cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25990837.v2
title: Results and preprocessed data of MEG

description: The results and preprocessed data for the MEG analysis of "Hou, W., He, S., Zhang, J., 2024. Differential destinations, dynamics, and functions of high- and low-order features in the feedback signal during object processing. https://doi.org/10.7554/eLife.103788.1" , including the results used in the paper and the decoding distance used in granger causality and behavioral relevance. (The ROI data used for decoding are too large, so we put them in a separate folder.)The data and code here have been deleted, but Version 1 can still be used.<br>The reorganized data and codes have been released at this link: https://doi.org/10.6084/m9.figshare.25991362.v1. (There aren't many differences between them, but if you need to cite it, please cite the article and the reorganized data and codes.)
DOI: 10.6084/m9.figshare.28478033.v1
title: 转录组分析揭示了外生菌根真菌定植对柳树苗镉耐受性的功能影响（手稿 ID：1570200）-data.xlsx

description: Ectomycorrhizal fungus （ECMF）可以通过改变金属积累和保护植物免受氧化损伤来提高植物对重金属毒性的耐受性。然而，ECMF 介导的解毒之镉尚不清楚。本研究旨在揭示 Cenococcum geophilum（CG） 和 Suillus luteus（SL） 对 Cd 毒性耐受性Salix psammophila 'Huangpi1'。结果2 月龄柳树苗的生长、光合作用、抗氧化系统和转录组对 自 ECMFs 定植黄桐（S. luteus显著提高了地上部分的生物量，而C. geophilum 显著提高增强的根系特性集成电路柳树苗 Cd胁迫 差异表达基因 （DEGs） 的数量之间的比较中观察到CG+Cd （ 的 添加 100 μM Cd和 NF+Cd 无 ECMF 接种跟 100 μM Cd C. geophilum 定植 activated 植物激素信号转导和碳水化合物代谢途径，而 S. luteus 增强d生代谢物的合成。该 研究机制提供了s分子视角 柳树苗s 下的 Cd stress ，并支持 ECMF 在植物修复之受 CD 污染的土壤。
DOI: 10.17632/7wjm45zmyw
title: Mapping cognition across lab and daily life using experience-sampling

description: This dataset contains 8459 multidimensional experience-sampling (mDES) probes from a sample of 370 different subjects in lab and daily life settings across Canada and the UK, collected from 2017 to 2022. mDES data includes 9 items as well as data regarding subjects' activity, social environment, and physical location at the time of probing.

This dataset is an aggregation of 5 previously published datasets, referenced in the 'dataset' column of the dataframe. The datasets' previous publications are:

Konu et al., 2020 ("konu2020"): mDES during a Go/No-Go task in fMRI in the UK.
https://doi.org/10.1016/j.neuroimage.2020.116977

Ho et al., 2020 ("mckeown_pre"): mDES during daily life in the UK before the COVID lockdown.
https://doi.org/10.1016/j.neuroimage.2020.116765

Konu et al., 2021 ("konu2021"): mDES during a battery of cognitive tasks in a lab setting in the UK
https://doi.org/10.1016/j.concog.2021.103139

Mckeown et al., 2021("mckeown_post"): mDES during daily life in the UK during the COVID lockdown.
https://doi.org/10.1073/pnas.2102565118

Mulholland et al., 2023 ("mulholland"): mDES during daily life in Canada after the COVID lockdown had been lifted. 
https://doi.org/10.1016/j.concog.2023.103530
DOI: 10.17632/cbntssv2j8
title: Severe prolonged drought favours stress-tolerant microbes in dryland soils

description: The study was conducted over three years in arid and semi-arid regions of Australia to assess the belowground effects of altered rainfall regimes. we found that The microbial communities showed significant variations between the semi-arid and arid sites and over the years. The findings provide a better understanding of microbial responses to predicted increases in rainfall variability and the impact on the functioning of semi-arid and arid ecosystems. 

