cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/8c26dn6c7w
title: EEG dataset of Fusion relaxation and concentration moods

description: Aim: This dataset aims to provide open access of raw EEG signal to the general public. We believe that such fusion of human moods (Relaxation & concentration) shall increase scientific transparency and efficiency, promote the validation of published methods, and foster the development of new algorithms. In addition, publishing research data is becoming more important as public funding agencies are moving towards open research data requirements. Scenario: The proposed scenario adapted to acquire the brain EEG signals in two different mental status. First while subjects in a relaxed mood, and second in concentration mood. Both of these cognitive stimuli considers as self-induced motivation. The recording period continues till three minutes for each session, as follows: -In the first minute, the subject is asked to relax and sit on a handed chair with eye open looking at a black screen computer of about 40cm far. Until hearing beep sound. -In the second minute, a random picture appear on the screen contain a question or some different objects. The subject is asked to solve the problem or to find common relation links all these objects together. -In last minute, the subject is asked to close his/her eyes and relax again until the beep sound. Sessions: Fore sessions were recorded for each subject. Such that, first two sessions are done on the same day with 1-2 hours interval, and remaining sessions are done after 2-3 days in the same way. The reason behind this separation is to avoid medium term influences that may subjects have. Each session continues for three minutes. The total recording time for each subject equal to 720 seconds. A small program designed to control the timing and recording procedure of the sessions. Numbering system: The numbering system is formatted to include both subject enrollment number and trials. First four characters represent the subject number, where last three characters represent the session record number. For example (S001E03) indicate 1st subject and 3rd recording session. Artifacts: In this experiment, we notice that some subjects accidentally generated internal artifacts. Therefore we intentionally continue recording their brain signals to provide more realistic condition to the experiment and also provide a role for the artifact removal techniques in the pre-processing phase. Data recording: EEG raw data recorded using EMOTIV EPOC+ device with 14 channels (AF3, F7, F3, FC5, T7, P7, O1, O2, P8, T8, FC6, F4, F8, and AF42), plus References in the CMS/DRL noise cancellation configuration P3/P4 locations. The signals were sampled with 250 SPS. Sample space: The sample space consists of 30 participants (56.6% male and 43.3% female) with ages of 18-40 years. The subjects do not suffer(ing/ed) from any brain problems (mentally or physiologically). 33% of the subjects were smokers and 3% of them were alcoholics. All the subjects are well educated and have at least B.S degree.
DOI: 10.17632/k37fwxgtvw
title: Data repository for "A petrogenetic study of apatite in Chang’E-5 basalt: implications for high sulfur contents in lunar apatite and volatile estimations for the lunar mantle"

description: This is the data repository for the paper entitled "A petrogenetic study of apatite in Chang’E-5 basalt: implications for high sulfur contents in lunar apatite and volatile estimations for the lunar mantle" by Huijuan Li and coauthors. The sample studied (CE5C0800YJYX013GP) is provided by the China National Space Administration (CNSA). It contains two basaltic clasts set in a one-inch epoxy mount. This data repository includes compositional data for apatite and melt inclusions acquired using Electron Microprobe, relevant literature data on apatite and melt inclusions from lunar samples plotted in figures, and an EXCEL sheet displaying the fractional crystallization modeling performed to reproduce the volatile zoning in apatite. Different from apatite from Apollo mare basalts, apatite compositions reported here have low F and high Cl and S (up tp 3000 ppm) characteristics. This study presents an explanation for such high Cl and S contents in apatite and implications for volatile estimations in the CE5 lunar mantle.
DOI: 10.17632/pcmnjy69gv
title: Extreme weather events AMY weather file

description: Building performance simulation in extreme conditions is crucial for improving the resilience of buildings to withstand climate change-induced weather events. Using Actual Meteorological Year weather files instead of Typical Meteorological Year files allows for accurate estimation of building performance during such extreme conditions, enabling the assessment of vulnerabilities and areas that require improvement. The approach applies to both existing buildings needing climate change-resilient retrofits and new building designs that must be compatible with future climatic conditions. The intensification and frequency increase of these extreme weather events make developing adaptation and resilient-building measures imperative, involving understanding potential losses households may experience due to the intensification of extreme events. Addressing the knowledge gap caused by the absence of an AMY weather file dataset is essential for accurate BPS during past extreme climate change-induced weather events. This article introduces a comprehensive .epw format weather file dataset focusing on historical extreme weather events in Canada, encompassing a diverse array of past occurrences in various locations, allowing for better estimation of thermal performance.
DOI: 10.17632/t9cmfb8vcj
title: Motivating Collusion

