cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/pv4hpjbdv5
title: Zircon Insights into Tectonic Evolution and Magmatic History in the Southern Qiangtang Terrane

description: This dataset provides newly obtained magmatic zircon data from 120 grains (classified into three age groups: ~287 Ma, ~262 Ma, and ~207 Ma) in the Chabu area of the southern Qiangtang Terrane, as well as 2,612 grains of magmatic zircon data spanning the Early Permian to Late Triassic periods from both the southern and northern Qiangtang Terrane, comprising six tables: Table S1. Zircon U-Pb geochronological data from the gabbro of Chabu area; Table S2. Trace element data of zircons from gabbro in Chabu area; Table S3. Hf isotopic composition data of zircons from gabbro in Chabu area; Table S4. Trace element calculation for magmatic zircons from Chabu area; Table S5. Collected zircon data from the South Qiangtang Terrane and North Qiangtang Terrane during the Early Permian to Late Triassic periods; Table S6. Collected zircons εHf(t) values of the South Qiangtang Terrane from the Early Permian to Late Triassic. Note: Detailed annotations for the tables are provided within the respective tables.
DOI: 10.6084/m9.figshare.28738706.v1
title: Water quality and influencing factors.

description: The water quality data and influencing factors
DOI: 10.6084/m9.figshare.6818783.v1
title: Experiment 5F-SubjectG-160413-5St-SGLHand-HFREQ

description: Experiment in which subject performed motor imagery of a single hand's 5 finger motions, recorded using higher sampling rate setting of 1000 Hz.
DOI: 10.6084/m9.figshare.22303165.v1
title: LaICa_Database

description: Rar file including: inventory shape-files, csv files and the read-me file with a description of how to consult the database
DOI: 10.6084/m9.figshare.29154779.v1
title: <i>The Role of Human Rights in China and USA's Foreign Policy Approaches</i>

description: The universal rights framework faces a few perils from all over the world; the most deterrent to states paying consideration to human rights rules is their national security, financial interface, and discretionary ties. The geopolitical competition, xenophobic household developments, and reconnaissance innovation pose a danger to the worldwide rights framework. For billions living in devastated or conflict-ridden regions, an around-the-world rules-based framework is still distant. The inquiry address of this ponder is to get it Why is human rights arrangement critical for China and the US remote arrangement and How will China and America play their part in the human rights approach in the Israel and Gaza war. The display thinks about points Chinese remote arrangement points to advance quite universal struggle resolutions and destabilize strengths, undermining the US and advancing China's worldwide administration, faulting the US for clutter and the US government plans to hold China responsible for its worldwide framework manhandle and force results for genuine infringement. This chapter employments a subjective approach, deliberately analyzing current writing, arrangement papers, and official affirmations to supply peruses an intensive get handle on the subject. Comes about from this approach are exhaustive, reliable, and safe for feedback. The think draws on a hypothetical system The examination will be conducted through the focal point of the constructivism hypothesis that coordinating viewpoints of international relations, national character, authentic accounts, and social settings to shape the prioritization and execution of human rights contemplations in outside arrangement. Social considers, and political science. The part of human rights within the outside approaches of China and the USA is pivotal for policymakers, researchers, and professionals alike. This investigation contributes to the broader talk on universal relations, cultivating experiences into the challenges and openings displayed by varying approaches to human rights on the worldwide arrange.
DOI: 10.17632/h5ssnmxfxw
title: Data of Simulation Model for Photovoltaic System’s Maximum Power Point tracking using Sequential Monte Carlo Algorithm

description: Simulation Data
MATLAB/SIMULINK Code
Experimental Data Excel files
Figures
flowcharts
Tables
DOI: 10.6084/m9.figshare.21946865.v2
title: Social Materiality Map: MSCI

