cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/jkwj3nb38z
title: Data for: Towards a Better Understanding of Urban Air Quality Management Capabilities in Latin America

description: This research data presents the outline of the CECA Index analytical framework. It includes the specific scoring scales defined for every indicator to quantify the performance of the city at that particular AQM feature.
DOI: 10.6084/m9.figshare.25687484.v1
title: Additional file 1 of Environmental colour pattern variation in Mediterranean Podarcis

description: Supplementary Material 1
DOI: 10.6084/m9.figshare.11394768.v1
title: GRF_COP_AP_PRO_left

description: This file is structured as a matrix with N rows x M columns. Each row holds the data of one subject and trial. The first column identifies each subject "SUBJECT_ID", the second column each recording session "SESSION_ID", and the third column each single trial within a recording session "TRIAL_ID".
DOI: 10.6084/m9.figshare.1254163.v1
title: The PyNE Software Library, A Framework for ENSDF?

description: presentation at the 2014 nuclear data week conference
DOI: 10.6084/m9.figshare.27931572.v1
title: Direct Analysis of Biotransformations with Mass Spectrometry – DiBT-MS

description: "Direct Analysis of Biotransformations with Mass Spectrometry – DiBT-MS" Nature Protocols raw data.<br>Data files include all raw mass spectrometry data presented in the protocol manuscript and supporting information, subdivided by their relevant figure (Figures 2, 5, 6 and 7). Mass spectrometry imaged data can be visualised using HD Imaging software and raw spectral data (TIC, XIC) in MassLynx. All data was acquired on a Waters SYNAPT G2-Si using the respective conditions reported in the manuscript.
DOI: 10.6084/m9.figshare.9931370.v1
title: Rabbit abundance dataset

description: Data collected on the field in Tenerife (Canary Islands) about rabbit abundance and related environmental variables.<br><br>It corresponds to the article entitled "Forecasted increase in invasive rabbit spread into ecosystems of an oceanic island (Tenerife) under climate change"<br>Legend and abbreviations:urban_dist = distance to urban areas (km)human_dist = distance to anthropized areas (km) (including any human impact) roads_dist = distance to roads (km)ann_temp = Annual Mean Temperature * 10min_temp = Min Temperature of Warmest Month * 10max_temp = Max Temperature of Warmest Month * 10ann_prec = Annual Precipitation<br>Litologyhard = roughly rocky areas or solidified lava flowssoft = sedimentary areas or areas with large amounts of pyroclastic materials<br>
DOI: 10.17632/8p8y4n6rst
title: Differential cross sections for electron/positron scattering from polyatomic molecules

description: Abstract We describe a new computational code which allows for the calculation of elastic and rotationally inelastic differential cross sections (DCS) for electron/positron scattering from neutral polyatomic molecule with and without permanent dipole moments. The computation can deal both with linear and nonlinear systems. In the case of polar targets a procedure which corrects for the nonconvergence of the DCS in the Body-Fixed (BF) frame is described and implemented. The corresponding state-to-state... Title of program: POLYDCS Catalogue Id: ADJB_v1_0 Nature of problem Scattering of slow electrons and positrons from polyatomic molecules of arbitrary shape. Elastic angular distributions and rotationally inelastic differential cross sections. Versions of this program held in the CPC repository in Mendeley Data ADJB_v1_0; POLYDCS; 10.1016/S0010-4655(98)00091-5 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.17632/9ck3c2fz62
title: DECISION-MAKING APPROACHES AND EMPLOYEES’ PERFORMANCE: A STUDY OF SELECTED PRIVATE SECTOR ORGANIZATIONS IN CROSS RIVER STATE, NIGERIA.

