cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.7512779.v1
title: Carbothermic reduction of Electric Arc Furnace Dust via thermogravimetry

description: Abstract Electric Arc Furnace Dust (EAFD) is a solid waste originated from electric steelmaking furnaces. Currently, according to some authors, there is an estimated generation of 15 to 25 kg of dust per ton of steel produced. The formation of the dust is related to the following steps of the process: furnace charge, metal volatilization, iron vaporization under the arc, drag of solid particles and, mainly by the collapse of CO bubbles from metallic bath decarburation. The dust has metals that are harmful to the environment. Otherwise, it is mostly composed of the elements iron, zinc and oxygen. Due to increasing costs for disposal and because it is considered a hazardous waste, industry is looking at the possibility of returning the dust to the steelmaking process. One of the alternatives is by reintroducing the waste in an electric melting shop using self-reducing agglomerates as part of the furnace burden. In this study, self-reducing mixtures are prepared with EAFD and petroleum coke (PET), presenting chemical and physical characterizations. An evaluation about the behavior of the mixtures is carried out in thermobalance, regarding the possibility of use in measuring accurate PET content in self-reducing pellets. As results it could be stated that the elements of economic interest, Zn and Fe, represent, respectively, 34.23 and 22.80%, in weight. These elements are present in chemical species frankilinite, zincite and magnetite and the reducible oxygen was estimated as 17.90%. Also, it was concluded the optimal content of petroleum coke in the mixtures varies from 10 to 15%, in weight. Therefore, the utilization potential of the thermogravimetric technique in the industrial field for adjustment of carbon content in batches of self-reducing pellets is satisfactory.
DOI: 10.6084/m9.figshare.7650131.v1
title: low resolution wind tunnel

description: low resolution wind tunnel
DOI: 10.6084/m9.figshare.c.3606356_d2.v1
title: Additional file 1: Table S1. of A simple gene set-based method accurately predicts the synergy of drug pairs

description: List of co-enriched gene sets for all drug combinations in the DREAM dataset. (XLSX 35 kb)
DOI: 10.17632/m9ptn4vzpd
title: The Influence of Repetitive Thoughts of CS-US Pairing on Expectancy Learning and Evaluative Conditioning

description: Repetitive thinking is a common phenomenon, also implicated in a variety of mental disorders. The content of repetitive thoughts can take the form of prediction of aversive events (in worry) or evoking negatively valenced information (in rumination), for instance. Investigating the influence of repetitive thinking through the lens of associative learning could help deepen our understanding of the mechanisms involved in its effects.
In two experiments, non-clinical participants were exposed to CS-US pairings with the aim of creating non-threatening expectancy learning (Experiment 1) or evaluative conditioning (Experiment 2). After each conditioning trial, participants were instructed to initiate repetitive thoughts about the pairing (i.e. rehearse) or follow control instructions.
Experiment 1 (N = 64) showed that such intervention strengthen the association between the mental representations of the CS and the US, leading to a stronger US expectancy in response to the CS. In Experiment 2 (N = 107), an evaluative conditioning effect was observed; however, it was not influenced by repetitive thinking.
The study demonstrated that simulated repetitive thinking strengthens the CS-US association and leads to greater US expectancy in expectancy learning, despite appearing not to influence the evaluative conditioning effect.
DOI: 10.17632/snp56ydb3j
title: Data for: Multiple Time and Spectral Analysis Techniques for Comparing the PhotoPlethysmography to PiezoelectricPlethysmography with Electrocardiography

description: a new publicly available database of PPG and PEPG signals collected during rest, respiration, and motion for the creation and validation of signal processing algorithms for analysis and feature extraction from PPG and PEPG signals. PPG and PEPG signals are recorded from the fingertip of ring finger from left and right hand respectively are recorded together with limbs electrocardiography (ECG) to allow a reference/comparison to be found. The new database provides a benchmark for current algorithms or could assist in the development of algorithms to be tested on two different plethysmography technologies instead of only one technology.
DOI: 10.6084/m9.figshare.13265471.v1
title: dental-cepha-dataset.zip

description: This dataset containing 102 cephalograms. Licence is CC BY-NC-SA.Use this dataset, please cite following paper,Minmin, Zeng, Zhenlei, Yan, Shuai Liu, Yanheng Zhou, Lixin Qiu, 2020. Cascaded convolutional networks for automatic cephalometric landmark detection. Medical Image Analysis , 101904.<br>
DOI: 10.6084/m9.figshare.19149824.v3
title: PaleoPerm

