cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.9734921.v1
title: Supplementary Material for: Are Simple Magnetic Resonance Imaging Biomarkers Predictive of Neurodevelopmental Outcome at Two Years in Very Preterm Infants?

description: <b><i>Background:</i></b> Preterm infants are at increased risk of neurodevelopmental impairment due to the vulnerability of the immature brain. Early risk stratification is necessary for predicting outcome in the period of highest neuroplasticity. Several biomarkers in magnetic resonance imaging (MRI) at term equivalent age (TEA) have therefore been suggested. <b><i>Objective:</i></b> To assess the predictive value of simple brain metrics and the total abnormality score (TAS) – a modified score for brain injury and growth – in relation to neurodevelopmental outcome of very preterm infants in MRI at TEA. <b><i>Methods:</i></b> Single-centre cohort study including preterm infants with gestational age (GA) ≤32 weeks and birth weight ≤1,500 g. Biparietal width (BPW), interhemispheric distance, transcerebellar diameter (TCD) and TAS were assessed. To detect subtle haemorrhages, additional susceptibility-weighted imaging (SWI) was used in addition to conventional MRI to evaluate its clinical relevance. Neurodevelopment was tested by the Mental and Psychomotor Developmental Index (MDI/PDI) of the Bayley Scales of Infant Development II at a corrected age of 24 months. <b><i>Results:</i></b> One hundred twenty-nine children with median GA of 28.1 weeks and median birth weight of 980 g were included. BPW significantly correlated with PDI (<i>p</i>= 0.01, R<sup>2</sup> = 0.06) and TCD with MDI (<i>p</i> &lt; 0.01, R<sup>2</sup> = 0.05) and PDI (<i>p</i> &lt; 0.01, R<sup>2</sup> = 0.06) but explained variances were low. TAS was not predictive of neurodevelopmental outcome. By using SWI, additional 4 cases of low grade haemorrhages were identified compared to conventional sequences. In one case this additional information was clinically relevant (MDI/PDI below average). <b><i>Conclusion:</i></b> Simple brain metrics and TAS did not reliably predict neurodevelopmental outcome in a cohort with low prevalence of high grade brain injury. The additional value of SWI is yet to be determined in larger cohorts. The combination of imaging and functional biomarkers may be advisable for the prediction of neurodevelopmental outcome.
DOI: 10.17632/gx5xsxw5sf
title: Scalp seborrheic dermatitis demonstrated a skewing of Th1 and absent of Th2 activation: A proteomic study in lesional skin

description: The raw data supporting the conclusions of this article
DOI: 10.17632/vk79373zvm
title: Supplementary Materials for the manuscript entitled "A global resilience analysis-based benchmark framework for comparing reliability surrogate measures of water distribution systems"

description: The document provides the supporting information for the manuscript entitled "A global resilience analysis-based benchmark framework for comparing reliability surrogate measures of water distribution systems", which has been submitted to MDPI's Sustainablity journal.
DOI: 10.6084/m9.figshare.23694729.v1
title: <b>Improved chromosome-level genome assembly of Indian sandalwood (</b><b><i>Santalum album</i></b><b>)</b>

description: <b>Improved chromosome-level genome assembly of Indian sandalwood (</b><b><i>Santalum album</i></b><b>)</b>
DOI: 10.6084/m9.figshare.28638788.v2
title: Parallel pheasant trackways in mud. also included are photos + model of the same tracks 5 days later after drying, submersion, and drying again.

description: Two parallel trackways left by Pheasants in deep soft mud.
DOI: 10.6084/m9.figshare.5147263.v1
title: Supplemental data file 1 from Distinct spinning patterns gain differentiated loading tolerance of silk thread anchorages in spiders with different ecology

description: Mechanical data (csv).
DOI: 10.6084/m9.figshare.5480905.v1
title: Dataset 1 from Re-evaluating the link between brain size and behavioural ecology in primates

description: Dataset referred to as "Dataset 1" in text containing primate behavioural-ecological and brain size information
DOI: 10.6084/m9.figshare.6276056.v2
title: Datasets from Methods in Biostatistics in R

description: These are the tab and csv files from the Methods in Biostatistics with R Book
DOI: 10.17632/6w4tzrs3yw
title: The relative importance of ski resort- and weather-related characteristics when going alpine skiing: data from a rating-based conjoint survey