description: The Social Sustainability Materiality Map dataset is a structured and curated collection of data derived from the MSCI Industry Materiality Map. MSCI ESG Ratings evaluate companies' resilience to long-term, financially relevant environmental, social, and governance (ESG) risks. The MSCI ESG Industry Materiality Map is a visual representation of the current ESG Key Issues and their significance to companies' ESG Ratings. This map is part of MSCI's ESG Ratings transparency initiatives, which aim to make ESG Ratings of companies and funds accessible to the public. The dataset includes structured data collected from the MSCI Materiality Map, showcasing the most relevant ESG Key Issues for each industry and their contribution to companies' overall ESG Ratings. This dataset aims to provide researchers, investors, and policymakers with valuable insights into the social sustainability aspects of various industries and the factors that contribute to their ESG Ratings. <strong>Data Collection Process:</strong> The data for the Social Sustainability Materiality Map dataset was collected from the publicly available MSCI Industry Materiality Map. The information was then structured and organized to create a comprehensive dataset that highlights the most relevant ESG Key Issues for each industry and their contribution to companies' ESG Ratings. <br> Link: MSCI Industry Materiality Map
DOI: 10.6084/m9.figshare.22561537.v1
title: CSCD dateset

description: CSCD dateset for crop types classification based on multi-source high resolution remote sensing images
DOI: 10.6084/m9.figshare.22687585.v1
title: DDXPlus Dataset (English)

description: For full documentation, please see our Github repository. We are releasing under the CC-BY licence a new large-scale dataset for Automatic Symptom Detection (ASD) and Automatic Diagnosis (AD) systems in the medical domain. The dataset contains patients synthesized using a proprietary medical knowledge base and a commercial rule-based AD system. Patients in the dataset are characterized by their socio-demographic data, a pathology they are suffering from, a set of symptoms and antecedents related to this pathology, and a differential diagnosis. The symptoms and antecedents can be binary, categorical and multi-choice, with the potential of leading to more efficient and natural interactions between ASD/AD systems and patients. To the best of our knowledge, this is the first large-scale dataset that includes the differential diagnosis, and non-binary symptoms and antecedents. For more information, please check our paper.
DOI: 10.6084/m9.figshare.26869456.v1
title: Barriers to the uptake of digital mental health interventions in low resource settings: perceptions of young people in Uganda

description: <b>Introduction:</b> One of the benefits of digital mental health is enhanced access to healthcare, particularly in low and middle-income countries where government investment in mental healthcare is low. However, uptake among young people is low. This study aimed to explore young people’s perceptions of the barriers to the uptake of digital mental health interventions in low-resource settings.<b>Methods:</b> A qualitative descriptive approach was used to collect data. Six face-to-face focus group discussions were conducted with 50 purposively selected young people from nine universities in Uganda. A thematic approach was used to interpret the results.<b>Results:</b> Most respondents had a positive attitude towards digital mental health and some of them had used it before. There was a preference for digital interventions that are reliable and have an option for human interaction. The perceived barriers to young people’s uptake of digital mental health included the fear of stigma, affordability, inequitable access, privacy and confidentiality concerns, and app-related challenges. Access and use of digital mental health can be enhanced through public engagement, creating awareness, enhanced training, and access to affordable DMH interventions.<b>Conclusion:</b> Digital mental health was deemed important in extending much-needed healthcare to young people, particularly in health systems where traditional mental health services are not readily available. However, several factors hinder equitable access to digital mental health in low-resource settings. There is a need for long-term investment in digital health technologies aimed at tackling structural barriers that generate health disparities.
DOI: 10.6084/m9.figshare.29145869.v1
title: The pathway of autophagy in the epigenetic landscape of <i>Mycobacterium</i>-host interactions

description: Macroautophagy (autophagy) is an evolutionarily conserved process that degrades excess cytoplasmic components, such as protein aggregates and damaged organelles, by encapsulating them within double-membrane autophagosomes. These autophagosomes undergo distinct stages – initiation, phagophore nucleation, expansion, and closure – before fusing with lysosomes (or occasionally endosomes) for degradation and recycling. This process is regulated by ATG (autophagy related) proteins, which govern autophagosome formation and lysosomal fusion. Epigenetic modifications and transcription factors can regulate <i>ATG</i> gene expression in the nucleus. Autophagy also plays a key role in eliminating intracellular <i>Mycobacterium tuberculosis</i> (<i>Mtb</i>) through the lytic and antimicrobial activities of autolysosomes, which are more potent antimicrobial compartments than conventional phagosomes. Emerging evidence suggests that <i>Mtb</i> can modify the host epigenome and transcriptional machinery, significantly affecting the host immune response. This review explores the epigenetic regulation of autophagy during mycobacterium-host interactions. The interplay between epigenetic regulation and autophagy highlights a crucial aspect of host-pathogen interactions during <i>Mtb</i> infection. Understanding how <i>Mtb</i> manipulates the host epigenome to regulate autophagy could lead to the development of novel therapeutic strategies that enhance autophagic pathways or counteract <i>Mtb’s</i> immune evasion tactics.
DOI: 10.6084/m9.figshare.7825016.v1
title: PV Power Data of Xichang.xls