description: Based on the analyses, hypothesis one revealed that there is a significant relationship between participative decision making and employees’ commitment. The finding conforms with the works of Kim (2002), who posits that workers’ participation had been proven as a management solution of increasing worker’s satisfaction. Participation is known as involvement, it is an opportunity for employees to achieve their goals, to seek ideas among the employees and to assign responsibilities to employees. This in turn increases the commitment of the employees as well as their motivation. Higgins (1982) supported the idea that participation is a mental and emotional reflection that will lead to the fulfilment of individual and organizational goals. Hypothesis two revealed that there is a significant relationship between strategic decision making and employees’ creativity. The finding conforms with the works of Stroebe (1994), Forsyth (1999), Diehl (1994) who posit that decision-making may be relatively in nature, or formally designated and charged with a specific goal. The nature and composition of strategic, their size, demographic make-up, structure, and purpose, all affect their functioning to some degree. Decision making ideally takes advantage of the diverse strengths and expertise of its members. T Hypothesis three revealed that there is a significant relationship between autocratic decision making and productivity of workers. The finding conforms with the works of Edward (2007), Noah (2008) who posited that autocratic decision making is a process wherein the leader would maintain his total control and his ownership over the decision he makes. In autocratic decision making, decisions are made at the top. And it may be counterproductive to involve a lot of people in making the call. Typically, in an environment where decisions are made, work activities and roles are very tightly structured; they are monitored and well controlled. Conclusively, decision making is shared at all levels of management as it is observed that decision making in organizations is focused on defining questions or issues rather than on finding solutions. Thus, all levels of the organization are involved in this process. Also, organizational performance lopsided reviews prevent companies from identifying areas of opportunity for improvement and insights regarding current employees’ capabilities and skills. Our findings emphasize that, for organizations to succeed in achieving their long-term goals, management of organizations should allow employees to participate in decision making to increase the commitment of the employees which will lead to the fulfilment of individual and organizational goals. Also, management should use strategic decision making, to gain effective planning, for the future outcome of the overall vision of the company while taking into consideration the prevailing exigency at that time before adopting any decision-making approach to improve employees’ performance.
DOI: 10.6084/m9.figshare.10048205.v1
title: Investigation of biochemical and physiological parameters of the newborn Saiga antelope (Saiga tatarica) in Gansu Province, China

description: This data set consists of two sections, Biochemical and Physiological Parameters. This data was collected from the Newborn Saiga antelope living in the Gansu Province of China. This data was restricted until the manuscript was accepted for publication due to the special and endangered animal used in the research studies. All researchers in the scope of this research are free to view the data and use it for research purposes. <br>
DOI: 10.6084/m9.figshare.26145745.v1
title: Concepts from CUB dataset

description: This dataset includes the concepts from CUB dataset to be used at Concept Memory Network in our proposed project.
DOI: 10.6084/m9.figshare.28696574.v1
title: Thermal Comfort Study in Austin, Texas (September-November 2022)

description: This study is from a 2022 survey of Austin, Texas residents (n=1,087) to measure the association of thermal comfort with moderate-to-vigorous physical activity (MVPA) and transit use. We determined that adults’ who reported higher thermal comfort in the heat were more likely to have higher physical activity levels and be transit users, the natural log of thermal comfort is positively associated with MVPA (β=0.05) and transit use (Odds Ratio=1.08). We also show how personal adaptation and psychological variation impact physical activity and transit use patterns on hot, humid days, with those more accepting of discomfort more likely to engage in these activities. These findings open new research avenues into public health initiatives that combat the negative effects of warming urban environments on physical activity and transit use
DOI: 10.17632/7jhddnpz2p
title: Breast cancer risk factors in Cuban women

description: Dataset of breast cancer risk factors from a group of Cuban patients
DOI: 10.6084/m9.figshare.14785116.v1
title: 2021_EM_Reconstructed_SPECT_Subset_20