description: The data are related to two research articles: “The relative importance of ski resort-and weather-related characteristics when going alpine skiing” [1] and “Optimal pricing of alpine ski passes in the case of crowdedness and reduced skiing capacity” [2]. A rating-based conjoint survey experiment on active alpine skiers at a big ski area located in Inland Norway was performed in February of 2018 to collect the data and pertain to 400 respondents doing more than 7200 ratings. A total of ten versions of the same questionnaire type were used to obtain information about preferences on ski resort- and weather-related characteristics when going alpine skiing. We display the raw data organized such that they can be easily downloaded and used directly to either (1) replicate the analyses performed in the related research articles, or (2) run one’s own analyses on the topic of interest. The data may also be useful to lecturers teaching students about the key concepts of survey experiments and causal modelling.
DOI: 10.6084/m9.figshare.12199637.v1
title: Supporting data and code for A global map of root biomass across the world's forests

description: This dataset contians supporting data and code for the manuscript: A global map of root biomass across the world's forests. <br> Folder data_orin include raw data and references. Python script data_merge_fill.py merges different raw databases, removes repeated entries and fills data gaps in environmental factors. Final output of data_merge_fill.py is site_filled_1kmv1.csv. Python scripts in fig folder include scripts for calculation and producing figures in the manuscript. pred_1km_15cover_1000_99.py is an example code to train a random forest model and to make a global forest root biomass map with a unit of weight biomass per tree. pred_1km_15cover_allometry_1000_99.py generates data used in Supplementary Figure 7 which estimates global forest root biomass through allometric equations. Folder budget_uncertainty contains code and calculations of the uncertainty of global and biome scale root biomass budget. <br> The pergridarea_agb.nc contains global forest aboveground biomass, pergridarea_bgb.nc is the belowground biomass, err_bgb_15_99_ncomm_revise.nc is uncertainty of belowground biomass maps with a resolution of 1km and the unit of Mg/ha (gridcell area).
DOI: 10.6084/m9.figshare.19157867.v1
title: Noetic Signature Qualitative Survey dataset

description: Dataset for noetic signature qualitative study accompaniment for manuscript submission.
DOI: 10.6084/m9.figshare.24929988.v1
title: Dog tracks made submerged? Or wetted and dried post-formation.

description: Dog tracks made submerged? Or wetted and dried post-formation. photogrammetry model + photos.
DOI: 10.6084/m9.figshare.25266328.v1
title: City-level final energy consumption dataset in China

description: The role of China is increasingly pivotal in climate change mitigation, and the formulation of energy conservation and emission reduction policies requires city-level information. The effectiveness of national policy implementation is contingent upon the support and involvement of local governments. Accurate data on final energy consumption is vital to formulate and implement city-level energy transitions and energy conservation and emission reduction policies. However, there is a dearth of data sources pertaining to China’s city-level final energy consumption. To address these gaps, we developed computational modeling techniques along with top-down and downscaling methods to estimate China’s city-level final energy consumption. In this way, we compiled a final energy consumption inventory for 327 Chinese cities from 2005 to 2021, covering seven economic sectors, 30 fossil fuels, and four clean power sources. Moreover, we discussed the validity of the estimation results from multiple perspectives to enhance estimation accuracy. This dataset can be utilized for analysis in various cutting-edge research fields such as energy transition dynamics, transition risk management strategies, and policy formulation processes.
DOI: 10.6084/m9.figshare.29106824.v1
title: ALZ-25-0204 manuscript data files and photos

description: Raw data files and strip photos for data analysed in the manuscript ALZ-25-0204 "Amyloid-β precursor protein fragments in urine: potential biomarkers for the early detection of mild cognitive impairment and dementia" which was accepted by Journal of Alzheimer's disease.
DOI: 10.17632/xpmtw4xrw9
title: China XCO2 seamless daily data set

description: Based on the observed values of OCO-2 XCO2 concentration, meteorological, vegetation, terrain and other variables, the 0.05° high-precision seamless daily XCO2 dataset in China from January 1, 2015 to March 31, 2024 was constructed by using the XGBoost model through multi-source data fusion.The results of model cross-validation (R²= 0.984, RMSE=0.894ppm) and ground station auxiliary validation (R²=0.912, RMSE= 1.720ppm) indicate that the data set constructed in this study has better accuracy and is an effective supplement to the existing observational data sets of XCO2 concentration.
DOI: 10.17632/yg7mwk8j5x
title: Exploration of Environmental Noise in Saharan Oases on the Basis of Urban Configurations: City of Biskra datasets. (Updated Version)

