cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.24138852.v2
title: Collected observations of CH<sub>4</sub> fluxes by Zhenhai Liu

description: Observations of CH4 fluxes from 27 sites across the wetland and grassland on the QTP.
DOI: 10.17632/cb34wwptj7
title: Pareto fronts of the Flexible Job Shop Scheduling Problem from Fattahi's benchmark

description: Pareto fronts (PF) found by a parallel Branch and bound. The data was obtained by a parallel branch-and-bound with shared memory architecture. A total of 24 threads were used with a time limit of 120 hours. The Pareto fronts are from Fattahi's benchmark. The objectives are the makespan, max workload, and total workload. The optimal Pareto fronts found are from SFJS1 to SFJS10 and MSFJ1 to MFJS2. From MFJS3 to MFJS10 are the Pareto fronts found by a Branch-and-Bound algorithm. The data contains a Readme file with a long description.
DOI: 10.6084/m9.figshare.21667808.v1
title: Supporting Information for Ring strain release and pseudo anti-aromaticities control photochemical reactivities in photoclick reactions of solvated cyclopropenones

description: All optimized structures (with both DFT and CASSCF) along with the geometries from the NAMD simulations for the gas-phase and solvated dynamics.
DOI: 10.6084/m9.figshare.3376093.v1
title: Sample SAS code for the Monte Carlo Study

description: These SAS files are sample code used for the Monte Carlo studies in a manuscript on statistical properties of four effect size measures for the mediated effect.Citation:Miočević, M., O’Rourke, H. P., MacKinnon, D. P., & Brown, H. C. (2016). <i>The bias and efficiency of five effect size measures for mediation models</i>. Under review at Behavior Research Methods.
DOI: 10.17632/c8ymnrg9d8
title: A 0.002% perturbation to the flat FRLW metric is sufficient to model the observed universe granularity

description: We introduce a small perturbation term into the flat pressure-free FRLW cartesian metric. The derivation of the Einstein fields equations shows that this modified metric describes an inhomogeneous universe. Interestingly, the derived expanding rate equation is that of the flat isotropic pressure-free homogeneous FLRW model. A perturbation term modelling any galaxy distribution is provided and analysed. A maximal relative deviation of the modified metric from the original one smaller than 0.002% is sufficient to model galaxy bulge and inter-galaxy medium densities. This results from the fact that the Hubble constant is about 5 orders of magnitude smaller than the speed of light divided by typical galaxy diameter. This approached metric has the benefit to allow a direct physical interpretation of the coordinates. It also supports the validity of the Ia type supernovae distances assessments.
DOI: 10.17632/pdmy7czpz4
title: Supplementary_Information_file_JDS.2022-22292

description: Supplementary Information file of the manuscript entitled "Exploiting machine learning methods with monthly routine milk recording data and climatic information to predict subclinical mastitis in the Italian Mediterranean Buffaloes"
DOI: 10.6084/m9.figshare.24101223.v1
title: A scientific review of Wild Edible Plants from the Levant

description: A 414 taxa dataset of Wild Edible Plants from the Levant (Jordan, Israel, Palestine and Lebanon) with referenced uses, countries where used, medicinal information and plant origins.
DOI: 10.17632/43tv37kt39
title: Data for: Experimental data, thermodynamic and neural network modeling of CO2 absorption capacity for 2-amino-2-methyl-1-propanol (AMP) + Methanol (MeOH) + H2O system

description: Experimental and calculated CO2 loadings in aqueous AMP + MeOH solution at different temperature and partial pressures
DOI: 10.6084/m9.figshare.14794377.v1
title: The AI and Manufacturing Startups

description: The database with AI and manufacturing startups, in which German funds (located in Munich or Berlin) invested from the 1st of January 2004 till the 21st of May 2020
DOI: 10.17632/dp8cywvp8y
title: Dataset on the academic performance of students in 12 programs from a private university

description: Data were collected from students database of a private school in the south-west geopolitical zone in Nigeria. The data involves students from 12 programs in an institution.
DOI: 10.17632/tg5wngtdzz
title: Central South Pacific bottom water response to thermohaline circulation crisis during the Middle Pleistocene Transition

description: Raw data of benthic foraminiferal assemblages (%), Iceberg rafted debris (IRD; #/g), Coarse fraction (&gt;63 µm; %) and 5 major biofacies from SIte U1540 during the middle Pleistocene transition period.
DOI: 10.6084/m9.figshare.19692391.v1
title: SAIL - Atmospheric electric field data