description: The PaleoPerm database was created on the basis of published studies of the natural history of the of the Perm Kama region. The objects of the database are paleoarchives (peatlands, lacustrine, alluvial, cover, cultural, polygenetic sediments) of the Late Pleistocene and Holocene age. The database contains information about the location of paleoarchives in the WGS84 coordinate system. For each object, a set of data is provided on its name, study area, geographical and morphometric characteristics, information on dating, and a set of analyzes (proxy-data) performed. In total, more than 20 parameters. For each paleoarchive, links to the original source of the study data are also indicated. The database can be visualized using geographic information systems. It is intended for specialists in the field of paleogeography, paleoecology, Quaternary geology, archeology and all those interested in the natural history of the region. The information is systematized in the form of two files: "Таблица.xlsx" and "PaleoPerm.shp". As additional materials, the "Описание и инструкция по использованию.docx", "Карточка палеоархива.docx" (for further replenishment of the database) and "Библиографический список публикаций.docx" are attached to the database.
DOI: 10.6084/m9.figshare.23623014.v8
title: Supplementary Files for "A draft genome of the neritid snail Theodoxus fluviatilis"

description: The file GenomeImprovementPipeline.sh describes the code that was used in creating the genome assembly and annotation for Theodoxus fluviatilis.The file TableS1.csv contains information about the 50 Illumina whole genome sequences that were generated and are deposited at NCBI.The file TableS2.csv contains information for different assemblers that were tried on the PacBio WGS data.The file FigureS1.pdf contains the results of the contamination screening of the initial genome assembly, using BlobTools blobtoolkit.The file FigureS2.pdf contains the results of the contamination screening of the final genome assembly, using BlobTools blobtoolkit.The file tsebra_output_exonfilter_longestisoform_fixed.gff is the annotation file corresponding to the de novo genome assembly of Theodoxus fluviatilis. md5sum b77882a01732fe82dec18ac964cc6be7The file P_RNA_scaffold.Ppolish_6ab_onlyS7_filtered_contfix_adapterfix.fasta is the genome assembly file of Theodoxus fluviatilis. md5sum 65ffadca4f6b9e774280ef53bd5500b5 <br>
DOI: 10.6084/m9.figshare.23653299.v1
title: data.zip

description: Data for the paper: Thomas, A., Ré, C., & Poldrack, R. (2022). Self-supervised learning of brain dynamics from broad neuroimaging data. Advances in Neural Information Processing Systems, 35, 21255-21269.
DOI: 10.6084/m9.figshare.24125487.v1
title: The assembled genomes and annotation files of eight cyprinid fishes

description: The assembled genomes and annotation files of eight cyprinid fishes, including <i>Megalobrama amblycephala, </i><i>Culter alburnus, </i><i>Ctenopharyngodon idella, </i><i>Cirrhinus molitorella, </i><i>Pseudorasbora parva, </i><i>Xenocypris davidi, </i><i>Gobiocypris rarus, </i>and <i>Elopichthys bambusa. </i>The related reference has the title: "Genomes reveal pervasive distant hybridization in nature among cyprinid fish"<i>.</i><br><br>
DOI: 10.6084/m9.figshare.24151401.v1
title: CRISPR Screen Raw Data

description: Raw data of the CRISPR screen results published in Nature Biomedical Engineering entitled "Identification of druggable regulators of cell secretion via a kinome-wide screen and high-throughput immunomagnetic cell sorting"
DOI: 10.6084/m9.figshare.27909219.v1
title: ROAD OBSTACLES.zip Road Obstacles for Training DL Models

description: Augmented custom dataset with images sourced from online sources and camera captures. The dataset was used to train YOLO models for road obstacle detection on African roads specificallly.
DOI: 10.6084/m9.figshare.28430021.v1
title: Genome annotations of <i>Scaptochirus moschatus</i>

description: Genome annotations of the short-faced mole (<i>Scaptochirus moschatus)</i>
DOI: 10.6084/m9.figshare.816957.v1
title: Astronomical Powerpoints

description: A series of educational animated powerpoints to explain difficult astronomical terms
DOI: 10.17632/2wth7n9662
title: Data for: The synchrony of cover crop decomposition, enzyme activity, and nitrogen availability in a corn agroecosystem

description: Data for cover crop soil inorganic nitrogen availability study submitted for publication in December 2018 to the Journal of Soil and Tillage Research. Data are enzyme activity and inorganic nitrogen availability in cover cropped corn agroecosystems at the Purdue University Agriculture Center for Research and Education (ACRE) (2016, 2017).
DOI: 10.17632/jkjkpvgxyd
title: Mutagenesis in POLH KO and wt RPE1 cell line