description: This Data set includes: 
- Station of measurements id., Mean values Level Equivalent weighted "A" of 600 iterations per 5 minutes, Date, Time and X,Y, Coordinates (file: A. Level Sound Measured Data.csv)
- Spatial data of the Angular Segment Analysis of depthMapX software, including Global measures of Normalized Angular Choice, Normalized Angular Integration and Local measures at metric radii 400m, 800m, 1200m, 1600m, 2000m, 2400m, 3200m. (file: B. Extracted DATA from depthMapX)
- Measurements data associated to their Geolocations and spatial data (C. Measurements associated to ASA)
DOI: 10.6084/m9.figshare.10278068.v2
title: Global mode-1 M2 internal tide models "Zhao19"

description: Three global mode-1 M2 internal tide models constructed from multi-satellite altimeter data from 1992-2017. The data, methods and results are described in one JGR paper (doi: 10.1029/2019JC015507). The three models are almost same, but with different prior along-track high-pass filtering.
DOI: 10.6084/m9.figshare.19536163.v1
title: Escherichia coli pathogenicity GWAS: input genome sequences (annotations

description: Input genomes for a GWAS study on Escherichia coli intrinsic pathogenicity (annotations generated with prokka)
DOI: 10.6084/m9.figshare.20477265.v1
title: Forbush Decrease Catalog at MESSENGER

description: For each Forbush decrease (Fd) identified, we list the associated ICME boundary times i.e. the ICME start, magnetic ejecta (ME) start, and the ICME end times in ISO standard. The heliocentric at which the ICME was observed is given, as well as the maximum magnetic field strength observed within the ICME. The Fd boundary times i.e. onset, second drop (if observed), and nadir times are then listed, alongside the duration between onset and nadir (drop duration), the percentage decrease in GCR count rate between onset and nadir (drop \%), and the maximum hourly percentage decrease are listed (m$_{max}$). Finally, the number of steps observed (1, 2, or C for complex), the quality rating (1--4, from highest to lowest) and the ratio between the 1st and 2nd slope (if present) are given.
DOI: 10.6084/m9.figshare.28342466.v1
title: Global Grassland Meta-Data.xlsx

description: For analyzing the impact of global change on the organic carbon fraction.
DOI: 10.17632/5tj2yr7fs3
title: Classification, structure and key performance indicators of business channels

description: The purpose of this article is to clarify and supplement the theory and methodology of creating business channels as components of business systems in statics and dynamics, including design, digitalization, optimality assessment and balancing of their objects and components.
Methods of classification, synthesis, analysis, induction and deduction were chosen as re-search methods, and binary matrices formed on the basis of classification attributes of objects and components of business channel management, as well as their dichotomies, were used as a research tool.
The article develops the classification of business channels as components of business systems and their links, as well as the business processes performed by them; the structure of business channels is defined; the sequences of their creation are formed; a system of balanced criteria for the optimality of business channels is created; a sequence of balancing objects and components of a business channel is developed, and creating prerequisites for design and the formation of business systems of a more complex type.
DOI: 10.17632/vmgjjy3z69
title: Five multi-energy consumption datasets in Korea

description: We have utilized five distinct multi-energy consumption datasets that have been aggregated from 1,080 households within a single apartment complex in Korea. These datasets encompass five different energy sources, namely: 1) electricity, 2) gas, 3) water, 4) hot water, and 5) heating. The dataset consists of a total of 13,584 records, which were observed at one-hour intervals spanning from August 2020 to January 2022.
DOI: 10.6084/m9.figshare.15095748.v1
title: Mapping multi-temporal population distribution in China from 1985 to 2010 using Landsat images via deep learning

