cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.26212643.v3
title: The dataset of main grain land changes in China over 1985–2020

description: Continuous, Accurate, and detailed information on main grain land (MGL) areas is crucial for provisioning food security and making policies affecting sustainable agricultural production. Here, we developed the change map of MGL with resolution 30m in China for the period 1985–2020 using the Landsat image-based random forest algorithm on the GEE platform. Finally, the planting intensity, gain time and loss time of MGL was calculated. Results indicate that our mapping results are highly consistent with the annual planting area of various grain crops according to national statistics. The proportion of different MGL types in 2020 is presented as follows: single maize (38.55%) &gt; single rice (23.23%) &gt; single wheat (15.42%) &gt; wheat & maize (12.60%) &gt; double rice (7.65%) &gt; wheat & rice (2.48%). Due to over half of MGL expansion occurring after 2000, the average planting intensity of MGL in China is 19.74 years in the past 36 years. The consistent, high-resolution data of MGL change can support progress toward sustainable agricultural management and food production.For the convenience of users, the detailed classification data of MGL year by year has been made public on the GEE platform. Users with needs can view and download detailed MGL data for any year, including 7 MGL subtypes, according to the following link.
Data viewing and download links:
https://code.earthengine.google.com/d371ab6f6c1bd274c85af270e4ad09c5 
<br>
Directly call ID of dataset in GEE:
var MGL = ee.ImageCollection(“projects/ee-linshi-428901/assets/MrainlandType”)
<br>
Data usage code：
var year = 2020 // Any year between 1985 and 2020
var mglyear = MGL.filterMetadata('time', "equals", year).max()
var visParams = {
  min: 1,
  max: 7,
  palette: ['cyan', 'blue','green', 'yellow', 'red','purple','white']
};
Map.addLayer(mglyear.selfMask(),visParams,"MGL"+year)
<br>
DOI: 10.6084/m9.figshare.28454885.v3
title: Dataset <b>Assessing Teachers' Emotional Intelligence Using the MSCEIT</b>

description: According to the World Bank [12], the internationalization of higher education has reshaped classrooms in the Middle East and North Africa, particularly in Foundation Year Programs (FYPs), where linguistic and cultural diversity is now the norm. In these settings, teacher emotional intelligence (EI) plays a vital role in fostering inclusion, promoting student engagement, and managing classroom stress. Despite this, few studies have explored the direct impact of EI on classroom effectiveness in Gulf-region contexts. This study investigates the relationship between teacher EI and three performance domains: student engagement, empathy, and stress resilience. A total of 83 FYP English language teachers from Saudi Arabia, Qatar, and the UAE completed the Mayer-Salovey-Caruso Emotional Intelligence Test (MSCEIT). Complementary data were collected from 300 student surveys and 10 classroom observations using a structured MSCEIT-aligned rubric. Analyses included one-way ANOVA, Pearson correlation, and multiple regression. Results show that high-EI teachers consistently outperform their peers in engagement, empathy, and stress management. These findings support Bar-On’s Emotional-Social Intelligence model and reinforce the importance of EI in effective teaching. The study offers a replicable, multi-method framework and recommends integrating EI-focused training in teacher education. Future research should explore longitudinal effects and culturally adaptive strategies to enhance emotional intelligence in diverse classrooms.
DOI: 10.6084/m9.figshare.28553441.v1
title: Supplementary Material for: Caries risk assessment by dental students and dentists in the Netherlands – a survey study to assess knowledge and implementation

description: Introduction: To prevent caries with targeted strategies and to act conservatively, it is essential oral health care providers perform an individual caries risk assessment (CRA). This study aims to explore knowledge and application regarding CRA by Dutch fifth-year dental students (D5DS) and practitioners (DDPs).
Methods: A survey was conducted through a questionnaire sent at random to a group of 1,500 members of the Royal Dutch Dental Association (KNMT) and to 213 D5DS from all three dental schools in the Netherlands.
Results: Of the 374 DDP respondents (25%), 79% reported to perform CRA in routine practice. Female dentists reported using CRA in their daily practice more often than males (p=0.008).
The questionnaire was completed by 118 D5DS (55%). All D5DS respondents reported using CRA and most students were familiar with Dutch prevention-oriented methods. Eighteen percent of them did not make an individual treatment plan based on caries risk.
The familiarity of DDPs regarding Dutch prevention-oriented methods was lower than its of students (p&lt;0.001). In both groups of respondents, oral hygiene and diet were the two most important factors considered when assessing caries risk in patients whatever their age.
Conclusion: CRA is applied less frequently in the general practice compared to student clinics at university. Our results suggest that dentists in the Netherlands could improve their knowledge about cariology by continuing education. Dental schools should emphasize implementation of the knowledge in clinical practice. In addition, a uniform and evidence-based method to perform CRA in the dental practice is needed.
DOI: 10.6084/m9.figshare.4042422.v2
title: Maize B104 (beta) genome assembly and annotation