The provided excel file is supplementary material 2 of this paper, contain details on DESeq2 result, vegetation data and the environmental and nutrient values which are used for the study.
DOI: 10.6084/m9.figshare.21174391.v1
title: Stress-strain curves

description: Sample C1 and Sample C2
DOI: 10.6084/m9.figshare.c.3769628_d2.v1
title: Additional file 2: Table S1. of Zipper plot: visualizing transcriptional activity of genomic regions

description: Summary table for the set of 36 well-characterized lncRNAs using CAGE-seq data. (XLS 69Â kb)
DOI: 10.17632/46k4nwhddk
title: ArSL Friday Sermon Dataset

description: A dataset containing labeled Arabic Sign Language (ArSL) videos has been created to study the translation of speech and text into sign language, focusing on enhancing deaf individuals' comprehension of formal speech related to religious topics such as Friday sermons. The dataset comprises 262 videos featuring 131 phrases or words performed by two expert signers and annotated using the ELAN program with glossary words. Each video pair for every phrase or word was assessed using two feature extraction methods (MobileNetV2 and MediaPipe frameworks), followed by cosine similarity calculations and Euclidean distance. Additionally, Jaccard similarities were employed to analyze the overall gloss discrepancies between the signers' videos. These resources serve as valuable assets for future research in ArSL translation and technological advancements.
DOI: 10.6084/m9.figshare.28920749.v1
title: Lateral projections of hornbill skulls

description: Lateral projections of the helmeted hornbill skulls used in this study
DOI: 10.17632/9g3p3vh44b
title: Финансовая модель каршеринговой компании Smart e-Sharing

description: Данная финансовая модель рассчитана на 5 лет поквартально и включает в себя основные показатели по выручке, себестоимости и затратам и вспомогательные листы для их расчета. Также в ней рассчитаны показатели эффективности проекта.
DOI: 10.17632/pz3t28jdt6
title: Data for: Double-DQN based path smoothing and tracking control method for in-field robotic vehicle navigation

description: The experiment was carried out on grassland on Iowa State University campus. During the data collection, the rover was driven by the navigation control application, which tracked the preset paths and stopped the rover at the end of the paths. The rover position for the robot was recorded by the application at a sampling rate of 30Hz.
DOI: 10.6084/m9.figshare.19141928.v1
title: Validation_screen_All_tissues_day1_data.csv.zip

description: Raw data supporting Jaaks and Coker et al., 2022 (10.1038/s41586-022-04437-2). Raw data from day 1 plates matched to the validation drug combination screen using cancer cell lines. Cell line viability assay measured by fluorescence intensity.<br>Users have a non-exclusive, non-transferable right to use data files for internal proprietary research and educational purposes, including target, biomarker and drug discovery. Excluded from this licence are use of the data (in whole or any significant part) for resale either alone or in combination with additional data/product offerings, or for provision of commercial services.<br>
DOI: 10.6084/m9.figshare.21679035.v1
title: EEG datasets of stroke patients

description: This data set consists of electroencephalography (EEG) data from 50 (Subject1 – Subject50) participants with acute ischemic stroke aged between 30 and 77 years. The participants included 39 male and 11 female. The time after stroke ranged from 1 days to 30 days. 22 participants had right hemisphere hemiplegia and 28 participants had left hemisphere hemiplegia. All participants were originally right-handed. Each of the participants sat in front of a computer screen with an arm resting on a pillow on their lap or on a table and they carried out the instructions given on the computer screen. At the trial start, a picture with text description which was circulated with left right hand, were presented for 2s. We asked the participants to focus their mind on the hand motor imagery which was instructed, at the same time, the video of ipsilateral hand movement is displayed on the computer screen and lasts for 4s. Next, take a 2s break.
DOI: 10.6084/m9.figshare.7465520.v1
title: MOESM9 of Carbon costs and benefits of Franceâ s biomass energy production targets

description: Additional file 9: Table S1. Exploitability indices adapted from IGN methodology [49 Colours indicate the level of exploitability from easy (green), medium (yellow), difficult (orange) to impossible (brown).
DOI: 10.17632/6h3npxnmv2
title: RPB1 immunofluorescence in HEK293 ARMC5 knockout cells treated with transcriptional inhibitors

description: HEK293 cells or ARMC5 K.O. cells were fixed in 4% paraformaldehyde (EMS Emgrid 15710) for 15 minutes, then permeabilised in 0.25% Triton X100 (Sigma Aldrich 93443) for 10 minutes. Cells were incubated in 50% blocking buffer (Millenium Biosciences Li-Cor Intercept in PBS, LCR-927-70001) in PBS for 30 minutes, before being stained with primary antibodies in 50% blocking buffer in PBS for 90 minutes. Cells were then incubated for 30 minutes with secondary antibodies plus DAPI at 200 ng/mL in 50% blocking buffer in PBS. imaging was performed on a Nikon Ti2 microscope equipped with a Yokogawa CSU-W1 spinning disk, with 40x/NA0.95 Plan Apo λ air objective, and dual Hamamatsu ORCA-Fusion C14440-20UP cameras. 20 z-planes at 1 µm intervals were acquired. DAPI DNA stain was acquired with a 405 nm laser and 450/82 nm filter. Alexa488+ conjugated secondary antibodies were acquired with a 488 nm laser and 525/50 nm filter, and mCherry-RPB1 was acquired with a 561 nm laser and 617/73 nm filter. Where applicable, Alexa488-NHS or Alexa647-NHS cell stains were acquired with the appropriate green (525/50 nm) or far-red (685/40 nm) filter.
DOI: 10.17632/8cnj532383
title: Prediction model in medical science and health care