description: PV Power Output Data of Xichang from Jul,18,2018 to Aug.15,2018
DOI: 10.6084/m9.figshare.16625644.v1
title: Metagenome sequencing and 768 microbial genomes from cold seep in South China Sea

description: Cold seep microbial communities are fascinating ecosystems on Earth which provide unique models for understanding the living strategies in deep-sea distinct environments. Here we published the metagenome assembled genomes of bacteria and archaea from a cold seep of South China Sea.
DOI: 10.6084/m9.figshare.20018325.v1
title: Food intake in patients on hemodialysis

description: Objective:To evaluate the intake of energy and nutrients by individuals on hemodialysis, following especific recommendations for this population and according to Food Guide for the Brazilian Population.Methods: A cross-sectional study, 118 adult patients, considered stable from, ten dialysis centers in Goiânia, Goiás. Dietary intake was estimated by six 24-hour recalls, and classified as adequate or inadequate, according to specific recommendations for individuals undergoing dialysis and that recommended for a healthy diet. A descriptive analysis was performed.Results: Average dietary intake of 2022.40 ± 283.70 kcal/day; 31.18 kcal/kg/day; 55.03 ± 4.20% carbohydrate; 30.23 ± 3.71% lipid, 1.18 ± 0.23 g protein/kg/day. Important prevalences of inadequacy were observed for the intake of calories (39.0%), protein (39.0%) and other nutrients such as retinol (94.9%), saturated fat (87.3%), cholesterol (61,9%), iron (61.0%), potassium (60.2%) and zinc (45.0%). Patients had a low intake of fruit food group (1.22 ± 0.89 servings) and vegetables (1.76 ± 1.01 servings), dairy products (0.57 ± 0.43 servings) and high intake of food group of oils and fats (3.45 ± 0.95 servings), sugars and sweets (1.55 ± 0.77 servings).Conclusion: Observed food consumption imbalance, characterized by excess of oils and fats, especially saturated oils and cholesterol, sugars and sweets, parallel to low intake of fruits and vegetables and dairy products. A considerable percentage of patients did not intake the minimum recommended of calories, protein, retinol, iron, zinc and potassium.
DOI: 10.6084/m9.figshare.21623364.v3
title: Details of RoB2: Bladder training for treating overactive bladder in adults

description: This is a dataset for details of RoB2 in the Cochran Systematic Review, Bladder training for treating overactive bladder in adults.
DOI: 10.6084/m9.figshare.25374007.v1
title: Data García-Meza et al. 2024.xlsx

description: Hi! Welcome to the data taken for García-Meza et al. (2024) about ant exclusions. Here you will find 6 columns containing: 1) Treatment, (Exclusion/Control), 2) Block (1:20), 3) Year (2016:2021), 4) Square (Coordinates ranging from A to J and 1 to 10), 5) Plant Species (56 in total, first 3 letters of the genus and first 3 letters of the species) and 6) Abundance/Coverage.
DOI: 10.6084/m9.figshare.7152386.v1
title: emergence_online_communities_datasets

description: Data sets used in "Emergence of online communities: Empirical evidence and theory"<br>
DOI: 10.6084/m9.figshare.92404.v1
title: Aligner-specific VCF files containing the mutations called for each set of reads in single and paired-end modes

description: VCF files describing the mutations detected in the sixty-seven groups of BRCA1 reads when testing each alignment program in paired-end and single-end mode.
DOI: 10.6084/m9.figshare.11955081.v1
title: O-PUP-CPZ-W03-CO-ASSEMBLY