description: In the interest of the maize research community, the Iowa State Transformation Facility and Lawrence-Dill Plant Informatics and Computation Lab in collaboration with MaizeGDB has released a beta-version of the B104 maize genome and structural annotations prior to scientific publication in accordance with guidelines set forth by the Toronto agreement (http://www.nature.com/nature/journal/v461/n7261/full/461168a.html) for prepublication data sharing (Nature. 2009 461:168). The above groups reserve the first right to publish on the available B104 data including but not limited to whole-genome comparisons, genes, structural annotations, functional annotations, and genome-wide association studies. The group also reserves the right to the first opportunity to improve this sequence and its annotations for a full official genome release (version 1; anticipated release December 2017). Under the Toronto agreement, researchers can use the B104 sequence and annotation to study individual or small sets of genes and localized regions of the genome. Any redistribution of these data should include the full text of the data use policy.<br><br><br>Assembly Note: <br>The B104 genome was sequenced using Illumina paired end sequencing on HiSeq2000 at raw read coverage of 50X with read length of 101 bp and insert size 250 bp. Trimmed reads were assembled using a reference- guided assembly approach with B73 reference sequence (AGPv2 5b pseudo molecules). The reads were mapped to the B73 reference, consensus sequences were generated and gaps were filled. All paired end reads were mapped back to the gap-filled scaffolds to identify the regions with abnormal links and corresponding scaffolds were broken from those regions. Unmapped reads were assembled using a de novo approach and scaffolds were added to the final assembly.<br><br>B104 Gene Models:<br><br>B104 (beta) gene models were developed by the Lawrence-Dill Plant Informatics Lab in collaboration with MaizeGDB and Dow AgroSciences, and made available through www.maizegdb.org.<br><br>Genes were annotated using MAKER-P Pipeline, using both evidence-based approach (cDNA and EST data) and an ab initio approach. For evidence based prediction, transcriptome assemblies of diverse tissue types from B104 and other maize lines (B73, Miami white, Mo17, OH43, B97, W22, A188), full length cDNA sequences and annotated B73 proteins from NCBI, Arabidopsis thaliana, Oryza sativa japonica and other plant proteins from Uniprot were used. For ab initio predictions, AUGUSTUS and SNAP gene predictors were used. Gene models are named as recommended by the Maize Nomenclature Committee. <br>
DOI: 10.17632/m9tsgpvrtm
title: Datainbrief-21.05.2022-all results-revised

description: The excel sheets are results of experimental tests conducted by the author. Water permeability and chloride ion penetrability tests were conducted after 5 curing times; namely 2, 7, 28, 90 and 180 days. Concrete mixtures were prepared with six replacement levels of nano volcanic scoria; namely 0%, 1%, 2%, 3%, 4% and 5%, four water/binder ratios, namely 0.4, 0.5, 0.6 and 0.7. Volcanic scoria was ground to 2 different sizes; i.e. 100 & 500 nm.
DOI: 10.6084/m9.figshare.26380666.v2
title: Train-validation-test database for LPM

description: This is the database for full model training and evaluation for LPM
DOI: 10.6084/m9.figshare.28051400.v1
title: Gene lists of the 14 analyzed plasmids.xlsx