description: This research relates to technology in health, to assist in making decisions and to extract useful knowledge, these instigating specialists apply all special developments such as predictive analytics, learning algorithms, machine learning and predictive analytics. In medical science, to determine the risk of developing a disease, a prediction model is used so that it can enable early treatment or prevention of the disease.
DOI: 10.17632/b7nh7zrtf4
title: Data for: Micro-textures and Mechanical Properties of Fe-21Cr-15Ni-6Mn-Mo-Nb Austenitic Stainless Steel Plate in Asymmetric Hot Rolling

description: Microscopic characterization and mechanical properties
DOI: 10.6084/m9.figshare.29132738.v1
title: manh.csv

description: Predicted PM2.5 in Manhattan, New York, United States in 2001-2016. Source from U.S. CDC.
DOI: 10.17632/mgmxv5tjt2
title: Labeled Image Dataset of Generated Porous Electrode Microstructures and Calculated Transport Parameters for Neural Network Training

description: A dataset of 100,000 computer-generated images that represent Lithium-ion battery microstructures is provided in the 'images.zip' file. The binary 64x64 TIFF images show sample porous electrodes, with roughly 1-20 randomly generated and placed particles. Analysis performed demonstrates that the images reflect realistic electrodes by comparing porosity and specific surface area in addition to visual inspection. This dataset includes images with a variety of particle sizes, roughness, and orientation to encapsulate various electrode chemistries. 

For each image, the effective diffusion and conductivity tensors are calculated by solving a partial differential equation (PDE) closure problem. These calculated values are provided as .txt files in the 'diffusion.zip' compressed folder. This dataset can be used to examine the relationship between microstructural geometry and effective transport parameters of the porous media.
DOI: 10.17632/tzydswhhb5
title: Multi-omics resolves a sharp disease-state shift between mild and moderate COVID-19. Su et al

description: We present an integrated analysis of the clinical measurements, immune cells and plasma multi-omics of 139 COVID-19 patients representing all levels of disease severity, from serial blood draws collected during the first week of infection following diagnosis. We identify a major shift between mild and moderate disease, at which point elevated inflammatory signaling is accompanied by the loss of specific classes of metabolites and metabolic processes. Within this stressed plasma environment at moderate disease, multiple unusual immune cell phenotypes emerge and amplify with increasing disease severity. We condensed over 120,000 immune features into a single axis to capture how different immune cell classes coordinate in response to SARS-CoV-2. This immune-response axis independently aligns with the major plasma composition changes, with clinical metrics of blood clotting, and with the sharp transition between mild and moderate disease. This study suggests that moderate disease may provide the most effective setting for therapeutic intervention.
DOI: 10.6084/m9.figshare.13537100.v1
title: Ulatrsound setup and scaffolds stimulation

description: Measurement of ultrasound setup at different freqeuncies with an oscilloscope in liquid media and measurement of transmitted waves through PLA, PCL and Janus 3D printed scaffolds
DOI: 10.6084/m9.figshare.19773109.v3
title: LAMMPS-DeePMD

description: This dataset includes: 01_VASP: Input files for density functional theory molecular dynamics simulations using VASP 02_DP-GEN: Input files for generating training datasets using DP-GEN 03_DeePMD: Input files and datasets for constructing neural network potentials using DeePMD 04_LAMMPS: Large-scale molecular dynamics simulations using LAMMPS with network potentials 05_OUTPUT: An example of solid-liquid coexisting molecular dynamics trajectory Code availability: All molecular dynamics simulations were carried out using the open-source LAMMPS code (https://www.lammps.org). Enhanced sampling is based on the open-source PLUMED library (https://www.plumed.org). These two codes are implemented in the open-source DeePMD-kit code (https://github.com/deepmodeling/deepmd-kit) for NNP construction. Active learning was performed using the open-source DP-GEN code (https://github.com/deepmodeling/dpgen). Density functional theory calculations were performed using VASP which is proprietary software available for purchase (at https://www.vasp.at).
DOI: 10.6084/m9.figshare.5484658.v3
title: Supplementary Material for: The Missing Link in the Pathophysiology of Vascular Cognitive Impairment: Design of the Heart-Brain Study