description: This dataset includes four parts:<br><br>(1) The produced multi-temporal gridded population data (1km x 1km) of China from 1985-2010 with a five-year interval. The data is stored in the "population_density" folder. The values in the TIFF files represent the population density of cells. The cell area TIFF is provided to calculate the total population count.<br>(2) The samples for training, validating and testing the ResNet-N model. The data is stored in the "samples_for_resnet_n" folder.<br>(3) The town-scale validation data for 2010. The data is stored in the "town_level_validation" folder. <br>(4) The county-scale validation data from 1990-2010. The data is stored in the "county_level_validation" folder.
DOI: 10.6084/m9.figshare.29104922.v1
title: [<sup>11</sup>C]dihydrotetrabenazine ([<sup>11</sup>C]DTBZ)

description: Time List and Cassette Layout for the synthesis of Carbon-11 dihydrotetrabenazine (DTBZ)Purification of DTBZ requires HPLC (and the FASTLab HPLC+ add-on). The time list for the HPLC+ is also included.
DOI: 10.17632/23dp444hgw
title: Repurposing SARS-CoV-2 Ligands as Potential Therapeutics Against Human Metapneumovirus

description: Repurposing SARS-CoV-2 Ligands as Potential Therapeutics Against Human Metapneumovirus: The data and code used in this research are provided.
DOI: 10.17632/nsrtpbywnw
title: Data for: GassDem: A MATLAB program for modeling the anisotropic seismic properties of porous medium using differential effective medium theory and Gassmann’s poroelastic relationship

description: The uploaded zip file includes computer code materials: the MATLAB GUI and source code; README.txt; UserManual.pdf.
DOI: 10.6084/m9.figshare.29163845.v1
title: SA/JA64_Transcriptome_analysis

description: Analysis of the SA/JA concentrations combinational series in <i>A.thaliana.</i>
DOI: 10.6084/m9.figshare.7949030.v1
title: gVCF_NA18557

description: 1000 Genomes gVCF mapped to hs37d5 for NA18557. Complete collection: https://doi.org/10.6084/m9.figshare.c.4414307
DOI: 10.4121/uuid:fc3915f7-7337-4439-9dd1-d3275d7c1661
title: Data accompanying the volatile analysis of Palm Kernel Expeller (PKE) and Palm Kernel Meal (PKM)

description: GC-MS (DHS) analysis of volatile organic compounds in PKE and PKM from different factories in Malaysia and Indonesia
DOI: 10.6084/m9.figshare.22099541.v1
title: Interview transcripts for the article "Climate change adaptation measures conflicted with the recreational demands on city forests during COVID-19 pandemic"

description: The data sets contain transcripts (in German language) of stakeholders interview for the paper "Climate change adaptation measures conflicted with the recreational demands on city forests during COVID-19 pandemic". As of 15.02.2023 the paper received a minor review from the journal "npj Urban Sustainability" from the Springer Nature Publishing group.
DOI: 10.6084/m9.figshare.23059979.v1
title: ASTRAL species tree files

description: ASTRAL species tree files.When using this data, cite:Forthman, M., Phan, H., Miller, C.W., Kimball, R.T. (In press). Phylogenetic placement of the leaf-footed bug tribes Agriopocorini, Amorbini, and Manocoreini (Heteroptera: Coreoidea) using ultraconserved elements. <i>Zool. J. Linn. Soc.</i>
DOI: 10.6084/m9.figshare.25563375.v1
title: IEGS Data

description: Integrated electricity and gas systems, Weymouth equation, Benders decomposition, Shapley value.
DOI: 10.6084/m9.figshare.26196535.v1
title: Tree file Izquierdo-López&Caron 2024 (.tre) from The Cambrian <i>Odaraia alata</i> and the colonization of nektonic suspension-feeding niches by early mandibulates

description: Phylogenetic tree, all species included
DOI: 10.6084/m9.figshare.28569116.v1
title: Code and dataset for "<i>Plant and soil biodiversity sustain root mycorrhizal fungal richness under drought stress</i>", 2025

description: We designed a fully factorial experiment examining how plant and soil biodiversity impact arbuscular mycorrhizal (AM) fungal communities under drought conditions. We further assessed how the ecological strategy of 16 herbaceous plant species, spanning a gradient of plant-mycorrhizal reliance, affected root-associated AM fungal diversity and composition.
DOI: 10.17632/5skpwjh3sw
title: A Software Architecture for a Fault Diagnostic Engine