description: We generated POLH knockouts in RPE-1 cell line and treated them with UVA, UVC, and KBrO3 to better understand mutagenesis in xeroderma pigmentosum variant (XP-V) patients. The dataset contains filtered VCF files from the experiments (GRCh37 reference genome). FASTQ raw data is available on NCBI under accession number PRJNA940340.
DOI: 10.6084/m9.figshare.23659923.v1
title: Actinostola_sp genome and annotation

description: Actinostola sp. genome and annotation.
DOI: 10.6084/m9.figshare.28729076.v1
title: GCGAN for building layout generation

description: The rar file contains the data for the model GCGAN. Parcels and buildings are processed as ".gpickle" files, with folder "processed" for the training set and folder "raw_geo" for the test set.
DOI: 10.6084/m9.figshare.29150549.v1
title: Fecundity of T. japonicus strains and their hybrids

description: In laboratory studies, we examined the life history consequences of admixture between one intentionally introduced laboratory-reared line (from China) and one pre-existing adventive line (from Switzerland) of <i>Trissolcus japonicus</i> (Hymenoptera: Scelionidae), an egg parasitoid of <i>Halyomorpha halys</i> (Hemiptera: Pentatomidae), in Europe. We tested reproductive compatibility and compared life history traits (fecundity, sex ratio, longevity, and development time) in reciprocal crosses between parental and hybrid lines of the two lines over multiple generations. The intentionally introduced and adventive lines were reproductively compatible, with no evidence of outbreeding depression or hybrid breakdown in either the first or third generations after crossing. Hybrid offspring exhibited life history traits that were either intermediate or similar to those of either parental line. Notably, hybrid lines showed higher fecundity and a more female-biased sex ratio than the adventive parental line. These findings suggest that admixture has some potential to introduce trait values thought to be positively associated with fitness and biological control efficacy.
DOI: 10.17632/fsjy6dhx3z
title: Data for: Natural Disasters and Entrepreneurship Activity

description: Natural Disasters and Entrepreneurship Activity dataset comprised of World Bank data sources.
DOI: 10.6084/m9.figshare.10120196.v1
title: Data and Code for Csata et al.

description: Description of the modelData to run the modelCode for the model
DOI: 10.6084/m9.figshare.12963008.v1
title: Metadata record for: Bias-corrected climate projections for South Asia from Coupled Model Intercomparison Project-6

description: This dataset contains key characteristics about the data described in the Data Descriptor Bias-corrected climate projections for South Asia from Coupled Model Intercomparison Project-6. <br> Contents: <br> 1. human readable metadata summary table in CSV format 2. machine readable metadata file in JSON format <br> <br> <br>
DOI: 10.6084/m9.figshare.12998801.v1
title: aggr dyad level

description: Data collected at the level of a dyad
DOI: 10.6084/m9.figshare.15059886.v1
title: Rheological and Mechanical Layering of the Crust Underneath Thumbprint Terrains in Arcadia Planitia, Mars

description: <b>Tab.S01 | Fractal analysis outcomes. </b>Each cluster is associated to: (i)<b> </b>the upper cutoffs displayed with the measured error, (ii) the minimum possible error for each Uco measure, (iii) the comparison between the minimum possible error and the actual measured error, (iv) the inferred cluster reliability, and (v) the number of units belonging to each cluster.DS.01 | Fractal analyses. Raw fractal analysis outcomes subdivided by cluster.DS.02 | Fracture spacing analyses. Results of fracture spacing analysis. For each outcrop is provided: the visual map of TPT alignments and streamlines, statistical distributions, fits and outcomes for the entire outcrop followed by an analysis break down for each streamline (for further details refer to Bistacchi et al., 2020). Outcrop 2 resulted too small to be statistically significant and it was not possible to run any meaningful analyses; accordingly, it was discarded.Streamline2Scanline.txt file contains the DOI reference to the archived code used for the fracture spacing analyses.
DOI: 10.6084/m9.figshare.17126738.v1
title: Montevideo Garbage Containers

description: This dataset represents the location of the garbage containers in the city of Montevideo (Uruguay) and time/distance cost matrix for travelling from one container to another in the city.The start point files have the time and distance cost of travelling from a container to Montevideo's main garbage dumpsite: Vertedero Felipe Cardozo.<br>The coordinates of the garbage containers has been obtained through the open dataset https://catalogodatos.gub.uy/dataset/intendencia-montevideo-contenedores-de-residuos-domiciliarios-ubicacion. Which is licensed by<i> Licencia de DAG de Uruguay</i>.<br>The distance/time cost matrix has been computed using the Graphhopper routing engine (https://www.graphhopper.com/).
DOI: 10.6084/m9.figshare.22691305.v2
title: Untitled Item