description: Quality-controlled observations of the atmospheric electric field measured on board the sail ship NRP Sagres during the 2020 SAIL campaign. Data are from two similar instruments, located at different heights of the ship's mast, 20m (primary sensor, E1) and 5m (secondary sensor, E2), after application of height and bias corrections, respectively. Missing values are denoted by NA.Datafiles structure:column 1: date/time (yyyy-mm-dd HH:MM:SS);column 2: potential gradient 1-minute average (V/m);column 3: potential gradient 1-minute standard deviation (V/m);column 4: longitude (degrees E);column 5: latitude (degrees N);column 6: flag signaling fully ocean day (=1) and fully or partially land day (=0).<br>
DOI: 10.6084/m9.figshare.27157762.v1
title: Additional file 4 of Multi-omics analysis reveals the key factors involved in the severity of the Alzheimer’s disease

description: Supplementary Material 4.
DOI: 10.6084/m9.figshare.28295732.v2
title: Rodriguez-Aramendía Marta Anchoring fMRI

description: Data and code
DOI: 10.17632/dsnwrr5nc7
title: Raw data - Integrated imaging of adrenal oncocytoma: a case of diagnostic challenge

description: Research data
DOI: 10.17632/vj6cmc4h3m
title: Datasets on material properties and energy yields of lab-designed organic fraction of municipal solid waste (OFMSW) components

description: Dataset (File A-E):
- Recipes for lab-designed OFMSW components such as "Food Waste", "Green Waste" or "Paper Waste" (File A)
- Material properties such as concentrations of dry matter, organic dry matter and elements (C, H, N) of all OFMSW components (File B)
- Data on gross calorific value and ash melting behavior of all OFMSW components (File C)
- Data on specific methane yields (anaerobic digestion) of all OFMSW components (File D)
- Data on storage experiments with food waste (File E) as supplementary material for research article "Improving the energetic utilization of household food waste: Impact of temperature and atmosphere during storage" (https://doi.org/10.1016/j.wasman.2022.04.012)
DOI: 10.6084/m9.figshare.14533617.v1
title: Supplementary Material for: The Efficacy of Posttreatment with Synthetic C-Reactive Protein in Murine Bacterial Peritonitis via Activation of FcγRI-Expressing Kupffer Cells

description: Pretreatment with synthetic C-reactive protein (CRP), a functional CRP peptide, has the potential to augment macrophage phagocytosis by bacterial challenge. However, the posttreatment is clinically ideal. We investigated the efficacy of posttreatment with synthetic CRP on murine cecal ligation and puncture (CLP), focusing on liver macrophages. Mice received CLP, and 1 h later, synthetic CRP or saline was intraperitoneally administered. Posttreatment with synthetic CRP increased the murine survival after CLP. It reduced viable bacterial counts in the liver 24 h after CLP with an increase in the number of Kupffer cells but not monocyte-derived liver macrophages. Posttreatment with synthetic CRP increased the phagolytic activity of Kupffer cells against <i>Escherichia coli</i> (<i>E. coli</i>) as well as capsulated <i>Klebsiella pneumoniae</i> at 3 h after CLP. Synthetic CRP therapy augmented TNF production by <i>E. coli</i>-phagocytosing Kupffer cells, resulting in an increase in tissue TNF levels in the liver at 24 h. Kupffer cells substantially expressed FcγRI, which is a ligand of CRP, and their FcγRI expression was further increased after CLP. In contrast, synthetic CRP therapy affected neither the phagocytic function of monocyte-derived liver macrophages (showing a weak FcγRI expression) nor their TNF production. Depletion of Kupffer cells in mice inhibited these beneficial effects of synthetic CRP in CLP mice. <b><i>Conclusion:</i></b> Posttreatment with synthetic CRP effectively improves murine bacterial peritonitis via the activation of phagocytosis of FcγRI-expressing Kupffer cells.
DOI: 10.6084/m9.figshare.28256117.v2
title: R script and data from: Evasive maneuvers of mosquitoes reveal variability in escape success and echolocation plasticity of <i>Myotis riparius</i> (Vespertilionidae)

description: R script anda data to replicate the analyses performed in the manuscript: Evasive maneuvers of mosquitoes reveal variability in escape success and echolocation plasticity of <i>Myotis riparius</i> (Vespertilionidae)
DOI: 10.6084/m9.figshare.28852559.v1
title: Desertification-modified remote sensing ecological index (MRSEI) for improved ecological quality assessment in the Qilian Mountains

