cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.7185683.v1
title: The Mata Azul pegmatitic field, Tocantins/Goiás, central Brazil: geology, genesis and mineralization

description: ABSTRACT: In Goiás and Tocantins States, Central Brazil, several granitic pegmatites were characterized and grouped for the first time. These pegmatites had been intensely explored by hand in the past, producing mainly gemstone varieties of tourmaline and beryl. Barren, beryl- and tourmaline-bearing pegmatites occur across an area of 2,000 km 2 where they intrude regional metasedimentary rocks and peraluminous granites. K-feldspar (mostly altered to kaolin), quartz and mica (mainly muscovite) are the major minerals. The main accessory minerals are beryl, tourmaline, garnet, albite, Fe-Mn phosphate aggregates, and trilithionite. The paragneiss surrounding the barren pegmatites was affected by thermal metamorphism and later hydrothermal alteration, producing Ca-silicates, Ti-Nb-Y oxides and sulfides. Leucogranites of the Mata Azul Suite are peraluminous and syn- to post-orogenic with geochemical characteristics of the LCT granite-pegmatite group. LA-ICP-MS U-Pb geochronology in monazite yields an age of 519 ± 2.8 Ma. Additionally, U-Th-Pb chemical dating of uraninite reveals a maximum age between 500 and 560 Ma. These ages, the field relationships, the mineralogy and the geochemical data suggest that the granites of the Mata Azul Suite are the probable sources of the studied pegmatites. The mineral associations and the mineral chemistry are used to define the degree of fractionation of the pegmatites. We propose that the group of studied pegmatites represents a pegmatitic field, called the Mata Azul Suite Pegmatitic Field.
DOI: 10.25949/24313063.v1
title: Raw Data and STATA data file for the Manuscript titled Adverse Childhood Experiences and Obsessive-Compulsive Personality Traits: Effects of Attachment, Intolerance of Uncertainty, and Metacognition

description: This study aimed to investigate whether attachment-anxiety, intolerance of uncertainty, and metacognition have indirect effects in the association between ACEs and Obsessive-Compulsive Personality Traits (OCPT) in various network models. Undergraduate psychology students (N = 291) participated in an anonymous 30-minute online survey consisting of a series of self-report questionnaires regarding adverse childhood experiences, attachment, intolerance of uncertainty, metacognition, OCPT, and depression. Bootstrapped serial mediation revealed attachment-anxiety and intolerance of uncertainty had a serial-mediation effect in the association between ACEs and OCPT. Serial mediation was not found for metacognition and attachment-anxiety. However, metacognition alone mediated between child emotional abuse and OCPT. These findings expand our currently limited knowledge regarding the etiology of OCPT and suggest that attachment-anxiety, intolerance of uncertainty, and metacognition may be important contributors for understanding the development of OCPT following ACE exposure.This item contains the raw data and the STATA dta. file for this project.
DOI: 10.6084/m9.figshare.28736633.v1
title: sequences.tab

description: The table <i>sequences.tab</i> contains read sequences for singleton insertions and consensus sequences for all other insertions, along with their coordinates and subfamily information reported in the manuscript "<i>An endogenous retroviral element co-opts an upstream regulatory sequence to achieve somatic expression and mobility</i>", authored by Natalia Rubanova, Darshika Singh, Louis Barolle, Fabienne Chalvet, Sophie Netter, Mickaël Poidevin, Nicolas Servant, Allison J. Bardin and Katarzyna Siudeja.
DOI: 10.6084/m9.figshare.13260020.v3
title: Hourly gridded precipitation product in (CHI)llon, (RI)mac and (LU)rin basins (CHIRILU v2)

description: Hourly gridded precipitation product in (CHI)llon, (RI)mac and (LU)rin basins (CHIRILU v2) at 0.1° from 2014 (nov) - 2019 (dec). CHIRILU v2 is developed through the merging of automatic meteorological stations and GPM-IMERG-Early satellite using 8 methods.
DOI: 10.6084/m9.figshare.20032533.v1
title: Assessment of motor coordination and dexterity of six years old children: A psychometric analysis