description: This data pack is suitable for anvi'o v6.1 or later. This particular dataset contains one set of co-assemblies of comparable samples that were used in Miyoshi and Miyoshi et al. (2020) study to subsequently generate a final set of non-redundant MAGs.
DOI: 10.6084/m9.figshare.27260883.v2
title: Risk factors for HIV diagnosis in a third-level medical setting: implications for the design of prevention strategies

description: Database of manuscript Risk factors for HIV diagnosis in a third-level medical setting: implications for the design of prevention strategies
DOI: 10.6084/m9.figshare.28893263.v1
title: Gibney & Pani 2025b - Supplemental File 1

description: <b>Supplemental File 1. NSEC plasmid sequence files. </b>Single .zip file containing sequences for NSEC backbone plasmids and mNG::AID^NSEC^mpk-1 homologous repair template plasmid.
DOI: 10.17632/k34rvfw3dg
title: Machine learning predicting myopic regression after corneal refractive surgery using preoperative data and fundus photography

description: The aim of this study is to develop deep learning models that can identify high-risk patients for refractive regression based on preoperative data and fundus photography.

This retrospective study was approved by the Institutional Review Board of Korean National Institute for Bioethics Policy (KoNIBP, 2019-1685-003), which waived the requirement for informed consent because the data was fully de-identified to protect patient confidentiality. The collection of external validation samples in each cohort was approved by the ethics board at the Aerospace Medical Center. This study adhered to the tenets of the Declaration of Helsinki. This study was performed using data from the B&VIIT Eye Center in Seoul, South Korea. From 2015 to 2016, a total of 12,912 patients aged 18-45 years, who underwent vision-correction, were screened to identify corneal refractive surgery cohorts for analysis. The study subjects were required to undergo LASIK, LASEK, or SMILE at least one eye and to have the ocular measurements in the fourth year after surgery (for a period of more than 48 months and less than 60 months). Of these, 11,821 patients were excluded due to no follow-up visit, other surgery such as phakic intraocular lens implantation, and histories of corneal disorder, retinal disorder, and glaucoma. Finally, the study population consisted of 2,009 eyes of 1,091 patients. 
The datasets utilized in this study are not publicly available because of reasonable privacy and security concerns. Instead, a sample of anonymized fundus photography data and clinical measurements were released. Note that this was not the exact data used in the research, but was a cleaned-up reproduction of our study's key insight.

The sample imaging and clinical data used in this study have been deposited in this repository (randomly sampled).
In this repository, there are 150 fundus photos with myopic progression after refractive surgury and 180 fundus photos with no myopic progression (myopic regression.zip file).
And there are a total of 165 ocular measurements (55 LASIK, 55 LASEK, and 55 SMILE, sample.cvs file) .
The two datasets are not coupled for security reasons.

The ResNet50file_5foldcv.zip file contains the ResNet50 models trained in the 5-fold cross-validation process to predict myopic regression after refractive surgery.
DOI: 10.6084/m9.figshare.7151906.v2
title: RuStance

description: The dataset described in https://arxiv.org/abs/1809.01574<br>DOI: 10.13140/RG.2.2.15252.76161/1<br>Approx. 1000 entities for stance detection in Russian.
DOI: 10.17632/zxjbnhxhxk
title: PINN models in Lake Qiandaohu

description: These datasets and codes were used to generate figures and tables for the paper entitled "A physics-informed deep learning framework for estimating thermal stratification in a large deep reservoir".
DOI: 10.6084/m9.figshare.1189285.v1
title: S8 sandstone

description: Micro-CT image of S8 sandstone and extracted networks (Dong and Blunt, 2009, DOI: http://dx.doi.org/10.1103/PhysRevE.80.036307) The image can be visualised by opening the Nrrd header file S8.nhdr in visualization software such as Paraview or ImageJ (http://fiji.sc/Fiji), You can also open the S8.nhdr file in a text editor to see the image and voxel sizes. See the link provided for further information.
DOI: 10.6084/m9.figshare.14977959.v1
title: Body Dissatisfaction and Instagram use - Dataset

description: The project aimed to explore the effects of viewing appearance focussed Instagram posts on males’ and females’ body satisfaction levels. The 15-minute online study involved short exposure to gender matched Instagram images. Participants’ body satisfaction levels where measured at two points (before and after scrolling through 100 images), and change in body satisfaction was compared between genders.
DOI: 10.6084/m9.figshare.4265408.v1
title: Behavioral data and data extraction code