description: COLLECTION TITLE:2021_MezzengaEmilio_Collection1<br>CATEGORY:Medical Physics<br>KEYWORDS:SPECT/CT; 3D-OSEM reconstruction; radiomics; lutetium; calibration phantom.<br>ARTICLE (when using these files, please, cite the following article):"E. Mezzenga et al. Reconstructed SPECT images of 177Lu homogeneous cylindrical phantom used for calibration and texture analysis. 2021"<br>FILE NAMES:All the files in this collection follow this nomenclature: 1. "Starting_data_not_reconstructed"”: the folder contains two subfolders were the SPECT and CT phantom acquisitions are separated.In particular, the CT folder is named “CT_data”, and the SPECT one is named “SPECT_data”. In the former folder, the CT sequence of the phantom is named as: “CTxxx.dcm”, with xxx=001, 002,…, 108.In the latter there are three DICOM files related to the SPECT acquisition.In particular, the triple window (TW) file (“TW.dcm”), the lower scatter window (LScW) file (“LScW.dcm”), and the higher scatter window (HScW) file (“HScW.dcm”).The TW file contains all three acquisition windows (i.e. photopeak, high and low scatter), while LScW and HScW contain the lower and higher scatter acquisition window, respectively.2. "Reconstructed_data":it contains two subfolders related to the reconstructed CT datasets (named: “Isotropic_CT”) and reconstructed SPECT acquisition (named: “Isotropic_NM”).Both reconstructions have the same voxel dimension. In the former folder, the CT reconstructed file are named as: “IsotropicCT001_CTyyy.dcm”, with yyy=001, 002,…, 182.The latter folder contains five subfolders, each one referring to the number of subsets used in the SPECT image reconstruction process, and named “zz_SUBSETS”, with zz=05, 10, 15, 20 and 30. Each subfolder contains the SPECT reconstructed images with the same number of subsets, but different number of iterations and are named as “IsotropicNMxxSyyI_DS.dcm”, with xx=05, 10, 15, 20 and 30, and yy=01, 02, 03, 04, 05, 06, 07, 10, 15, 20, 25, 30, 35, 40, 45, 50. <br>MAIN CONTACT:- Emilio Mezzenga, Medical Physics Unit, IRCCS Istituto Romagnolo per lo Studio dei Tumori “Dino Amadori”, Meldola, Italy.Email: emilio.mezzenga@irst.emr.it<br>COPYRIGHT:* Copyright (c) 2021,* IRCCS IRST Meldola, Italy,* All rights reserved.** This material is free; you can redistribute it and/or modify it under the terms of the CC BY 4.0.* This material is distributed WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
DOI: 10.6084/m9.figshare.12302534.v1
title: Table 7.XLSX

description: Genes with micro RNA binding sites affected by alternative splicing relative to the longest or most expressed isoform of a gene in Populus deltoides. Additionally the genes the overlap the two sets. <br>
DOI: 10.6084/m9.figshare.20326323.v2
title: Phenotypic records of Suhuai pigs and Huai pigs for the number of ribs and carcass length

description: Phenotypic records for the number of ribs and carcass length traits
DOI: 10.6084/m9.figshare.4759186.v2
title: DARPA SETA Support FY2010 / FY2015 Database

description: SETA Support DARPA FY2010/FY2015 Data Base contains information on contracts and performers of DARPA in 2010 and 2015 fiscal years. Contains information on 3793 contracts, including: Contract Number, Performer's Name, Performer's Type, Agent Name, Program Type (6.1, 6.2, 6.3, or unknown (X)), Program Name, DARPA Office, Program Manager, Fiscal Year, Obligated, SETA Marker, Ratio (SETA/Total), as well as Whole Program Costs and Whole Program SETA-support Costs. <br>Abbreviations: SETA - systems engineering and technical assistance; DARPA - Defense Advanced Research Projects Agency.
DOI: 10.17632/gz2tbhpr37
title: Human Abnormality Detection Based on Bengali Text

description: The dataset contained sentences with appropriate labels (normal/abnormal). Multiple specialists appropriately classified the sentences of the dataset. The dataset is generated in a CSV format. The CSV file contains two columns, "Abnormality" and "Sentence". Each Bengali sentence contains two target values, 1 (abnormal) or 0 (normal). The dataset comprises 14414 Bengali sentences, where 14312 sentences are normal, and 102 sentences are abnormal. For more details, please inspect the source paper of the dataset.
DOI: 10.17632/hpfbpd7dvg
title: Bangla Sign Language Dataset

description: Bangla Sign Language Digits and Characters. - Digits: 1000 images - Characters: 1800 images
DOI: 10.17632/k5y9jkx87y
title: Gait Dataset of 14 Syrian above-knee amputees and 20 healthy subjects