description: This document is the complete Carnegie Mellon SEI format Software Architecture Document for a multi-agent fault diagnostic engine. It replicates all the document sections recommended in the SEI template and the SEI Views and Beyond methodology. The document supports the journal paper "Architecting an Agent-Based Fault Diagnosis Engine for IEC 61499 Industrial Cyber-Physical Systems" by Barry Dowdeswell, Roopak Sinha and Stephen G. MacDonell. A blank template for the LaTeX format of the document has been provided in zip-format for practitioners who wish to develop similar documents. It provides placeholders for all the document sections an examples of the LaTeX structures used to create the document.
DOI: 10.17632/swrwmfy6tg
title: Development of multisensory integration following prolonged early-onset visual deprivation. Senna et al. 

description: In the present study we investigated the development of multisensory integration in individuals who suffered from congenital bilateral cataract and got surgically treated for sight restoration several years from birth. We found that multisensory integration can still develop with time following surgery after several years of early-onset visual deprivation. 
Experiment 1 assessed cataract-treated individuals' reliance on their restored visual abilities when estimating the size of an object simultaneously explored by touch. Participants explored a standard object visually, haptically or visual-haptically and compared it to a set of ten comparison objects, presented either visually or haptically. They had to select the comparison object that in their opinion matched the size of the standard object. To evaluate participants’ reliance on vision we added a small discrepancy between vision and haptics using a distortion lens magnifying the apparent size of the explored object. The folder relative to Experiment 1 (see Figure 1 in the main text and S2 in the Supplemental information) presents: a) a summary table with all clinical details and average performance of each cataract participant and sighted control in each condition; b) all experimental trials, meaning each single response from each participant in each group (i.e., the comparison object selected in each trial, reported as object number and in object size).
Experiment 2 tested whether cataract-treated individuals benefited from integrating vision with touch by increasing the precision of size estimates, as it occurs when integrating signals in a statistically optimal fashion. Participants consecutively explored pairs of cubes visually, haptically and visual-haptically and reported which one was bigger. The folder relative to Experiment 2 (see Figure 2 in the main text) reports: a) a summary table with all clinical details and average performance of each cataract participant and sighted control in each condition; b) all responses in each participant, organized for fitting psychometric functions for each participant and condition (first column: stimulus level, i.e., comparison size with higher number indicating bigger size; second column: number of ‘comparison bigger’ responses; third column: number of trials).
DOI: 10.17632/w35phcjyns
title: Data for: Two decades of monitoring in marine debris ingestion in loggerhead sea turtle, Caretta caretta, from the western Mediterranean.

description: Table S2. The raw data from the analysed turtles in the present study. Acronyms: turtle identification number (ID), Curved Carapace Length (CCL), turtle weight (W), ingested plastic weight (PW), ingested anthropogenic debris weight (ADW) and latitude (Lat.). The asterisk (*) indicates that weight of the turtles was estimated from a linear regression (see Materials and Methods section for details). Metric units: CCL (cm), W (kg), PW (g), ADW (g) and Lat. (decimal degrees).
DOI: 10.6084/m9.figshare.19394063.v4
title: Interacting pest control and pollination services in coffee systems data base

description: Files in this data set contains data related to the manuscript <i>Interacting pest control and pollination services in coffee systems </i>by Martínez-Salinas et al. (2022) accepted for publication in PNAS (https://doi.org/10.1073/pnas.2119959119).<br>In this study we assessed the interaction of two ecosystem services for agriculture: pollination and pest control, via a factorial field experiment in 30 Costa Rican coffee farms. We evaluated the effect of pollination and pest control services on coffee productivity (i.e., fruit set, fruit weight and proportion of bored fruits) through bird and bee exclosure experiments.<br><br>More detail on methods can be found in the attached Word file "00 data set description".<br>For more information please do not hesitate to contact authors Alejandra Martínez-Salinas (amartinez@catie.ac.cr) or Adina Chain-Guadarrama (achain@catie.ac.cr).<br>
DOI: 10.6084/m9.figshare.22309003.v1
title: pBI143 Version 2 across IBD gut metagenomes

description: The anvi'o contigs-db and profile-db files in this folder represent the metagenomic read recruitment results from 1,419 gut metagenomes from individuals who were diagnosed with IBD using the pBI143 version 2 (which was reconstructed from a metagenome that were labeled as CHI0054, hence the file names).