description: Intensified climate change poses significant challenges to accurate ecological quality assessment. While the remote sensing ecological index (RSEI) is widely used, its universal indicators often overlook specific habitat features, potentially leading to biased evaluations. This study addresses this limitation by developing a desertification-modified RSEI (MRSEI), incorporating the desertification difference index, to assess ecological quality in the desertification-sensitive Qilian Mountains from 2000 to 2020.This study provides a refined and ecologically robust approach for assessing ecological quality in high-altitude mountain ecosystems vulnerable to desertification, offering valuable insights for sustainable ecosystem management and climate change adaptation strategies.
DOI: 10.6084/m9.figshare.28925822.v1
title: <b>Glitched Realities</b>: Biases in AI image generation

description: The problem of biases in AI image generation roots from wide dependency on AI tools such as DALL-E, midjouney, Adobe Firefly and Stable diffusion to generate image based content. These tools use generative artificial intelligence to create images based on text prompts. The image generators are trained on massive, often uncurated datasets picked from the internet reflecting real world biases. The data in reference reflects online and real-world media content, making the AI models often absorb and replicate cultural, racial and gender biases present in that material (Skilton and Cardinal, 2024). The inner working of these models are largely opaque to regular users, making it difficult to predict or manage their biased outputs.<br>
DOI: 10.6084/m9.figshare.5120476.v1
title: Supplementary Material for: Economic Evaluation alongside a Phase II, Multi-Centre, Randomised Controlled Trial of Very Early Rehabilitation after Stroke (AVERT)

description: <i>Background/Purpose:</i> The effectiveness and costs of very early rehabilitation after stroke are unknown. This study assessed the cost effectiveness of very early mobilisation in addition to standard care (VEM) compared with standard care alone (SC). <i>Methods:</i> Cost-effectiveness analysis alongside a phase II, multi-centre, randomised controlled trial (RCT) with blinded outcome assessments. Less than 24 h after stroke, patients were recruited from two stroke units and randomised to receive VEM or SC. The intervention continued until discharge or 14 days, whichever was sooner. The efficacy measure was a dichotomised modified Rankin Scale (mRS) at 3 months with mRS ≤2 representing good outcome. Costs were determined from medical records and patient interviews at 3, 6 and 12 months. National average (where available) or local costs were applied for the reference year 2004. Differences in mean total costs at 3 and 12 months were tested using t test assuming unequal variances. An incremental cost-effectiveness ratio was calculated and probabilistic uncertainty analysis was undertaken. <i>Results:</i> The sample consisted of 38 VEM and 33 SC patients. A trend for good outcome with VEM compared to SC was found (adjusted OR 4.10, 95% CI 0.99–16.88, p = 0.051). Patients receiving VEM incurred significantly less costs at 3 months (AUD 13,559) compared with SC (AUD 21,860; p = 0.02). This difference in mean per patient total cost persisted at the 12-month assessment (VEM: AUD 17,564; SC: AUD 29,750; p = 0.03). VEM was found to be a ‘dominant’ (more effective, less cost) intervention when compared to SC at 3 months. <i>Conclusion:</i> These findings provide preliminary evidence that VEM is likely to be cost-effective. A large RCT is currently underway to confirm the cost effectiveness of VEM.
DOI: 10.17632/g6b39zxck4
title: Global Burden of Disease analysis dataset of noncommunicable disease outcomes, risk factors, and SAS codes

description: This formatted dataset (AnalysisDatabaseGBD) originates from raw data files from the Institute of Health Metrics and Evaluation (IHME) Global Burden of Disease Study (GBD2017) affiliated with the University of Washington. We are volunteer collaborators with IHME and not employed by IHME or the University of Washington. 

The population weighted GBD2017 data are on male and female cohorts ages 15-69 years including noncommunicable diseases (NCDs), body mass index (BMI), cardiovascular disease (CVD), and other health outcomes and associated dietary, metabolic, and other risk factors. 
 The purpose of creating this population-weighted, formatted database is to explore the univariate and multiple regression correlations of health outcomes with risk factors. Our research hypothesis is that we can successfully model NCDs, BMI, CVD, and other health outcomes with their attributable risks.
 
These Global Burden of disease data relate to the preprint: The EAT-Lancet Commission Planetary Health Diet compared with Institute of Health Metrics and Evaluation Global Burden of Disease Ecological Data Analysis. 
The data include the following:
1.  Analysis database of population weighted GBD2017 data that includes over 40 health risk factors, noncommunicable disease deaths/100k/year of male and female cohorts ages 15-69 years from 195 countries (the primary outcome variable that includes over 100 types of noncommunicable diseases) and over 20 individual noncommunicable diseases (e.g., ischemic heart disease, colon cancer, etc).
2.  A text file to import the analysis database into SAS
3.  The SAS code to format the analysis database to be used for analytics
4.  SAS code for deriving Tables 1, 2, 3 and Supplementary Tables 5 and 6
5.  SAS code for deriving the multiple regression formula in Table 4. 
6.  SAS code for deriving the multiple regression formula in Table 5
7.  SAS code for deriving the multiple regression formula in Supplementary Table 7  
8.  SAS code for deriving the multiple regression formula in Supplementary Table 8
9.  The Excel files that accompanied the above SAS code to produce the tables

