddittorio nel procedimento tributario: brevi riflessioni sull’evoluzione della giurisprudenza delle Sezioni Unite della Corte di Cassazione

description: This work aims to analyse the question whether or not taxpayers have the right to
a prior hearing during the procedure of tax proceeding and the consequences of its
violation. The author makes a doctrinal and jurisprudential analysis of the above
mentioned right, from the rising of this matter until the most recent judgments of the
Supreme Court. Because of the contrast of case-law, recently the Supreme Court
ruled that there isn’t the right of the defence as a general principle in the national law,
unlike Community law. So in the procedure of tax proceeding involving nonharmonised
taxation, Italian Tax Authorities are not obliged to respect the taxpayer’s
right to be heard and such behaviour doesn’t cause of voidness.
DOI: 10.17632/sb2rzxs9bw
title: DIRIGE - a program for calculating eigenvalues and initial values of log derivative eigenfunctions for a diatomic molecule

description: Title of program: DIRIGE Catalogue Id: AATT_v1_0 Nature of problem The program presents a new treatment of the vibration-rotation eigenvalue problem for a diatomic molecule. Versions of this program held in the CPC repository in Mendeley Data AATT_v1_0; DIRIGE; 10.1016/0010-4655(87)90098-1 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.17632/v36mshw5dr
title: Dataset for the thermodynamic simulation of elemental tellurium and tellurium dioxide in alkaline cyanide solutions

description: Below are the data employed to simulate the equilibrium diagrams presented in the article entitled “Dissolution behaviour of elemental tellurium and tellurium dioxide in alkaline cyanide solutions”. Most of the reactions are available in the Hydra database of MEDUSA© software along with their logarithms to the base 10 of the equilibrium constants (i.e., log K). However, it was complemented with the log K of some important reactions (e.g., which describes the formation of H2TeO3). Log K values were calculated form the ΔG°f reported in the scientific literature. The databases reported can be used to compare the equilibrium constant values, replicate the diagrams presented in the cited article, and simulate other aqueous systems (e.g., those employing alternative lixiviant agents as thiosulfate, thiourea, etc.).
DOI: 10.6084/m9.figshare.26075473.v4
title: <b>Analyzing the mechanical heterogeneity of the Chang’e-5 lunar breccia clast: Implications for the elastic modulus of lunar rock</b>

description: The raw nanoindentation loading and unloading curves of 02-001 and 02-002 areas and the derived physical quantities in this study can be accessed in this repository. The cited data from Peña‐Asensio et al. (2024a), Moyano-Cambero et al. (2017), Tanbakouei et al. (2019), and the computational codes of the BUS method with the subset simulation algorithm to extract Gaussian components can also be accessible in this repository.
DOI: 10.17632/9msfwd5xvs
title: 2022 Annual Report of DataDerm – Mendeley Hyperlink

description: This document contains the Mendeley Hyperlink for the following manuscript: Marta VanBeek, MD, Robert A. Swerlick, MD, Toni Kaye, BS, MPH, Arik Aninos, BS, MSc, Alyssa Burns, MHA, Stephanie Bruno, MPH, Matthew Fitzgerald, MPH, DrPH, Caryn D. Etkin, PhD, Jeffrey Phillip Jacobs, MD.  2022 Annual Report of DataDerm™: The Database of The American Academy of Dermatology (AAD).
DOI: 10.17632/dpzsvytznp
title: Data for: Literature review of liver injury induced by Tinospora crispa associated with two cases of acute fulminant hepatitis

description: Supplementary Fig. 1 From 28 July 2018 to 29 July 2018, we searched the keyword “Guduchi” (a), “Tinospora cordifolia” (b), “Tinospora crispa” (c) on Google search engine. We did not use Private Results and Safe Browsing to reduce searching bias. Supplementary materials
DOI: 10.6084/m9.figshare.26206580.v2
title: <b>A method to measure molecular hybridization</b>

description: Hybridization of molecular beacons
DOI: 10.6084/m9.figshare.27134907.v2
title: Spectral Reflectance, Needle Functional Traits, and SNP markers acquired in Scots pine seed orchards

description: The data include hyperspectral data from both needle-level (via spectroradiometer - ASD FieldSpec 4) and canopy-level (via UAVs), and needle functional traits (NFTs). We also include raw SNP data utilized for the realized relationship matrix that was used to estimate broad-sense heritability. Data was acquired in replicated clonal seed orchards.
DOI: 10.17632/c3mhk3vvh2
title: Visual tracking brain-computer interface

description: This dataset encompasses processed data derived from the training and testing stages involving 17 participants in the visual tracking task. It also includes information on cursor movement and target positions retained by the online system. Specific instructions for utilization will be provided as part of ongoing supplementation efforts.
DOI: 10.17632/dk49rfrz9y
title: Parallel finite-element codes for the simulation of two-dimensional and three-dimensional solid–liquid phase-change systems with natural convection

description: We present and distribute a FreeFem++ Toolbox for the parallel computing of two- or three-dimensional liquid–solid phase-change systems involving natural convection. FreeFem++ (www.freefem.org) is a free finite-element software available for all existing operating systems. We use the recent library ffddm that makes available in FreeFem++ state-of-the-art scalable Schwarz domain decomposition methods (DDM). The single domain approach used in our previous contribution (Rakotondrandisa et al., 2020) is adapted for the use of the DDM method. As a result, the computational time is considerably reduced for 2D configurations and furthermore 3D problems become affordable. The numerical method is based on an enthalpy-porosity model. The same set of equations is solved in both liquid and solid phases: the incompressible Navier–Stokes equations with Boussinesq approximation for thermal effects. A Carman-Kozeny-type penalty term is added to the momentum equations to bring progressively the velocity to zero into the solid. Model equations are discretized using Galerkin triangular or tetrahedral finite elements. The coupled system of equations is integrated in time using a second-order Gear implicit scheme. The resulting discrete equations are solved using a Newton algorithm. The DDM approach is based on an overlapping Schwarz method. The mesh is first split in subdomains using Scotch or Metis libraries. The final linear system is then solved in parallel using a GMRES Krylov method, with a Restricted Additive Schwarz (RAS) preconditioner. The mesh is adapted during the computation using metrics control. The 3D-mesh adaptivity uses the mmg (www.mmgtools.org) open source library. Parallel 2D and 3D computations of benchmark cases of increasing difficulty are presented: natural convection of air, natural convection of water, melting or solidification of a phase-change material, and, finally, a water freezing case. For each case, careful validations are provided and the performance of the code is assessed. The robustness of the Toolbox in 3D is also demonstrated by adapting the number of processors to the number of tetrahedra, which can considerably vary after the mesh adaptation.
DOI: 10.17632/nxz2ypr8pm
title: Data for Optimum Estimation of Sea-Air CO₂ Fluxes considering Diurnal Variations: A Case Study in the Southern Yellow Sea

description: This dataset consists of CO₂ source–sink observations conducted in the Xiaomai Island region of the southern Yellow Sea from March to September 2012, and was generated in support of Paper "Optimum Estimation of Sea-Air CO₂ Fluxes considering Diurnal Variations: A Case Study in the Southern Yellow Sea".