description: The classfication of the different Inc group plasmids is based on the similarity of the <i>repA</i> gene in plasmids. Normally, the <i>repA</i> gene in newly collection plasmids is compared with the <i>repA</i> gene in NCBI database. If the similarity of the plasmids is lower than 95% in known Inc group plasmids. The plasmids should be classified into a newly identified Inc group. Through preliminary analysis using second-generation sequencing, 14 plasmids of previously unknown types were identified. These 14 plasmids constitute two novel incompatibility groups, and notably, they harbor a plethora of antibiotic resistance genes. Consequently, both two novel incompatibility groups are jointly included in the analysis. As of now, no genetic linkage between these two novel incompatibility groups has been observed. The overall genome sequences from <i>P. rettgeri</i> PROV114, PROV228, PROV073, PROV252, PROV280, PROV001, PROV050, PROV046, PROV099, PROV024, and PROV175 and <i>Providencia alcalifaciens</i> PROV013 were examined along with pCHS4.1-3 and pM2-1 from Genbank. The 14 plasmids were divided into two Inc groups: IncFII<sub>pPROV114-NR</sub> (newly identified) and Inc<sub>pCHS4.1-3</sub> (newly designated), and a detailed sequence comparison was conducted on the 14 plasmids. Among these 14 plasmids (excluding pPROV114-NR), 45 acquired ARGs were identified, involving resistances to 14 distinct antibiotics and heavy metals.
DOI: 10.6084/m9.figshare.4004973.v2
title: Supplementary Material for: Outcome of Fetuses with Supratentorial Extra-Axial Intracranial Cysts: A Systematic Review

description: <strong><em>Objective:</em></strong> To investigate the incidence of associated anomalies, aneuploidy, cyst progression, need for surgery and neurodevelopmental outcome in fetuses with extra-axial supratentorial intracranial cysts. <b><i>Data Sources:</i></b> Medline, Embase and CINAHL databases were searched and the following outcomes analyzed: associated central nervous system (CNS) and extra-CNS anomalies detected at the scan, chromosomal anomalies, additional CNS anomalies detected only at prenatal MRI, additional CNS anomalies detected only after birth, cyst progression in utero, neurological outcome and need for surgery. Two authors reviewed all abstracts independently. Results were reported as proportions, and between-study heterogeneity was explored using the I² statistic; fixed or random effect models were used accordingly. <b><i>Results:</i></b> Ten studies involving 47 fetuses were included in the meta-analysis. Arachnoid cysts (n = 24) had associated CNS anomalies and extra-CNS in 73% (95% CI 56-88) and 14% (95% CI 4-29), respectively. The most common associated anomalies were ventriculomegaly and callosal abnormalities. Chromosomal abnormalities were present in 6% (95% CI 0-30), but fetuses with isolated cysts were always euploid (0/7; 95% CI 0-29). Fetal MRI and postnatal examination identified 5 additional cases (21%, 95% CI 1-57). Cavum veli interpositi (CVI) cysts had associated CNS and extra-CNS anomalies in 31% (95% CI 13-52) and 6% (95% CI 0-29), respectively. No chromosomal or callosal anomalies were found in these cases. In isolated CVI cysts, no cases of associated anomalies were detected postnatally. Intrauterine regression occurred in 23% of CVI cysts and in none of the arachnoid cysts. In children with arachnoid cyst, the occurrence of hydrocephaly and mass effect on the adjacent structures were observed in 23.9% (95% CI 8.3-4.4) and 26.8% (95% CI 4.0-60.1), respectively. None of the cases included had abnormal motor outcome or intelligence. The rate of surgery was 34.7% (95% CI 16.0-56.4). None of the children with a prenatal diagnosis of isolated CVI cyst experienced any of the adverse outcomes explored in this review. <b><i>Conclusions:</i></b> Extra-axial supratentorial cysts diagnosed in utero are frequently associated with other neural and extra-neural anomalies. However, this may represent the consequence of a selection bias. Interhemispheric arachnoid cysts were typically associated with callosal anomalies. Abnormal karyotypes were seen only in fetuses with multiple anomalies. Arachnoid, but not CVI, cysts frequently increased in size throughout gestation.
DOI: 10.60893/figshare.apl.27913389.v1
title: Supplementary information

description: Supplementary material for the experimentally measured stability of the domain grown from the tip as a result of application of the positive and negative pulse, details of numerical simulation and estimation of resistivity of domain walls.
DOI: 10.17632/4w57mbw4p4
title: Capital Controls and Trade Policy

description: Replication code and Supplementary Materials for Lloyd and Marin (2024), "Capital Controls and Trade Policy".