description: Motor coordination of six-year-old children was examined using the Assessment of Motor Coordination and Dexterity, AMCD (Avaliação da Coordenação e Destreza Motora - ACOORDEM), in order to verify test-retest reliability and investigate whether motor performance is influenced by gender, type of school and residence location. Eighty-five children were evaluated, and their parents and teachers completed questionnaires. For test-retest reliability, the AMCD was repeated with 10 children. Mann-Whitney and chi-square tests identified significant influence of sex, type of school and residence location in just a few of the test items. The test-retest reliability was moderate in the items performance, and good to excellent in the majority of the questionnaires' items. We conclude that some items should be revised and normative tables for the identification of motor delay could be created considering only the age variable. Future studies should continue the process of validating the AMCD instrument with the assessment of younger children.
DOI: 10.17632/f3bs7xkfsf
title: Impact of the continuous and periodic assessment of a buffer replenishment on the DDMRP method

description: Like Kanban or classic inventory management, Demand Driven Material Requirements Planning (DDMRP) assumes that an order is created when the stock level drops below a given level. The assessment of this level can be continuous or periodic. A periodic evaluation can force better repartition of the load over time. DDMRP characterizes the demand for a product by its average daily demand. This aggregation specifies neither the average size of the elementary demands nor the average duration between two elementary demands. Based on a discrete event simulation model, this study suggests that, at least for a flow-shop organization, the DDMRP method, with continuous order generation, is suitable for large mean time between elementary orders, while periodic observation improves the method for small values of it.
DOI: 10.6084/m9.figshare.25408165.v2
title: genome annotation

description: The first reference genome of <i>E. polyphekadion</i><i>in</i> this study will provide pivotal genetic resources.
DOI: 10.6084/m9.figshare.28349459.v1
title: Raw_data.zip

description: Raw data for "Dynamics of evoked responses in hippocampal pathways are encoded by the duration of vigilance states. Marchal et al., Nature Communications, 2025"
DOI: 10.17632/2hfvb59rjk
title: Data description and coding for Fintech business and corporate social responsibility practices

description: We share the data collection process and coding as a research data element
DOI: 10.6084/m9.figshare.19773109.v4
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: 10.60893/figshare.pof.25998544.v1
title: Attachment

description: Code and raw data
DOI: 10.17632/mh229zy4hz
title: Dance Movement Recognition Method Based on ST-GCN and Attention Mechanism - A Study Combining Athlete Physical Training Assistance

description: This study introduces a novel approach for precise dance action recognition through the integration of an attention mechanism and spatio-temporal graph convolutional network (ST-GCN) with athlete physical training assistance. The ST-GCN serves as the foundational framework for recognizing dance actions, augmented by an attention mechanism to mitigate the limitations of fixed topology structures. This addition enables the system to concentrate on crucial features during dance action recognition training, thereby enhancing the model's recognition efficacy. Additionally, an adaptive mechanism is incorporated into the network to refine the training of ST-GCN. The efficacy of the proposed method is evaluated utilizing a dataset of human (skeleton) behaviors containing 56,880 samples, partitioned into training and testing sets at a ratio of 2:1. Results demonstrate that the proposed method surpasses conventional deep neural network approaches for action recognition, achieving an average accuracy of 94.90% on the test set, representing a 29.08% improvement. This study contributes to the application of deep learning and artificial intelligence in sports and enhances dance pedagogy by providing coaches and dancers with a deeper understanding and mastery of intricate movements. Moreover, the method holds promise for applications in fitness and sports competitions.
DOI: 10.6084/m9.figshare.21385740.v1
title: Jozankei plot data