description: This is the Stata code and public version of the data used in Sangeun Ha, Fangyuan Ma, and Alminas Zaldokas, "Motivating Collusion", forthcoming at the Journal of Financial Economics.
DOI: 10.6084/m9.figshare.7894976.v2
title: Global surface ocean pCO2 from CSIR-ML6 (version 2019a)

description: <b>UPDATE: please see https://doi.org/10.6084/m9.figshare.12652100.v5 for the updated version</b><br>Monthly surface ocean pCO<sub>2</sub> (partial pressure of CO<sub>2</sub>) estimates from 1982 to 2016, obtained from the ensemble average from six methods (CSIR-ML6 version 2019a). <br>For more information please contact Luke Gregor (lukegre@gmail.com) or refer to: Gregor L., A. D. Lebehot, S. Kok and P. M. Scheel Monteiro, A comparative assessment of the uncertainty of global surface-ocean CO<sub>2</sub> estimates using a machine learning ensemble (CSIR-ML6 version 2019a) - have we hit the wall, <i>submitted to Geoscientific Model Development.</i> <br>Data can also be downloaded at OCADS: https://www.nodc.noaa.gov/ocads/oceans/ndp_101/ndp101.html<br><br>
DOI: 10.6084/m9.figshare.14695176.v2
title: Web of Science categories (WC, SC, main categories) and ESI disciplines mapping

description: Mapping of Research Area (SC), Web of Science Category (WC), five main categories, and ESI disciplines.<br>
DOI: 10.6084/m9.figshare.5675290.v1
title: Allen Human Brain Atlas H0351.1012

description: The dataset is a zip archive. It contains normalised gene expression values in brain regions available from Allen Brain Atlas http://human.brain-map.org.This archive contains normalized microarray expression values as well as probe and sample metadata necessary for analysis, altogether there are four files.<br>The details about normalization procedure are provided in the technical white paper http://help.brain-map.org/display/humanbrain/Documentation
DOI: 10.17632/7mwfftd2x4
title: DAMQT 3.2

description: New version of program DAMQT for the analysis of molecular electron density and related properties, with new applications including an entirely new 3D viewer based on new OpenGL (3.3 or higher). The tarball includes a MSwindows installer in the "windows" directory and a manual in PDF format in "doc/manual" directory. A "samples" directory is included with files coming from different suites for molecular calculations that can be directly processed by DAMQT as commented in the manual. Installation on Unix systems can be made through cmake as indicated in the manual.
DOI: 10.17632/gy97bcv4dm
title: Development of a 2NN-MEAM potential for Ti-B system and studies of the temperature dependence of the nanohardness of TiB2

description: The data provided below are files to reproduce the results presented in the article "Development of a 2NN-MEAM potential for Ti-B system and studies of the temperature dependence of the nanohardness of TiB2"
DOI: 10.17632/hytzz8wftw
title: Codes and Data Package: Long-Term Macroeconomic Effects of Climate Change: A Cross-Country Analysis

description: This package contains all the Stata data, do, and ado files needed to replicate the empirical findings in "Long-Term Macroeconomic Effects of Climate Change: A Cross-Country Analysis", forthcoming in Energy Economics.

Abstract: We study the long-term impact of climate change on economic activity across countries, using a stochastic growth model where productivity is affected by deviations of temperature and precipitation from their long-term moving average historical norms. Using a panel data set of 174 countries over the years 1960 to 2014, we find that per-capita real output growth is adversely affected by persistent changes in the temperature above or below its historical norm, but we do not obtain any statistically significant effects for changes in precipitation. We also show that the marginal effects of temperature shocks vary across climates and income groups. Our counterfactual analysis suggests that a persistent increase in average global temperature by 0.04°C per year, in the absence of mitigation policies, reduces world real GDP per capita by more than 7 percent by 2100. On the other hand, abiding by the Paris Agreement goals, thereby limiting the temperature increase to 0.01°C per annum, reduces the loss substantially to about 1 percent. These effects vary significantly across countries depending on the pace of temperature increases and variability of climate conditions. The estimated losses would increase to 13 percent globally if country-specific variability of climate conditions were to rise commensurate with annual temperature increases of 0.04°C.
DOI: 10.6084/m9.figshare.25569570.v1
title: ArchiveII

