cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/yrfntmjsyz.1
title: Analyze the formation mechanism of rural hollowing from the village environment perspective

description: This dateset contains a full-sample survey of rural households in Huai'an City, Jiangsu Province, China, which were obtained through a joint survey conducted by the Huai'an Statistical Bureau and Huaiyin Normal University’s Institute of Land and Urban Planning. Additionally, it also contains a learning mechaine model to analyze the impact mechanism on rural hollowing.
DOI: 10.17632/kw6pyf5rwp.1
title: Transcriptomics and metabolomics reveal the mechanism of cognitive impairment induced by long-term selenium deficiency in mice.

description: Western blot results, TEM results, and Golgi staining results
DOI: 10.14279/depositonce-21515
title: Microbial response to deliquescence of nitrate-rich soils in the hyperarid Atacama Desert - research data

description: Research data supporting: Life in hyperarid regions has adapted to extreme water scarcity through mechanisms like salt deliquescence. While halite (NaCl) crusts have been intensively studied and identified as one of the last habitats under hyperarid conditions, other less common hygroscopic salt crusts remain unexplored. Here, we investigated newly discovered deliquescent soil surfaces in the Atacama Desert, containing substantial amounts of nitrates, to evaluate their habitability for microorganisms. We characterized the environment regarding water availability and biogeochemistry. Microbial abundances and composition were determined by cell cultivation experiments, 16S rRNA gene sequencing, and membrane phospholipid fatty acid (PLFA) analysis while microbial activity was assessed by analyzing ATP and the molecular composition of organic matter. Our findings reveal that while the studied hygroscopic salts provide temporary water, microbial abundances and activities are lower than in non deliquescent soil surfaces. Intriguingly, the deliquescent crusts are enriched in geochemically degraded organic matter, indicated by the molecular composition. We conclude that high nitrate concentrations in the hyperarid soils suppress microbial activity but preserve eolian-derived biomolecules. These insights are important for assessing the habitability and searching for life in hyperarid environments on Earth and beyond.
DOI: 10.14279/depositonce-21570
title: Supporting Information and Data for Viability and Motility of Escherichia coli under Elevated Martian Salt Stresses

description: This study investigates the effects of three Martian-relevant salts—sodium chlorate, sodium perchlorate, and sodium chloride—on the viability and motility of Escherichia coli, a model or-ganism for understanding microbial responses to environmental stress. (1) Background: These salts are abundant on Mars and play a crucial role in forming brines, one of the few sources of stable liquid water on the planet. (2) Methods: We analyzed the survivability in different salt concentrations using colony plating. Additionally, we performed a semi-automated motility analysis, analyzing microbial speeds and motility patterns. (3) Results: Our results show that sodium perchlorate is the most toxic, followed by sodium chlorate, with sodium chloride being the least harmful. Both survivability and motility were affected by salt concentration and ex-posure time. Notably, we observed a short-lived increase in motility at certain concentrations, particularly under sodium perchlorate and sodium chlorate stress, despite rapid declines in cell viability, suggesting a stress response mechanism. (4) Conclusions: Given that motility might enhance an organism's ability to navigate harsh and variable environments, it holds promise as a key biosignature in the search for life on Mars.
DOI: 10.17632/dmkbfdyvhv.1
title: The effects of androgens on scar formation: a systematic review

description: Supplementary Materials - The effects of androgens on scar formation: a systematic review
DOI: 10.17632/dmkbfdyvhv.2
title: The effects of androgens on scar formation: a systematic review

description: Supplementary Materials - The effects of androgens on scar formation: a systematic review
DOI: 10.5518/455
title: Data to support study of 2,6-Di(pyrazol-1-yl)pyridine-4-carboxylate Esters with Alkyl Chain Substituents, and their Iron(II) Complexes

description: Two series of the title compounds have been prepared. Solid materials with longer chain substituents transform into a predominantly high-spin form when heated to ca 170 °C, which may reflect conformational changes in the alkyl chains.
DOI: 10.5281/zenodo.13927988
title: Garmisch-Partenkirchen Byschl´sche Apotheke

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.17632/t8wc35mgwh.1
title: Brodalumab Expert Consensus Panel Members

description: Brodalumab Expert Consensus Panel Members and Authors:
DOI: 10.15468/dl.8zup75
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acipenser nudiventris Lovetsky, 1828",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Kazakhstan"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013405-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.guxupx
title: Occurrence Download

description: A dataset containing 8429162 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (North America, South America)",
 "Country is one of (Costa Rica, Mexico, Colombia, Brazil, Ecuador, Panama, Argentina, Belize, Peru)",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Monitoreos trianuales de fauna y flora en el Valle del Cerrejón, La Guajira, NMNH Extant Specimen Records (USNM, US), AMNH Mammal Collections, Museu Paraense Emílio Goeldi - Mastozoology Collection, Observation.org, Nature data from around the World, Evaluación del estado de conservación de las poblaciones de los primates silvestres (Ateles y Alouatta) en la región noreste del estado de Oaxaca y la península de Yucatán, mediante información sobre su distribución geográfica, abundancia y demografía)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 8429162 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013351-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/rrcxjzv2jf.1
title: A disproportionality analysis of thromboembolic and cardiovascular adverse events about various JAK inhibitors base on FAERS database. version3