description: The study site was the Jozankei (42°57′ N, 141°12′ E) permanent plot in the Japanese National Forest, located in central Hokkaido. The Jozankei plot was located on a 35° slope at an elevation of 400–500 m. The mean annual temperature was 9.2°C and precipitation was 1,192 mm. Mesic brown forest soil occurs at the site. No. 15 typhoon removed 82% of standing trees (diameter at breast height [DBH] ≥ 5 cm) and 86% of basal area in September 1954. The Jozankei plot was established in 1956 and the pre-disturbance condition was reconstructed based on the first measurements made after the windthrow. All trees with a DBH (1.3 m above the ground) ≥ 5 cm were identified and measured during every survey. Tree measurement was taken 11 times 65–66 years after the windthrow. Salvage logging was not conducted; no trees were harvested after the windthrow. A permanent plot measuring 70 × 70 m (0.49 ha) was set up in 1956; a buffer zone of 1.46 ha was established. Before the windthrow in 1954, conifers and hardwoods in the mixed forest accounted for 57% and 43% of tree basal area, respectively. Abies sachalinensis was dominant in the plot, where 18 other tree species, such as Picea spp., Acer pictum, Quercus. crispula, and Tilia japonica, occurred. The taxonomic nomenclature used here follows Yonekura and Kajita (2003–).
DOI: 10.6084/m9.figshare.22312462.v3
title: Clade-specific allometries in avian basal metabolic rate demand a broader theory of allometry - Data and Code

description: In this zip file is a folder of data (excel and csv files), a folder of code (MATLAB, R) files, and a folder of MATLAB files with just the phylogenetic trees used in our analyses. See also Word doc that outlines all individual documents.
DOI: 10.6084/m9.figshare.17212091.v1
title: Supplementary Material for: Anterior Nucleus of Thalamus Deep Brain Stimulation: A Clinical-Based Analysis of the Ideal Target in Drug-Resistant Epilepsy

description: <b><i>Introduction:</i></b> Deep brain stimulation of the anterior nucleus of thalamus (ANT-DBS) is an approved procedure for drug-resistant epilepsy. However, the preferred location inside ANT is not well known. In this study, we investigated the relationship between stereotactical coordinates of stimulated contacts and clinical improvement, in order to define the ideal target for ANT-DBS. <b><i>Methods:</i></b> Individual contact’s coordinates were obtained in the Montreal Neurological Institute (MNI) 152 space, with the utilization of advanced normalization tools and co-registration of pre- and postoperative MRI and CT images in open-source toolbox lead-DBS with the “Atlas of the Human Thalamus.” Each contact’s pair was either classified as a responder (≥50% seizure reduction and absence of intolerable adverse effects) or nonresponder, with a minimum follow-up of 11 continuous months of stimulation. <b><i>Results:</i></b> A total of 19 contacts’ pairs were tested in 14 patients. The responder rate was 9 out of 14 patients (64.3%). In 4 patients, a change in contacts’ pairs was needed to achieve this result. A highly encouraging location inside ANT (HELIA) was delimited in MNI space, corresponding to an area in the anterior and inferior portion of the anteroventral (AV) nucleus, medially to the endpoint of the mammillothalamic tract (ANT-mtt junction) (<i>x</i> [3.8; 5.85], <i>y</i> [−2.1; −6.35] and <i>z</i> [6.2; 10.1] in MNI space). Statistically significant difference was observed between responders and nonresponders, in terms of the number of coordinates inside this volume. Seven responders and two nonresponders had at least 5 of 6 coordinates (2 electrodes) inside HELIA (77.8% sensitivity and 80% specificity). In 3 patients, changing to contacts that were better placed inside HELIA changed the status from nonresponder to responder. <b><i>Conclusions:</i></b> A relationship between stimulated contacts’ coordinates and responder status was observed in drug-resistant epilepsy. The possibility to target different locations inside HELIA may help surpass anatomical variations and eventually obtain increased clinical benefit.
DOI: 10.26181/5f0bd2c6c0901
title: Data-set for "Physiotherapy students’ self-reported assessment of professional behaviours and skills while working with young people with disability"

description: Twenty-eight physiotherapy students (22 women, 6 men; mean age 21.9 years, SD 2.9) were each matched with a young person with Down syndrome, who was randomly allocated to an intervention or control group. The intervention group completed a 10-week, twice a week progressive resistance training (PRT) programme. The control group completed a 10-week, once a week social programme. Before and after the experience, the students completed a self-reported assessment of their skills in prescribing and supervising PRT, professional behaviours, confidence and the likelihood they would work with people with intellectual disability in the future. Between-group differences were analysed using ANCOVA with baseline measures as covariate
DOI: 10.6084/m9.figshare.22786203.v1
title: Dislocation array reflection enhances strain hardening of a dual-phase heterostructured high-entropy alloy