description: Secondary Strucure prediction for RNAErnie.
DOI: 10.6084/m9.figshare.26132938.v1
title: Relationship between Clinical and Psychophysical Assessment of Visual Perceptual Disturbances in Individuals at Clinical High Risk for Psychosis: A Preliminary Study

description: Data of CHRP CS and AVAQ results
DOI: 10.17632/6crrpfxvn8
title: The Gem Atlas: A Pictorial Database of Precious Stones

description: This database contains a comprehensive collection of 700 images belonging to five diverse types of gemstones namely, Red Coral Moonga (Scientific name: Corallium rubrum) (134 images), Yellow sapphire (Pukhraj) (Scientific name: Hessonite (Gomed)) (158 images), Navi Sankh (Gomati) (Scientific name: Cat’s Eye Shell) (125 images), Blue Sapphire (Neelam) (Scientific name: Corundum) (156 images) and Emerald (Panna) (Scientific name: Beryl) (127 images). 
The images of gemstones which are included in this newly curated database are not present in any of the existing databases and are captured by the curators themselves. 
These images have uniform white background and are captured using the Redmi Note 9 Pro Max is equipped with an advanced camera array consisting of 64MP, 8MP, 5MP, and 2MP lenses, enhanced by Artificial Intelligence (AI) technology.
DOI: 10.6084/m9.figshare.23354192.v1
title: scNT-seq dataset

description: scNT-seq dataset
DOI: 10.6084/m9.figshare.24187365.v1
title: DATA for research on children's drawing: free drawing, preschool children and first graders (N=204)

description: Here are the data:- about child respondents: class, gender, administrator code;- about the drawings: the number of objects in the drawing, the presence of defined themes in the drawing, the name of the drawing (given by the child), a verbal description of the drawing (including information about the repetition of the object).
DOI: 10.6084/m9.figshare.27609684.v1
title: FID NMR files of dipeptides and DKPs containing 2S-Indolin carboxylic acid

description: HNMR and CNMR raw data of the molecules describred on the article "On the reactivity of (S)-indoline-2-carboxylic acid" published on the Journal "Chirality. Each file contains the FID file and a word file with the structure of the corresponding molecule.
DOI: 10.6084/m9.figshare.29050883.v1
title: Supporting data for the paper "<b>The physiological cost of being hot: high thermal stress and disturbance decrease energy reserves in dragonflies in the wild</b>"

description: There are two data sets for the following: "Human activities can increase environmental temperatures and alter habitats, which may negatively affect insects—particularly those that experience strong differences between their body and environmental temperature, known as thermal stress. In this study, we found that dragonflies living in preserved dry forest sites showed higher thermal stress at lower maximum temperatures, while those in disturbed sites maintained consistent levels of thermal stress. Larger dragonflies tended to have higher thermal stress and lower amounts of lipids and proteins, which are key energy reserves. Interestingly, individuals from disturbed sites were larger but had lower energy reserves than those from preserved sites. Our results suggest that dragonflies exposed to both habitat disturbance and high thermal stress may be in poorer energetic condition and could be more vulnerable as temperatures continue to rise and natural habitats degrade."
DOI: 10.6084/m9.figshare.12727730.v1
title: Supplementary Material for: Recommendations on Surveillance for Differentiated Thyroid Carcinoma in Children with PTEN Hamartoma Tumor Syndrome