description: 1. File 01 Subjects information.xlsx: N sheet contains healthy participant’s gender, age in years, height in m, and weight in kg, while AMP sheet contains additional information about amputation and prosthesis: years since amputation, amputated side, cause of amputation, K- level(Medicare Functional Classification Levels (MFCL), and prosthetic component (prosthetic foot, knee socket and socket suspension). 2. File 02 spatio-temporal parameters.xlsx : Spatio-temporal parameters are in two sheets ( N for healthy subjects and AMP for above-knee participants). Each variable starts with acronym AVE means that value is the average of three gait cycle for the considered side (Left or right in normal subject or Prosthetic and intact in above knee amputee . The distance parameters include step width, step length, and stride length In meters, while temporal parameters (in seconds) include: gait cycle duration, stance phase duration, swing phase duration, double support duration, and speed. 3. File 03 lower limb joint angles in sagittal plane.xlsx: three lower limb joint angles are calculated: ankle dorsiflexion-Plantarflexion AFE, knee flexion-extension KFE, and hip flexion-extension HIPFE. All angles were measured in degree where positive values mean flexion angle. 4. File 04 ground reaction force components.xlsx contains three components of ground reaction force: the vertical, Anterior-Posterior AP, and Medial-lateral ML . They were measured using a force plate, smoothed using piecewise cubic interpolation, and display as a percent of subject's body weight. 5. File 05 lower limb joint moments in sagittal plane.xlsx : three external moments in sagittal plane are: ankle dorsiflexing-Plantar-flexing moment AFE , knee flexing- extending moment KFE, and hip flexing extending moment HIPFE that all were measured in N.m/body mass, and defined according to [1] where positive values are flexing moments. Figure 3 shows mean values of ground reaction force components and lower limb joints moments in the sagittal plane for healthy subjects surrounded by one standard deviation, in addition, mean values for both legs of above-knee amputees (intact and prosthetic).
DOI: 10.6084/m9.figshare.24191106.v1
title: <b>The effect of manual therapy on diaphragm function in adults with asthma</b><b>: Protocol for a randomized controlled trial</b>. SPIRIT_checklist.docx

description: SPIRIT is widely endorsed as an international standard for trial protocols. The recommendations are outlined in a 33-item checklist and figure. This data item concerns the 33-item list and figure of our study titled: <b><i>The effect of manual therapy on diaphragm function in adults with asthma: Protocol for a randomized controlled trial</i></b><b><i>.</i></b>
DOI: 10.6084/m9.figshare.3504350.v1
title: San Francisco, California - Aerial imagery object identification dataset for building and road detection, and building height estimation

description: This dataset is part of the larger data collection, “Aerial imagery object identification dataset for building and road detection, and building height estimation”, linked to in the references below and can be accessed here: https://dx.doi.org/10.6084/m9.figshare.c.3290519. For a full description of the data, please see the metadata: https://dx.doi.org/10.6084/m9.figshare.3504413. Imagery data from the United States Geological Survey (USGS); building and road shapefiles are from OpenStreetMaps (OSM) (these OSM data are made available under the Open Database License: http://opendatacommons.org/licenses/odbl/1.0/); and the Lidar data are from U.S. National Oceanic and Atmospheric Administration (NOAA), the Texas Natural Resources Information System (TNRIS).
DOI: 10.17632/938fjzx8rc
title: Data for: Reverse Engineering of ReFS

description: Expert Witness Format of ReFS v1.2 and ReFS v3.2
DOI: 10.17632/wrmym3yy9f
title: Students do worse as they study more in the flipped class: Evidence from a randomised teaching experiment

description: Data for teaching experiment about flipped classroom, with flipped, traditional and experiential teaching treatments.  For more detail on the experimental design and results, please refer to the associated paper.  For replicating code (Stata), please contact the authors.
DOI: 10.6084/m9.figshare.1170190.v2
title: Hair colour in relation to birthday month

description: This was a sample data collection exercise for ecology's (BIOL2050) first lab at York university. As a group of 4, we asked 21 people about their natural hair colour whilst observing the colour for confimation. We also asked about their birthday month and recorded as such. The data were published later as an excel file.
DOI: 10.6084/m9.figshare.19397156.v1
title: Dataset: Spatial Variability and Uncertainty of Soil Nitrogen across the Conterminous United States at Different Depths

description: Soil nitrogen (N) is an important driver of plant productivity and ecosystem functioning; consequently, it is critical to understand its spatial variability from local-to-global scales. Here we provide a quantitative assessment of the three-dimensional spatial distribution of soil N across the conterminous United States (CONUS) using a digital soil mapping (DSM) approach. We used a random forest-regression kriging algorithm to predict soil N concentrations and associated uncertainty across six soil depths (0-5, 5-15, 15-30, 30-60, 60-100, 100-200 cm) at 5 km spatial grids. Across CONUS, there is a strong spatial dependence of soil N, where soil N concentrations decrease but uncertainty increases with soil depth. Soil N was higher in Pacific Northwest, Northeast, and Great Lakes National Ecological Observatory Network (NEON) ecoclimatic domains. Model uncertainty was higher in Atlantic Neotropical, Southern Rockies/Colorado Plateau and Southeast NEON domains. We also compared our soil N predictions with satellite-derived gross primary production (GPP) and forest biomass from the National Biomass and Carbon Dataset. Finally, we used uncertainty information to propose optimized locations for designing future soil surveys and found that the Atlantic Neotropical, Pacific Northwest, Pacific Southwest, and Appalachian/Cumberland Plateau NEON domains may require larger survey efforts. We highlight the need to increase knowledge of biophysical factors regulating soil processes at deeper depths to better characterize the three-dimensional space of soils. Our results provide a national benchmark regarding the spatial variability and uncertainty of soil N and reveal areas in need of a better representation.<br>This dataset includes all covariates used for modeling soil Nitrogen, the training data, and the modeling output. The output represents raster files at 5km resolution of soil N at different depths and associated model uncertainty.<br>Main reference:Smith EM, Guevara M, Tarin T, Pouyat R, Vargas R. Spatial variability and uncertainty of soil nitrogen across the conterminous United States (in review). Ecosphere.
DOI: 10.6084/m9.figshare.24950637.v1
title: Baculoviral Protein and DNA Co-delivery System for Mammalian Genome Engineering - raw Sanger sequencing and flow-cytometry data