description: Piling-ups of geometrically necessary dislocation (GND) arrays against interfaces are known to produce hetero-deformation induced (HDI) strengthening and strain hardening to enhance the strength and ductility of heterostructured materials. Here we report an interesting dislocation mechanism that can produce strong HDI hardening: consecutive reflections of GND planar piling-up arrays near the opposite phase boundaries in a heterostructured AlCoCrFeNi<sub>2</sub> high entropy alloy (HEA). In contrast, dislocation transmission was found at grain boundaries in the fcc phase. The discovery here provides guidance for future materials design, which may improve the combination of strength and ductility of metallic materials. A hitherto unknown consecutive reflection of GND arrays near phase boundaries of a heterostructured HEA is observed and proposed as a key contributor to HDI hardening.
DOI: 10.6084/m9.figshare.24886611.v1
title: ProjecTILs human reference atlas of CD4+ tumor-infiltrating T cells, version 2

description: <b>New version of human reference atlas of CD4+ tumor-infiltrating T cells.</b><b>In this version, previous version (version 1) Naive-like CD4+ T cells are divided into CD4+ Naive-like and CD4+ Memory-like T cells.</b>ProjecTILs human reference atlas of CD4+ tumor-infiltrating T cells, generated by semi-supervised STACAS integration of 20 scRNA-seq datasets spanning 7 cancer types. The datasets were obtained from the collection by Zheng et al. Science 2021).The dataset is available as a Seurat object, with subtype labels (functional cluster), sample of origin and several other measurement for each cell stored in the object metadata. The object can be loaded into an R session using the readRDS() function, and directly used as a reference atlas for ProjecTILs (Andreatta et al. Nat Comms 2021) or HiTME tools.Code for its generation can be found at: https://github.com/carmonalab/CD4_TILs_human
DOI: 10.17632/rjnyr6zx2w
title: Incidence of melanoma and its subtypes by census tract-level socioeconomic status: a United States population-based cohort analysis

description: Supplemental material for our study "Incidence of melanoma and its subtypes by census tract-level socioeconomic status: a United States population-based cohort analysis"
DOI: 10.17632/yrzjjcpms8
title: building_21Mar2023

description: The dataset contains a sample of 406,745 English properties and weather data. The properties are from 5 areas: Brighton and Hove, Croydon, North Norfolk, East Staffordshire, Newcastle upon Tyne and Cornwall.

"EPC" contains the building archetypes in the Energy Performance Certificates of the properties.
"England_max_temperature" is the average daily maximum temperature by month for the period of years 1884-2021.
"England_mean_temperature" is the average daily mean temperature by month for the same period.
DOI: 10.6084/m9.figshare.23940069.v2
title: A cross-institutional database of operational risk external loss events in Chinese banking sector 1986-2023

description: Nowadays the collection of operational risk data worldwide highly relies on human labour, leading to slow updates, data inconsistency, and limited quantity. There remains a substantial shortage of publicly accessible operational risk databases for risk analysis. This study proposes a new data collection framework by aggregating text mining methods to replace the exhausting manual collection process. The news about operational risk can be automatically collected from the web page, then its content is analyzed and the key information is extracted. Finally, the Public-Chinese Operational Loss Data (P-COLD) database for financial institutions is constructed and expanded. Each record contains 12 key information, such as occurrence time, loss amount, and business lines, offering a more thorough description of operational risk events. With 3,723 data records from 1986 to 2023, the P-COLD database has become one of the largest and most comprehensive external operational risk databases in China. We anticipate the P-COLD database will contribute to advancements in operational risk capital calculations, dependence analysis, and institutional internal controls.The <i>P-COLD-Chinese ver.xlsx</i> is an external data database on operational risk in China's banking sector collected from publicly available data sources recorded in Chinese.The <i>P-COLD-English ver.xlsx </i>is a translation of <i>P-COLD-Chinese ver.xlsx</i> into English.The <i>bank_code-CH_and_EN.xlsx</i> records the real official Chinese name, common Chinese abbreviation, and official English name of the bank corresponding to the bank code in the P-COLD database.The <i>city-CH_and_EN.xlsx</i> and <i>province-CH_and_EN.xlsx</i> record the corresponding names in English and Chinese for the <i>City involved</i> and <i>P</i><i>rovince involved</i> fields in P-COLD, respectively.The <i>Casual factor, loss type and business line_CH_EN.xlsx</i> records the corresponding names in English and Chinese for the <i>Casual factor</i>, <i>Loss type</i> and <i>B</i><i>usiness line</i> fields in P-COLD, respectively.
DOI: 10.6084/m9.figshare.28749875.v1
title: Wärmeenergieverbrauch von öffentlichen Gebäuden 2025