description: <b><i>Background:</i></b> PTEN hamartoma tumor syndrome (PHTS) represents a group of syndromes caused by a mutation in the <i>PTEN</i> gene. Children with a germline <i>PTEN</i> mutation have an increased risk of developing differentiated thyroid carcinoma (DTC). Several guidelines have focused on thyroid surveillance in these children, but studies substantiating these recommendations are lacking. <b><i>Objective:</i></b> The present study intends to provide the available evidence for a thyroid carcinoma surveillance program in children with PHTS. <b><i>Methods:</i></b> An extensive literature search was performed to identify all studies on DTC in pediatric PHTS patients. Two pediatric cases are presented to illustrate the pros and cons of thyroid carcinoma surveillance. Recommendations for other patient groups at risk for DTC were evaluated. Consensus within the study team on recommendations for children with PHTS was reached by balancing the incidence and behavior of DTC with the pros and cons of thyroid surveillance, and the different surveillance methods. <b><i>Results:</i></b> In 5 cohort studies the incidence of DTC in childhood ranged from 4 to 12%. In total 57 cases of DTC and/or benign nodular disease in pediatric PHTS patients were identified, of which 27 had proven DTC, with a median age of 12 years (range 4–17). Follicular thyroid carcinoma (FTC) was diagnosed in 52% of the pediatric DTC patients. No evidence was found for a different clinical behavior of DTC in PHTS patients compared to sporadic DTC. <b><i>Conclusions:</i></b> Children with PHTS are at increased risk for developing DTC, with 4 years being the youngest age reported at presentation and FTC being overrepresented. DTC in pediatric PHTS patients does not seem to be more aggressive than sporadic DTC. <b><i>Recommendations:</i></b> Surveillance for DTC in pediatric PHTS patients seems justified, as early diagnosis may decrease morbidity. Consensus within the study team was reached to recommend surveillance from the age of 10 years onwards, since at that age the incidence of DTC seems to reach 5%. Surveillance for DTC should consist of yearly neck palpation and triennial thyroid ultrasound. Surveillance in children with PHTS should be performed in a center of excellence for pediatric thyroid disease or PHTS.
DOI: 10.6084/m9.figshare.22443928.v2
title: DataSheets

description: <strong>Antibiotic usage in fourteen equine practices over a ten year period (2012-2021)</strong>
DOI: 10.6084/m9.figshare.3856149.v1
title: Coleoptera: 13,674 baits targeting 1,172 conserved loci (Coleoptera-UCE-1.1K-v1.fasta)

description: A target enrichment probe set designed from 1,172 UCE loci identified among Coleoptera. This is a ZIP archive of a FASTA file that is ready for submission of the probe set for synthesis.
DOI: 10.6084/m9.figshare.9377432.v1
title: Management instructions for elderly patients with hypertension

description: <b>Aim</b>: To compare the understanding of hypertension and antihypertensive treatment in Japanese patients (aged &lt;75 years vs. ≥75 years) with blood pressure (BP) targets as per the 2014 Japanese guidelines. <b>Methods</b>: A 10-question survey was administered before and after treatment. <b>Results</b>: Majority of patients aged ≥75 years did not achieve their BP targets (75%); &gt;50% of these patients had little knowledge of hypertension and poor understanding of their physician’s explanation of it. <b>Conclusions</b>: Elderly patients with hypertension (aged ≥75 years) require daily BP monitoring and detailed and repeated explanation of hypertension and BP targets.
DOI: 10.6084/m9.figshare.7508597.v1
title: Sensorimotor speech disorders in Parkinson's disease: Programming and execution deficits

description: ABSTRACT Introduction: Dysfunction in the basal ganglia circuits is a determining factor in the physiopathology of the classic signs of Parkinson's disease (PD) and hypokinetic dysarthria is commonly related to PD. Regarding speech disorders associated with PD, the latest four-level framework of speech complicates the traditional view of dysarthria as a motor execution disorder. Based on findings that dysfunctions in basal ganglia can cause speech disorders, and on the premise that the speech deficits seen in PD are not related to an execution motor disorder alone but also to a disorder at the motor programming level, the main objective of this study was to investigate the presence of sensorimotor disorders of programming (besides the execution disorders previously described) in PD patients. Methods: A cross-sectional study was conducted in a sample of 60 adults matched for gender, age and education: 30 adult patients diagnosed with idiopathic PD (PDG) and 30 healthy adults (CG). All types of articulation errors were reanalyzed to investigate the nature of these errors. Interjections, hesitations and repetitions of words or sentences (during discourse) were considered typical disfluencies; blocking, episodes of palilalia (words or syllables) were analyzed as atypical disfluencies. We analysed features including successive self-initiated trial, phoneme distortions, self-correction, repetition of sounds and syllables, prolonged movement transitions, additions or omissions of sounds and syllables, in order to identify programming and/or execution failures. Orofacial agility was also investigated. Results: The PDG had worse performance on all sensorimotor speech tasks. All PD patients had hypokinetic dysarthria. Conclusion: The clinical characteristics found suggest both execution and programming sensorimotor speech disorders in PD patients.
DOI: 10.6084/m9.figshare.25955908.v1
title: Comprehensive Genomic Analysis and Selection Signature Detection in Endangered Beigang Pigs Whole-Genome sequencing Data. And this is the Dataset for research.