For questions, please email davidkcundiff@gmail.com. 
Thanks.
DOI: 10.6084/m9.figshare.28006049.v1
title: Carbon emission data.xlsx

description: Carbon emissions from the enhanced DIR system
DOI: 10.6084/m9.figshare.7928783.v1
title: gVCF_HG02266

description: 1000 Genomes gVCF mapped to hs37d5 for HG02266. Complete collection: https://doi.org/10.6084/m9.figshare.c.4414307
DOI: 10.6084/m9.figshare.8299217.v2
title: Transcriptomic analysis of mangosteen seed germination

description: Supporting materials for the transcriptomic analysis of Garcinia mangostana seed germination
DOI: 10.6084/m9.figshare.12115893.v1
title: Model weights for the Distance Map FPN model pre-trained with ImageNet

description: This dataset contains Model weights for the Distance Map FPN model pre-trained with ImageNet.
DOI: 10.6084/m9.figshare.27291525.v3
title: <b>Table S1</b>. List of references and data used in the meta-analysis

description: <b>Table S1</b>. List of references and data used in the meta-analysis
DOI: 10.6084/m9.figshare.988376_d254
title: Participant 9 in the WAY-EEG-GAL dataset.  328 grasp-and-lift trials with different weights and surfaces during which EEG, EMG, kinematics, and kinetics were recorded.

description: WAY-EEG-GAL is a dataset designed to allow critical tests of techniques to decode sensation, intention, and action from scalp EEG recordings in humans who perform a grasp-and-lift task. Twelve participants performed lifting series in which the object’s weight (165, 330, or 660g), surface friction (sandpaper, suede, or silk surface), or both, were changed unpredictably between trials, thus enforcing changes in fingertip force coordination. In each of a total of 3,936 trials, the participant was cued to reach for the object, grasp it with the thumb and index finger, lift it and hold it for a couple of seconds, put it back on the support surface, release it, and, lastly, to return the hand to a designated rest position. We recorded EEG (32 channels), EMG (five arm and hand muscles), the 3D position of both the hand and object, and force/torque at both contact plates.
DOI: 10.17632/7w52p42jxn
title: EEG experiments with noise reduction processing

description: Data and Materials from Kim et al.
DOI: 10.6084/m9.figshare.29149682.v1
title: Elastic Universe Theory: Quaternionic and Elastic Unification of Physical Realitym

description: This work presents a comprehensive formulation of the Elastic Universe Theory (TUE), a unifying physical model where all observed phenomena—mass, time, energy, fields, and space-time curvature—emerge from the elastic deformation of the physical vacuum. The theory proposes that the vacuum is not empty but structured, continuous, and capable of tension and quantized oscillation.<br>We compare and integrate TUE with the quaternionic formalism developed by Danielewski and Sapa (2020), demonstrating that the quaternionic wavefunction naturally encodes the same internal geometry assumed by the elastic field. By representing the elastic displacement field as a quaternion , we show that mass, spin, curvature, and gauge interactions arise from internal rotation, amplitude, and orientation of this unified field.<br>The article includes seven chapters: theoretical foundations, formal postulates, detailed comparison with the Polish quaternionic model, structural unification, physical implications, cosmological consequences, and future research directions. The final unified model reproduces major observable constants (H₀, particle masses, CMB features) within experimental margins and proposes a falsifiable and testable geometric framework.<br>All content is original by the author Andrea Zanette, with editorial and mathematical assistance by ChatGPT-4 (OpenAI). This document is intended for open-access publication on Figshare.
DOI: 10.6084/m9.figshare.9250178.v1
title: Towards flexible groundwater-level prediction for adaptive water management: using Facebook’s Prophet forecasting approach

description: There is an increasing need for accurate groundwater-level (GWL) prediction to support effective seasonal water management. It is desirable for forecasting tools to be not only accurate but also accessible for decision-makers. We test the Prophet forecasting procedure, an open-source code released by Facebook, to address these challenges. It is based on an additive model considering non-periodic changes and periodic components in a Bayesian framework with easily-interpretable parameters. Predictions of daily GWL data in an area affected by pumping near a tourist complex in the Ramsar wetland area of Doñana (Spain) are compared to other forecasting methods. Prophet outperforms most methods in predicting GWL making it a fast and flexible forecasting tool for hydrologists and water managers. Furthermore, it allows gaining insight into the influence of each component of the forecast separately, helping to assess the hydrodynamic response to external drivers such as groundwater pumping.
DOI: 10.17632/p2gvvnh8y4
title: Digital Image dataset for Poppy seed adulteration with Semolina 