description: <b><i>Background:</i></b> Hemodynamic balance in the heart-brain axis is increasingly recognized as a crucial factor in maintaining functional and structural integrity of the brain and thereby cognitive functioning. Patients with heart failure (HF), carotid occlusive disease (COD), and vascular cognitive impairment (VCI) present themselves with complaints attributed to specific parts of the heart-brain axis, but hemodynamic changes often go beyond the part of the axis for which they primarily seek medical advice. The Heart-Brain Study hypothesizes that the hemodynamic status of the heart and the brain is an important but underestimated cause of VCI. We investigate this by studying to what extent hemodynamic changes contribute to VCI and what the mechanisms involved are. Here, we provide an overview of the design and protocol. <b><i>Methods:</i></b> The Heart-Brain Study is a multicenter cohort study with a follow-up measurement after 2 years among 645 participants (175 VCI, 175 COD, 175 HF, and 120 controls). Enrollment criteria are the following: 1 of the 3 diseases diagnosed according to current guidelines, age ≥50 years, no magnetic resonance contraindications, ability to undergo cognitive testing, and independence in daily life. A core clinical dataset is collected including sociodemographic factors, cardiovascular risk factors, detailed neurologic, cardiac, and medical history, medication, and a physical examination. In addition, we perform standardized neuropsychological testing, cardiac, vascular and brain MRI, and blood sampling. In subsets of participants we assess Alz­heimer biomarkers in cerebrospinal fluid, and assess echocardiography and 24-hour blood pressure monitoring. Follow-up measurements after 2 years include neuropsychological testing, brain MRI, and blood samples for all participants. We use centralized state-of-the-art storage platforms for clinical and imaging data. Imaging data are processed centrally with automated standardized pipelines. <b><i>Results and Conclusions:</i></b> The Heart-Brain Study investigates relationships between (cardio-)vascular factors, the hemodynamic status of the heart and the brain, and cognitive impairment. By studying the complete heart-brain axis in patient groups that represent components of this axis, we have the opportunity to assess a combination of clinical and subclinical manifestations of disorders of the heart, vascular system and brain, with hemodynamic status as a possible binding factor.
DOI: 10.6084/m9.figshare.6894749.v1
title: Impacts of human disturbance on ghost crab burrow morphology and distribution on sandy shores

description: The data for a study that examined how human impacts alter the distribution and burrow architecture of ghost crab on sandy shores
DOI: 10.6084/m9.figshare.25218863.v3
title: Characterization of Atlantic cod TLR3, TLR14 and TLR25

description: Characterization of overall TLR expression in various Atlantic cod tissues with focus of TLR3, TLR14 and TLR25.
DOI: 10.6084/m9.figshare.5427310.v2
title: Gazepoint GP3 manuscript code and data

description: All code, functions, and data required to generate the plots in the manuscript titled "Assessing the performance of the Gazepoint GP3 eye-tracker for gaze event detection using a visual search task" by Notaro et al, using main script GNotaro_Gazepointmainscript.m. The code produces plots regarding gaze event detection (i.e. short fixation events) within a visual search task. <br>(Note: run main .m script and reference Matlab data folder within matlab.zip when prompted; original raw data files in gazepointdata.zip; matlab variable eparticipant with all random indexes and values reported in manuscript located in eparticipant_struct.mat (in compressed .rar file here); if errors, check paths to files and functions!)<br>All human data anonymized and acquired under approved CPHS protocol (#21522)
DOI: 10.6084/m9.figshare.12116244.v1
title: Dataset for the paper "The Impact of International Trade on the Price of Solar Photovoltaic Modules: Empirical Evidence "