description: The Beigang pig, identified as one of the endangered breeds during Chinese indigenous pigs genetic resource survey, is notable for their remarkable roughage tolerance and high reproductive capacity, according to historical records. Morphologically, Beigang pig shares similarities with most indigenous pigs in Eastern China, particularly their large ears, which serves as a valuable reference for research the genetic mechanisms underlying large ears in pigs. However, there is currently a lack of clear understanding regarding the genetic structure and inbreeding levels of the Beigang pig population. This study utilized whole-genome sequencing data from 145 Beigang pigs and integrated genetic information from commercial pigs and indigenous pigs in Eastern China to conduct an comprehensive analysis of the Beigang pig’s genetic structure. Two selection signal detection methods, Runs of Homozygosity (ROH) and Fixation Index (<i>F</i><sub>ST</sub>), were employed to explores the differences in genome between Beigang pig and other pigs. Additionally, FarmGtex gene expression prediction were used to uncover the genetic mechanisms controlling ear size in Beigang pigs. The results indicated that the Beigang pig holds a unique status among Chinese indigenous pigs, exhibiting a high degree of genetic diversity and a low level of inbreeding within its population. Furthermore, this research identified five homozygous variant sites in the <i>WIF1</i> gene as important candidate loci potentially influencing ear size in Beigang pigs.
DOI: 10.6084/m9.figshare.7970768.v1
title: Supplementary Material for: Management of Perioperative Iron Deficiency Anemia

description: Preoperative anemia affects 30–40% of patients undergoing major surgery and is an independent risk factor for perioperative blood transfusion, morbidity, and mortality. Absolute or functional iron deficiency is its leading cause. Nonanemic hematinic deficiencies are also prevalent and may hamper preoperative hemoglobin optimization and/or recovery from postoperative anemia. As modifiable risk factors, anemia and hematinic deficiencies should be detected and corrected prior to major surgical procedures. Postoperative anemia is even more common (up to 80–90%) due to surgery-associated blood loss, inflammation-induced blunted erythropoiesis, and/or preexisting anemia. Preoperative oral iron may have a role in mild-to-moderate anemia, provided there is sufficient time (6–8 weeks) and adequate tolerance of oral preparations. Postoperative oral iron is of little value and rife with gastrointestinal adverse events. Intravenous iron should preferentially be used in cases of moderate-to-severe iron deficiency anemia, concomitant use of erythropoiesis-stimulating agents, short time to surgery or nonelective procedures, and for postoperative anemia management. Minor infusion reactions to intravenous iron are rare, the incidence of severe anaphylactic reactions is extremely low, and there is no increase in infections with intravenous iron. Currently available intravenous iron formulations allowing administration of large single doses are preferred.
DOI: 10.6084/m9.figshare.19808677.v2
title: MetaDTA - BindingDB Example Dataset

description: Training/test dataset for MetaDTA running example
DOI: 10.6084/m9.figshare.29154239.v1
title: <b>Research on the U-shaped relationship between marketization process and corporate capital structure: Evidence from Chinese listed companies</b>

description: This study utilizes panel data from Chinese listed firms spanning the period 2012–2021 to examine the U-shaped relationship between marketization and corporate capital structure. The dataset includes financial and institutional variables, capturing firm-level leverage decisions alongside measures of market development across different stages of China's economic reform. Fixed effects models and nonlinear regression techniques are employed to analyze how changes in marketization—ranging from early institutional reforms to advanced capital market development—affect corporate borrowing behavior. The data also incorporates firm characteristics, such as the proportion of fixed assets and state-owned equity ownership, to assess their moderating effects on the marketization-leverage relationship. This comprehensive dataset enables a robust investigation of how institutional transitions shape corporate financing strategies in emerging markets.