description: Behavioral data from two experiments (N=50 and N=35) of reinforcement learning in humans.
DOI: 10.6084/m9.figshare.12794777.v1
title: bmrk3pain.mat

description: Contrasts images of heat vs. baseline for stimuli judged 'painful' by participants. One image per stimulus. Data formated as fmri_data object from github.com/canlab/canlabCore repository.<br>
DOI: 10.17632/5c53fjr92s
title: Data and Code for Patterns and drivers of plant CNP stoichiometry across a 3000 km aridity gradient

description: Leaf element stoichiometry is crucial for understanding nutrient dynamics and carbon (C) cycling in terrestrial ecosystems. However, the biogeographical patterns of leaf C, nitrogen (N), and phosphorus (P) content and their stoichiometric relationships along aridity gradients remain poorly understood, particularly regarding their driving factors. This study examined leaf C:N stoichiometry across a 3,000 km aridity gradient in China, encompassing 36 sampling sites representing forest, grassland, and desert ecosystems. We further investigated the relationships between leaf biochemical traits and environmental drivers. Results revealed that the mean leaf contents of C, N, and P at 588.29 ± 6.9, 19.11 ± 0.3, and 1.33 ± 0.03 g kg-1, respectively. The C:N, C:P, and N:P ratios were obtained as 32.43 ± 0.64, 480.65 ± 11.36, and 15.71 ± 0.4, respectively. The leaf C:N:P stoichiometry exhibited a pervasive nonlinear pattern, and a threshold of approximately 0.7 on an aridity index (AI). Below this threshold (AI &lt; 0.7), the leaf C:P and N:P ratios decreased as AI increased, and N limitation became more evident. Conversely, these ratios increased above this threshold (AI &gt; 0.7), indicating that P availability increasingly constrained plant growth. Furthermore, plants in arid regions (AI &lt; 0.7) demonstrated strong stoichiometric homeostasis, suggesting effective physiological adaptation to environmental fluctuations. This homeostatic capacity substantially weakened in humid regions (AI &gt; 0.7), where plants showed greater stoichiometric plasticity. These findings advance our understanding of spatial patterns in leaf nutrient stoichiometry and provide critical insights for modeling ecosystem nutrient cycling under global climate change scenarios.
DOI: 10.6084/m9.figshare.11808396.v1
title: (PART 1 OF 5) 9 molecular dynamics simulations (500ps 3 x 3 replicates) of coronavirus 2019-nCoV protease unrefined crystal structure in complex with 3 different conformations of lopinavir.

description: Molecular dynamics simulations (500 ps MD at 310 K) of the unrefined crystal structure by Prof. Yang group from ShanghaiTech of novel coronavirus 2019-nCoV protease Mpro in complex with the ligand lopinavir (see note below). The starting positions of the ligand (LP1, LP2, LP3) derive from docking experiments.The suffixes (a, b, c) on the filenames represent the replicates of the same MD simulation using random initial velocities.<br>The archives contain also an heatmap representing the protein-ligand contact frequencies. Green-boxed occurrences in the heatmap represent hydrogen bond occurrences during the simulation.<br>Note: The refined crystal structure of the protease of our partner Prof. Yang group from ShanghaiTech is oficially released: https://www.rcsb.org/structure/6LU7<br><br>Part 1 of 5:XHD_LC1a<br>XHD_LC1b+ images of the 3 docked starting positions<br>
DOI: 10.6084/m9.figshare.26110150.v1
title: Effectiveness of Watershed Management Approaches for food security in Qarsa woreda of East Harerghe, Ethiopia.

description: This data file contains three data files of which one is in the excel form, the second is in word form and the third data file deals with the PDF file. The excel file contains all necessary primary data about watershed and demographic data used to determine factors affecting watershed management effects on food security status of households in the study area, Qarsa woreda. While the word document consists of basic data collection tools used for household survey and qualitative data colection process. Besides this, the word document contains of the extended data transcripts of Focus Group Discussions (FGD) and Key Informant Interviews (KII) results.<br>