description: This dataset contains panel data for a sample of 15 countries (Australia, Austria, Canada, China, Denmark, France, Germany, Israel, Italy, Japan, Republic of Korea, Spain, Sweden, Switzerland and United States) over the period 2006-2015. The series used are available for a small number of developed countries and for a relatively short time period. Solar PV module prices, imports of solar PV panels and public budget for R&D in PV are in real terms and were obtained by dividing them by the United States GDP deflator. The series are obtained from five main sources. Imports value of solar PV panels series are taken from Commodity Trade Statistics database (COMTRADE). PV panels (cells and modules) are a part of the category HS 854140, "Photosensitive Semiconductor Devices, Photovoltaic Cells and Light-Emitting Diodes". Solar PV module prices, cumulative installed PV capacity and public budget for R&D in PV series are constructed from the PVPS report Trends in Photovoltaic Applications of the International Energy Agency (IEA). Population density, political stability index, renewable energy consumption and per capita carbon dioxide emissions series are all obtained from the World Bank (WB). Real GDP per capita series is taken from Federal Reserve Bank of St. Louis (FRED). Technological development in PV and crude oil import price series are drawn from the Organisation for Economic Co-operation and Development (OECD) database. Since crude oil import price series are not available for China and Israel, we use the West Texas Intermediate spot crude oil price as a proxy. The dummy for presence of feed-in tariff is constructed from the OECD database. <br>
DOI: 10.6084/m9.figshare.7628672.v1
title: Temperature-responsive culture surfaces for insect cell sheets to fabricate a bioactuator

description: For the first time, we have fabricated insect-derived cell sheets by using temperature-responsive culture surfaces having a phase-transition temperature below 25°C. We prepared the temperature-responsive cell culture surfaces (tissue culture polystyrene, TCPS) by grafting a copolymeric gel consisting of hydrophobic N-tert-butylacrylamide (tBAAm) and N-isopropylacrylamide (IPAAm) units. First, to characterize the hydrophilic and hydrophobic properties of the copolymeric gel-grafted surfaces, static water contact angles of each surface were measured at various temperatures. By increasing the amount of tBAAm in the grafted copolymeric gel, the transition temperature of the gel was shifted to lower temperatures. At 25°C, the grafted copolymeric gel was dehydrated, and the insect-derived cells (AeAl2 cells) adhered on all the copolymeric gel-grafted surfaces. At 20°C, AeAl2 cells cannot adhere on the P(IPAAm-1.62tBAAm)-TCPS surface (the initial molar ratio of IPAAm and tBAAm (tBAAm = 1.62 mol%)) better than on other surfaces (TCPS and tBAAm = 4.88, 8.17 mol%). These two findings implied that the lower critical solution temperature of the copolymeric gel-grafted-TCPS existed from 20°C to 25°C. The laminin-coated P(IPAAm-1.62tBAAm)-TCPS surface showed temperature-dependent cell attachment and detachment properties, while AeAl2 cells were not detached from the extracellular matrix uncoated P(IPAAm-1.62tBAAm)-TCPS surface. AeAl2 cells and insect muscle cells were harvested as the respective sheets.
DOI: 10.17632/2vvn2rxc7x
title: Trade and Infrastructure Scores

description: Dataset contains bilateral trade flows (from BACI), infrastructure scores (from WEF) and bilateral tariffs (from TRAINS).  Date - 2006 to 2017, in panel format. This is the data for our paper - "Infrastructure Quality and Trade Liberalization". 
We assembled this dataset from the above sources to allow us to test for the impact of infrastructure quality (i.e., using the infrastructure scores from WEF) on trade. We also use the tariff data (from TRAINS) as modelling variables, with a specific focus on bilateral trade liberalization at 50%, 60% and 70% reductions in bilateral tariffs.  Note that this is version 2 of the data, with more updated multilateral resistance terms.

Abstract
It is difficult to establish the impact infrastructure has on trade balances due to confounding factors. Our empirical approach leverages on episodes of trade liberalization, interacting such episodes with infrastructure. Providing a simple extension to the gravity model, we find that infrastructure quality differences between trade partners result in trade imbalances, which liberalization then accentuates. For robustness checks, we interact the liberalization indicator against other confounding variables and do not find such consistent effects. We conclude that lack of quality infrastructure in developing economies contributes to larger trade deficits, and infrastructure development should be supported alongside trade liberalization. 
Keywords 		Infrastructure; Gravity model; Trade; Trade deficits
JEL classification	O18; F14; F40
DOI: 10.17632/ktt6yjfwdh
title: Hybrid Machine Learning Approach for Fast Localization and Identification of High-Z Materials in Muon Tomography. Chunyu Gao

description: The dataset is the original data obtained based on the muon tomography facility, where each txt file is the position information of the muon on each layer of the detector every 10 seconds.
DOI: 10.17632/yrbvsn7h2j
title: Raman spectra of organic material that can occur in sewage sludge

description: Text-file of the Raman spectra (raw data and baseline corrected) of organic material that can be present in sewage sludge.