description: The MIDOG++ dataset represents an extension of the data set used in the MIDOG 2021 and 2022 challenges. We provide region of interest images from 503 histological specimens of seven different tumor types with variable morphology: breast carcinoma, lung carcinoma, lymphosarcoma, neuroendocrine tumor, cutaneous mast cell tumor, cutaneous melanoma, and (sub)cutaneous soft tissue sarcoma. The human and canine samples were processed and stained at different human and veterinary pathology laboratories with standard H&E dye and digitized with different digital whole slide image scanners. We provide labels for 11,937 mitotic figures that have been differentiated against 14,351 imposter cells in a blinded consensus by two pathologists and a final decision by a third pathologist for disagreed labels.
DOI: 10.17632/2g9nkcdj53
title: Dataset of understory reflectance spectra and fractional cover in a boreal forest area in Finland

description: The dataset includes forest floor spectral reflectance factors at wavelengths of 350–2500 nm, fractional cover data of forest floor, forest inventory data, and data on the light availability at forest floor (diffuse non-interceptance, DIFN) and tree canopy structure (effective plant area index, PAIe). The data were collected near peak growing seasons 2018–2019 in situ in total of 36 forest stands in Hyytiälä, Finland (61°50’N, 24°17’E). Each study stand represents a forest site (fertility) type: OMT (herb-rich), MT (mesic), VT (sub-xeric), or CT (xeric), based on Cajander’s theory of forest types [1].

The first spread sheet contains descriptions of the variables, second spread sheet the stand characteristics, and third the spectral data.

Version history:
This is Version 3 of the dataset, which was used, together with data from [6], in the study of Forsström et al. [2]. If using Version 3, please cite Forsström et al. [2, 3].
Version 2 had an indexing error that caused the spectral data to be in the wrong order. Do not use Version 2.
Version 1 was used in Forsström et al. [4]. It did not include canopy structure data and applied slightly different preprocessing of the spectra. If using Version 1, please cite Forsström et al. [4, 5].

We thank Lauri Korhonen, Ville Ranta, and Daniel Schraik for collaboration. Data collection and preparation was supported by the Academy of Finland [BOREALITY, grant number 286390; and DIMEBO, grant number 3323004]; and by the European Research Council (ERC) under the European Union’s Horizon 2020 research and innovation programme [grant agreement No 771049]. The article reflects only the authors’ view and the Agency is not responsible for any use that may be made of the information it contains.

[1] Cajander, A.K., 1926. The theory of forest types. Acta Forestalia Fennica. doi:10.14214/aff.7193
[2] Forsström, P.R., Hovi, A., Juola, J., Rautiainen, M., 2023. Links between light availability and spectral properties of forest floor in European forests. Agricultural and Forest Meteorology. doi:10.1016/j.agrformet.2023.109481
[3] Forsström, P.R., Juola, J., Hovi, A., Rautiainen, M., 2024. Dataset of understory reflectance spectra and fractional cover in a boreal forest area in Finland. Mendeley Data, V3. doi:10.17632/2g9nkcdj53.3
[4] Forsström, P.R., Juola, J., Rautiainen, M., 2021. Relationships between understory spectra and fractional cover in northern European boreal forests. Agricultural and Forest Meteorology. doi:10.1016/j.agrformet.2021.108604
[5] Forsström, P.R., Juola, J., Hovi, A., Rautiainen, M., 2021. Dataset of understory reflectance spectra and fractional cover in a boreal forest area in Finland. Mendeley Data, V1. doi:10.17632/2g9nkcdj53.1
[6] Forsström, P.R, Hovi, A., Juola, J., Rautiainen, M., 2024. Dataset of tree canopy structure, understory reflectance spectra and fractional cover in hemiboreal and temperate forest areas in Estonia and the Czech Republic. Mendeley Data, V2. doi:10.17632/9dx32rszp8.2
DOI: 10.17632/nkskkcpdg9
title: Electrical resistivity imaging data for hydrogeological and geological hazard investigations in Taiwan