See readme for description of code. 

Paper Abstract: How does optimal capital-flow management change with prevailing trade policies? We study the joint optimal determination of capital controls and trade tariffs in a two-country, two-good model with trade in goods and assets. Because countries are large in both markets, a country-planner can achieve higher domestic welfare by departing from free trade in addition to levying capital controls, despite the cooperative optimal allocation being efficient. However, time variation in the optimal tariff induces households to over- or under-borrow through its effects on the path of the real exchange rate. As a result, optimal capital controls are generally smaller when trade policy is constrained (i.e., by a Free-Trade Agreement), but, absent retaliation, can be larger depending on the paths of underlying fundamentals.
DOI: 10.17632/vhb4j5nfj8
title: Decision Tree of Coronavirus Disease 2019 (COVID-19) Surveillance

description: Diagnosis of Coronavirus Disease 2019 (COVID-19) Surveillance Using C4.5 Algorithm
DOI: 10.6084/m9.figshare.22248265.v2
title: EEG-based brain-machine interface to a powered exoskeleton for walking and standing: A longitudinal dataset for healthy able-bodied subjects

description: A multimodal longitudinal dataset from seven healthy able-bodied adults containing simultaneously recorded 64 channel scalp electroencephalography (EEG), electrooculography (EOG), electrode impedances, head motion, and the internal states of a powered robotic exoskeleton (REX, by RexBionics, New Zealand) controlled by a Brain-Machine Interface (BMI) system is presented in this repository. In an initial training phase (decoder calibration), the participants performed kinesthetic motor imagery of walking and stopping motions according to audible beep instructions in a straight path with the exoskeleton controlled by an operator remotely. In a second performance phase, after decoder calibration using Localized Fisher Discriminant Analysis dimensionality reduction and a Gaussian Mixture Model classifier on lower delta band (0.1-2 Hz) EEG signals, the subjects performed closed-loop BMI training sessions in which the BMI output controlled the start and stop of walking motions of the exoskeleton. The BMI performed asynchronous classification (Walk vs. Stop states) which continuously classifies the user’s intention (Walk, Stop) to control the REX exoskeleton. While both the decoder calibration and closed-loop BMI training phases occurred every session, the decoder parameters were fixed after the fifth session, and the participants’ ability to accurately control the exoskeleton’s walking or stopping state was measured. Overall, the decoder training and BMI training sessions were executed over multiple sessions ranging from 15 to 81 days. <br> **Data Descriptor will be submitted elsewhere for peer review.
DOI: 10.6084/m9.figshare.23802966.v1
title: Database Open Innovation and cocreation

description: Base de datos con experiencias sobre cocreación e innovación abierta para el emprendimiento.
DOI: 10.6084/m9.figshare.28539581.v1
title: Honours Sediment Analysis 2.xlsx

description: Sediment analysis data for three temporary wetland types in South Africa, including sediment grain size, soil moisture content and sediment types.
DOI: 10.6084/m9.figshare.3397603.v3
title: Custom toolbars and mini applications with Action Bar

description: The Action Bar ImageJ plugin facilitates creation of additional custom toolbars, using simple macro-like toolbar description file. Readers will learn how to setup a basic action bar, and how to use the latest features of this plugin. Button actions are basically macro programs, so action bars can interact with all standard ImageJ components. Primary use of these custom toolbars is to keep at hand often used commands, plugins and macros, but toolbars sets can be turned into mini applications with minimal effort. With these highly task-oriented applications, end users can focus on just using a simple system with absolutely no prior knowledge of ImageJ. This paper is aimed at ImageJ users with some previous experience with the macro language. This is the support material for a workshop I gave at the 2008 ImageJ conference in Luxembourg.
DOI: 10.17632/c5nnd9v9x4
title: Data for: Identifying Sunflower Lodging Based on Image Fusion and Deep Semantic Segmentation with UAV Remote Sensing Imaging