description: Beim Heizen in einem Gebäude geht es um die Erzeugung und Verteilung von Wärme, um eine angenehme Innentemperatur zu gewährleisten. Hier ist ein Überblick darüber, wie die Heizung in einem Gebäude funktioniert:<br>Wärmeerzeugung:<br><br>Eine Wärmequelle, wie z. B. ein Heizkessel, ein Ofen oder ein elektrischer Heizkörper, erzeugt Wärmeenergie. Diese Quelle wird in der Regel mit Erdgas, Öl, Strom oder einer anderen Energiequelle befeuert.<br><br><br>Wärmeübertragung:<br><br>Die erzeugte Wärme wird durch einen Prozess wie Verbrennung, elektrischen Widerstand oder Wärmeaustausch auf ein Medium, häufig Wasser oder Luft, übertragen.<br><br>Verteilung:<br><br>In einem wasserbasierten System wird heißes Wasser durch Rohre zu Heizkörpern oder Fußbodenheizungen gepumpt. In einem luftbasierten System wird die warme Luft durch Kanäle in verschiedene Räume geleitet.<br><br>. Strahlung und Konvektion:<br><br>Sobald die Wärme im Raum ist, strahlt sie von den Heizkörpern oder Heizelementen ab und erwärmt die Oberflächen in der Nähe. Außerdem steigt warme Luft nach oben und erzeugt Konvektionsströme, die dazu beitragen, die Wärme im Raum zu verteilen.<br><br>Thermostatsteuerung"<br><br>- Ein Thermostat überwacht die Innentemperatur. Wenn er ein Absinken unter die eingestellte Temperatur feststellt, signalisiert er dem Heizsystem, mehr Wärme zu erzeugen.<br><br><br>Zur Berechnung der Wärmeenergie muss man die Grundsätze der Wärmeübertragung und die besonderen Merkmale des Gebäudes kennen:<br><br>Heizlastberechnung:<br><br>Hierbei wird die Menge an Wärmeenergie ermittelt, die erforderlich ist, um eine angenehme Temperatur im Gebäude aufrechtzuerhalten. Zu den Faktoren gehören die Außentemperatur, die Isolierung, die Baumaterialien, die Fenster und das Belegungsverhalten.<br><br>Spezifische Wärmekapazität:<br><br>Diese Eigenschaft gibt an, wie viel Wärmeenergie erforderlich ist, um die Temperatur einer Substanz zu erhöhen. Wasser hat zum Beispiel eine spezifische Wärmekapazität von etwa 4,18 Joule pro Gramm und Grad Celsius.<br><br>Wärmeübertragungsgleichungen:<br><br>Je nachdem, ob Wärmeleitung (direkter Kontakt), Konvektion (Bewegung von Flüssigkeiten) oder Strahlung (elektromagnetische Wellen) die vorherrschende Art der Wärmeübertragung ist, werden unterschiedliche Gleichungen verwendet.<br><br>Erwägungen zum Wirkungsgrad:<br><br>Der Wirkungsgrad des Heizsystems beeinflusst, wie viel Energie tatsächlich verbraucht wird, um den gewünschten Komfort zu erreichen.
DOI: 10.6084/m9.figshare.12191868.v1
title: BIDS_FNUSA

description: BIDS FNUSA dataset
DOI: 10.6084/m9.figshare.26085571.v1
title: Image Fusion/Detection Raw Data

description: These data are raw image data related to the qualitative results of fusion, detection, and ablation experiments in our manuscript "<b>A Novel Infrared and Harsh Light Visible Image Fusion Network Base on Ambient Light Intensity Perception</b>"