description: Electrical resistivity imaging (ERI) data were collected using multi-electrode resistivity instruments with electrodes placed along profiles and connected to cables with connector boxes, which were then connected to a resistivity meter during resistivity measurements. The ERI data for hydrogeological studies includes 5 ERI profiles from Changhua, 33 from Yunlin, 36 from Yilan, 23 from Taichung, 23 from Chiayi and Tainan, and 23 from Taipei basins. In addition, time-lapse ERI profiles are presented for 10 ERI from Yilan, 10 ERI from Pingtung, 11 ERI from Taichung, and 31 ERI from Minzu basins. Moreover, 10 ERI data points were used to detect the Rusui Fault, 12 for the Qishan Fault, 13 for the Yuli Fault, and 25 for the Shanyi Fault. Totally, the data contains 265 ERI profiles with a total survey length of 59,905 m. A single ERI profile contains hundreds to thousands of subsurface apparent resistivity data points. The data was collected between 2010 and 2022 from different regions of Taiwan. 
Each survey site includes detailed data acquisition and descriptions.
DOI: 10.6084/m9.figshare.25323397.v1
title: <b>Integrative single-cell analysis of human colorectal cancer reveals patient stratification with distinct immune evasion mechanisms</b>

description: <b>Abstract</b>The tumor microenvironment (TME) significantly influences colorectal cancer (CRC) progression, therapeutic response, and clinical outcome, but studies of inter-individual heterogeneities of TME in CRC are lacking. Here, by integrating human colorectal single-cell transcriptomic data from approximately 200 donors, we comprehensively characterized transcriptional remodeling in TME compared to noncancer tissues and identified a rare tumor-specific subset of endothelial cells with T cell recruitment potential. The large sample size enabled us to stratify patients based on their TME heterogeneity, revealing divergent TME subtypes in which cancer cells exploit different immune evasion mechanisms. Additionally, by associating single-cell transcriptional profiling with GWAS-identified risk genes, we identified stromal cells as major effector cell types in CRC genetic susceptibility. In summary, our results provide valuable insights into CRC pathogenesis and might help with the development of personalized immune therapies.<b>Data availability</b><b>adata_AllAnnotated.h5ad</b> is the anndata object that contains 671,192 cells and 51,971 genes. Moreover, you can interactively visualize the data at http://118.190.148.166:8918/. <br>
DOI: 10.6084/m9.figshare.7694432.v1
title: Supplementary Material for: Prediction Models for Early Childhood Obesity: Applicability and Existing Issues

description: Statistical models have been developed for the prediction or diagnosis of a wide range of outcomes. However, to our knowledge, only 7 published studies have reported models to specifically predict overweight and/or obesity in early childhood. These models were developed using known risk factors and vary greatly in terms of their discrimination and predictive capacities. There are currently no established guidelines on what constitutes an acceptable level of risk (i.e., risk threshold) for childhood obesity prediction models, but these should be set following consideration of the consequences of false-positive and false-negative predictions, as well as any relevant clinical guidelines. To date, no studies have examined the impact of using early childhood obesity prediction models as intervention tools. While these are potentially valuable to inform targeted interventions, the heterogeneity of the existing models and the lack of consensus on adequate thresholds limit their usefulness in practice.
DOI: 10.17632/tzjzkyrrvh
title: Data: White and amber light at night disrupt sleep physiology in birds
DOI: 10.17632/w2n6rvdp87
title: Detailed Analysis and Characterization of Subjective Assessment Indicators of Manual and Automated Parking Maneuvers Research Data

description: Characterization data of manual and fully automatic as well as longitudinal and lateral parking maneuvers. The data include the participants' characterization of the Subjective Assessment Indicators.
DOI: 10.6084/m9.figshare.25857265.v3
title: High-quality Chromosomal-Level Genome Assembly of the Wasabi (<i>Eutrema japonicum</i>) ‘Magic’

description: Wasabi (<i>Eutrema japonicum</i>) is a plant in the Brassicaceae family that produces its distinctive pungent taste through allyl isothiocyanate. This study achieved a high-quality chromosome-level genome assembly of the <i>E. japonicum</i> 'Magic,' bred in Korea for its rapid growth cycle. The assembly was accomplished using a combination of Illumina, PacBio HIFI, Nanopore MinION, and Pore-C scaffolding technologies. The final assembled genome size is 794.6 Mb, anchored to 14 chromosomes. The genome comprises 65.17% repetitive elements and has a BUSCO score of 99.3%, indicating a high level of completeness. Compared to previously published assemblies, the total length increased by approximately 48.08 Mb, while the number of Ns decreased from 89,000 to 49,000, and the assembly gaps (500N padding) reduced from 178 to 98, resulting in a higher quality assembly. This genome will be a valuable resource for genetic and biological research on <i>E. japonicum</i>, aiding in its breeding and genetic improvement.