description: Raw Sanger sequencing (.ab1) and flow-cytometry (.FCS) data produced in the study Baculoviral Protein and DNA Co-delivery System for Mammalian Genome Engineering
DOI: 10.6084/m9.figshare.5124439.v1
title: Supplementary Material for: Neuroimaging and Biochemical Markers in the Three Variants of Primary Progressive Aphasia

description: <b><i>Background/Aim:</i></b> To investigate in variants of primary progressive aphasia (PPA) the association between current clinical and neuroimaging criteria and biochemical/genetic markers at the individual level. <b><i>Methods:</i></b> Thirty-two PPA patients were classified as non-fluent/agrammatic (nfvPPA), semantic (svPPA), or logopenic variant (lvPPA) or as unclassifiable (uPPA). In all patients, we evaluated the neuroimaging criteria (magnetic resonance imaging and/or single photon emission computed tomography/positron emission tomography) of each variant and studied serum progranulin levels, <i>APOE</i> genotype and Alzheimer’s disease (AD)-cerebrospinal fluid (CSF) biomarkers. Cases with a first-degree family history of early-onset dementia were genetically tested. <b><i>Results:</i></b> Ten of 15 (66%) nfvPPA, 5/5 (100%) svPPA and 7/7 (100%) lvPPA patients showed at least one positive neuroimaging-supported diagnostic criterion. All lvPPA and 3/5 (60%) uPPA patients presented AD-CSF biomarkers, which were absent in nfvPPA and svPPA cases. Four (27%) nfvPPA patients had dementia-causing mutations: 2 carried a <i>GRN</i> mutation and 2 the <i>C9ORF72</i> hexanucleotide expansion. <b><i>Conclusions:</i></b> There was an excellent association between clinical criteria and neuroimaging-supported biomarkers in svPPA and lvPPA, as well as with AD-CSF biochemical markers in the lvPPA. Neuroimaging, biochemical and genetic findings in nfvPPA were heterogeneous. Incorporating biochemical/genetic markers into the PPA clinical diagnosis would allow clinicians to improve their predictions of PPA neuropathology, especially in nfvPPA and uPPA cases.
DOI: 10.60893/figshare.jcp.27662373.v1
title: Supplement Number 1

description: Validation of the functional for the DFT calculations, low-energy structures of (B12)2 and (B36)2 calculated at the DFT-M062X/6-311+G* level, and Cartesian coordinates and energies of the (B12)n and (B36)n clusters.
DOI: 10.6084/m9.figshare.18771410.v1
title: DENV-TLDNN (Dengue Virus Infection Detection using Deep Transfer Learning and Raman Spectroscopy Data)

description: Dengue virus detection using Raman Spectrascopy images and Deep Transfer Learning. It contains dataset, matlab code and readme file for further use.
DOI: 10.6084/m9.figshare.22593448.v1
title: LRRK2 MD simulation models

description: PDB Models Extracted from GaMD Simulations rckw.WT : LRRK2 RCKW (1330-2527) rckw.R1398H: LRRK2 RCKW (1330-2527) R1398H lrrk2.WT: LRRK2 (558-855; 982-2527) lrrk2.R1398H.: LRRK2 (558-855; 982-2527) R1398H
DOI: 10.6084/m9.figshare.28120541.v3
title: China's National Level Expressions of Public Views Indices on Climate Risk and Government Responses

description: A dataset on China's climate risk public opinion and government response indices, 2011-2023.