description: It contains high-quality images of Poppy seed adulteration with Semolina (Suji) at different proportions:- 10%, 20%, 30%, 40%, 50%, and 100% adulterant.
DOI: 10.6084/m9.figshare.14396300.v1
title: Survey request diary, 2019

description: Survey diary data entry form.
DOI: 10.6084/m9.figshare.23402228.v5
title: · Teacher 1, Teacher 2 and Teacher 3 consent forms.pdf

description: The attached dataset consists of Teacher 1, 2 and consent forms.
DOI: 10.6084/m9.figshare.28150793.v1
title: Data for "Impact of terahertz waves in altering C2AB binding to lipid bilayers: Insights from molecular dynamics simulations"

description: The structure_file and simulation_parameters for simulating C2AB and Membrane complex as mentioned in the article.
DOI: 10.6084/m9.figshare.29012405.v1
title: Raw data for "Inhibition of NF-kB Signaling by the Reactive Glycolytic Metabolite Methylglyoxal"

description: Raw data for "Inhibition of NF-kB Signaling by the Reactive Glycolytic Metabolite Methylglyoxal"
DOI: 10.6084/m9.figshare.29048207.v2
title: nl_amsterdam_extended_s1_asc_t088.zarr.zip

description: Cropped SLC stack in zarr format.From the following path on SPIDER: /project/caroline/Share/stacks_zarr/nl_amsterdam_extended_s1_asc_t088/nl_amsterdam_extended_s1_asc_t088.zarr/
DOI: 10.6084/m9.figshare.7901183.v1
title: Colonoscopy_dataset_entry_format(161203)_peerJ.xlsx

description: Clinical records of patient colonoscopy results
DOI: 10.6084/m9.figshare.27158755.v1
title: Polyalanine tract length variations from Relaxed selection in evolution of genes regulating limb development gives clue to variation in forelimb morphology of cetaceans and other mammals

description: Table S10 Alanines number.xlsx
DOI: 10.6084/m9.figshare.3505766.v2
title: lung CT scans

description: The data we used in the presented manuscript consists of six slices of lung CT scans. They are from three different patience. The first one is normal, and the other two were found tumors on their lungs.
DOI: 10.17632/4rrttrdfvn
title: Data for: Sintering behavior, Microwave Dielectric Properties of Ca0.66Ti0.66Nd0.34Al0.34O3 ceramics revealed by Microstructure and Raman scattering

description: Thermal analyses with DSC of the CTNA calcined powders (green samples).
DOI: 10.17632/6dmrzwtkn4
title: Dataset 2D:4D Ratio and 2D:4D Scanner Pictures

description: This is the dataset for an article entitled: "Association between the second-to-fourth digit (2D:4D) ratio and myopia in medical students of the Medical Faculty of the Jenderal Soedirman University"
DOI: 10.6084/m9.figshare.16782925.v3
title: Vlaeyen_BonoboSBT_Data&Code

description: This includes 2 datasets: one for the dominance rank analysis, and the other as the actual data used for the Bayesian analysis, separated in two tabs: <i>immatures </i>& <i>adults</i>. <br>The R codes with the actual analysis is also included.
DOI: 10.6084/m9.figshare.21617376.v1
title: Supplementary Table 1.docx

description: The information of the primers used for the RT-qPCR is given in Supplemental Table S1
DOI: 10.25452/figshare.plus.20496702.v1
title: THINGS-data: fMRI cortical surface flat maps

description: Cortical flat maps for three subjects derived from the anatomical MRI images. Cortical surfaces were reconstructed from T1-weighted and T2-weighted anatomical images with freesurfer's reconall procedure. Relaxation cuts were placed manually to allow for flattening of each hemisphere's surface. Results of any analysis of the fMRI data can be viewed on these flat maps with pycortex. <br> Part of THINGS-data: A multimodal collection of large-scale datasets for investigating object representations in brain and behavior <br> See related materials in Collection at: https://doi.org/10.25452/figshare.plus.c.6161151
DOI: 10.6084/m9.figshare.3551187.v1
title: Appendix A. Supporting results for phenological advancement, phylogenetic signal, and statistical model selection.

description: Supporting results for phenological advancement, phylogenetic signal, and statistical model selection.