description: Supplementary material for the paper "Identifying Sunflower Lodging Based on Image Fusion and Deep Semantic Segmentation with UAV Remote Sensing Imaging". This dataset includes some core codes of the paper and remote sensing images for the study area. Among them, The "core code" folder contains three kinds of deep learning source code: FCN, SegNet, and our improved SegNet. The "Figure" folder contains illustrations of the original resolution of figures 4-6 in the paper. The "remote sensing" folder contains four subfolders: "Annotation" folder, "Multispectral images" folder, "Visible images" folder, "Fusion results of remote sensing images" folder. They store the results of manual annotation of remote sensing images by LabelMe, multispectral remote sensing images, visible remote sensing images, and the fusion results of visible and multispectral remote sensing images of two experimental fields, respectively.
DOI: 10.6084/m9.figshare.10011140.v1
title: Directed_KG_triples_no-mesh.gpickle

description: Knowledge graph as a NetworkX object used for the mechanistic inference framework available at:<br>https://github.com/ignaciot/MechSpy<br>
DOI: 10.6084/m9.figshare.21583413.v1
title: 13274 bacterial and archaeal ciMGEs

description: Nucleotide fasta sequences and associated metadata of 13274 ciMGEs (including ICEs, IMEs, and AICES)
DOI: 10.6084/m9.figshare.23546709.v1
title: Dataset: ET(30) Solvent Polarity Parameters

description: A comprehensive compilation (N=487) of ET(30) Solvent Polarity Parameters together with SMILES and references.
DOI: 10.6084/m9.figshare.26046334.v1
title: <b>RELATIONSHIP BETWEEN INVASIVE FUNGAL DISEASE AND FUNGI ISOLATED FROM IMMUNOSUPPRESSED CHILDREN’S FABRIC TOYS</b>

description: Immunosuppression may occur as an adverse reaction to chemotherapy treatment. Hence, neutropenia makes children with cancer susceptible to infectious conditions. In this context, fabric toys bring comfort and coziness, are malleable and do not pose a risk of injury, but can be considered a focus of pathogenic microorganisms. The aim of this study was the identification of fungal species in fabric toys used by patients undergoing cancer treatment. Samples were collected through swabs soaked in Potato Dextrose (PD) medium directly from the surface of fabric toys, plush toys (B1) and comfort objects (B2), which circulate in hospital and domestic environments of children with oncological diseases. Six (6) fungal isolates of B1 fromthe genus <i>Trichoderma</i> and two (2) fungal isolates of B2 from species <i>Aspergillus niger</i> were obtained. Therefore, the method used allowed to identify fungal microorganisms present in toys at the genus and species level, and relate them to invasive fungal diseases that affect immunocompromised children. Furthermore, it points to the emergence of new studies that aim to seek means of hygiene of fabric toys that are safe and effective.This study indicates that two fabric toys circulating in hospitals and the homes of children with cancer contained fungi, with <i>Trichoderma</i> being the most common genus in one type of toy and <i>Aspergillus niger </i>in another. This suggests the need to study safe and effective ways to sanitize these toys to protect immunocompromised children from fungal diseases.<br>
DOI: 10.6084/m9.figshare.28425476.v2
title: Datasets and codes for manuscript "Development policy affects coastal risk in China more than sea-level rise"

description: Effective coastal risk assessments are crucial for adaptively managing threats from sea-level rise (SLR). Despite recent advancements, global and regional assessments remain limited by omitting critical factors like land-use change, oversimplifying land subsidence, and failing to disaggregate potential impacts across different land uses. This study addresses these gaps by developing context-specific scenarios based on a comprehensive analysis of Chinese coastal development policies. We integrate high-resolution simulations of population and land system changes with inundation exposure assessments that incorporate SLR, land subsidence, tides, and storm surges, offering a more nuanced understanding of coastal risks. Our findings reveal that transitioning from strict ecological protection to aggressive economic development policies significantly alters the land systems exposed to flooding. While SLR and subsidence affect flood hazard (inundation and depth), policy scenarios dictate exposure (and vulnerability) of land functions. The analysis sheds new light on who has agency for managing coastal risk.
DOI: 10.17632/3mh8m429pv
title: Nutritional profiles of Spirulina, Chlorella, Durum Wheat, Sweet Potato and the House Cricket.

description: Raw data collected from 43 literature studies on the percentage amino acids, lipids, total protein content, total lipid content, total carbohydrate content and total ash content. Used to make figure four bar charts in 'Cyanobacteria and microalgae in supporting human habitation on Mars'.