description: This is the supplementary materials of "A disproportionality analysis of thromboembolic and cardiovascular adverse events about various JAK inhibitors base on FAERS database" on Oct.14th, 2024.
DOI: 10.4121/2702bc54-def0-4daf-8cd0-7f8e85453616.v1
title: Data underlying the publication: Roodmus: a toolkit for benchmarking heterogeneous electron cryo-microscopy reconstructions - Roodmus_c3c3b

description: <strong>Introduction</strong>data underlying the publication Roodmus: a toolkit for benchmarking heterogeneous electron cryo-microscopy reconstructions.Publication DOI: https://doi.org/10.1107/S2052252524009321Authors: M. Joosten, J. Greer, J. Parkhurst, T. Burnley, A.J. Jakobi<br><strong>Description</strong>human complement component C3 synthetic cryo-EM micrographs and atomic structure models. 200000 particles in 800 .mrc micrographs and 2000 .pdb models. Atomic models derived from steered molecular dynamics simulation performed in openMM using starting and target structures from a morphing trajectory between models with PDB id 2a73 and 2i07 respectively.
DOI: 10.17632/xdx7cw85fp.1
title: Teacher-perspectives on the Use of Audio-Visual Technologies in Teaching English Language to SEN students: Insights from a Ghanaian High School

description: Dataset on teachers' perspectives on the Use of Audio-Visual Technologies in Teaching English Language to SEN students. It uses the case of an anonymised High School in Ghana (data collected in June-July 2024)
DOI: 10.17632/s8w3mjgnrg.1
title: Stand density management of cypress plantations based on the influence of soil hydrothermal conditions on fine root dynamics in southwest China

description: Including detailed data on root growth rate, mortality rate, turnover rate, soil moisture content, and soil heat flux for up to 36 months. In addition, the data of meteorological factors, soil physicochemical factors and understory vegetation diversity were also included.
DOI: 10.15468/dl.6etuc6
title: Occurrence Download

description: A dataset containing 2665 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acer platanoides L.)",
 "Country is Ukraine"
 ]
}

 The dataset includes 2665 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013406-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/m3mkdz37w6.1
title: Exploring the Gene Expression and Plasma Protein Levels of HSP90, HSP60, and GDNF in Multiple Sclerosis Patients and Healthy Controls

description: Multiple sclerosis (MS) is a chronic neurodegenerative disease characterized by im-mune-mediated inflammation and neurodegeneration in the central nervous system (CNS). In this study, we aimed to investigate the gene expression and plasma protein levels of three neuropro-tective genes—heat shock proteins (HSP90 and HSP60) and glial cell line-derived neurotrophic factor (GDNF)—in MS patients compared to healthy controls. Forty patients with relaps-ing-remitting MS and 40 healthy volunteers participated in this study. Gene expression was measured using reverse transcription quantitative real-time PCR, and protein levels were as-sessed via ELISA. The results showed a significant increase in HSP90 (1.7-fold) and HSP60 (2-fold) gene expression in MS patients compared to controls, along with corresponding increases in protein levels (1.5-fold for both HSP90 and HSP60). In contrast, GDNF gene expression and protein levels were significantly reduced in MS patients, with a 7-fold decrease in gene expression and a 1.6-fold reduction in protein levels. Notably, a non-linear relationship between GDNF gene expression and protein concentration was observed in MS patients, suggesting complex regulato-ry mechanisms influencing GDNF in the disease. The upregulation of HSP90 and HSP60 in MS highlights their roles in immune regulation and stress responses, while the reduction in GDNF indicates impaired neuroprotection. These findings suggest that HSP90, HSP60, and GDNF could serve as biomarkers for disease progression and as potential therapeutic targets in MS, offering promising avenues for future research and treatment development.
DOI: 10.17632/tghmmpz4g9.1
title: Feedback modeling of blast furnace cooling system based on numerical analog simulation

description: Efficient operation of the cooling system is essential to control the heat generated in the blast furnace during the ironmaking process. Suitable cooling conditions enable the formation of a stable slag crust on the cooling stave of the blast furnace. The presence of slag crust helps to slow down the erosion of refractory materials and improve production efficiency. However, there is a lack of scientific guidance in the regulation of the current blast furnace cooling system, which leads to problems such as slag crust thickness variation and unstable furnace conditions. This paper proposes a slag crust thickness calculation formula based on the heat transfer principle, and uses Fluent software to construct a three-dimensional steady-state heat transfer model of the blast furnace cooling system. The stable existence of slag crust is the key to the efficient operation of the cooling system. The increase in gas temperature and gas velocity will lead to an increase in the intensity of heat flow in the cooling system, at which time the cooling should be strengthened to prevent the thickness of the slag crust from decreasing. In addition, the prediction of the melting point of the slag crust based on the composition of the charge is also helpful for the timely adjustment of the cooling system to stabilize the slagging on the cooling stave.
DOI: 10.15468/dl.pms7pv
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boophis rhodoscelis (Boulenger, 1882)"
 ]
}

 The dataset includes 45 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013407-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c2y75x
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acipenser nudiventris Lovetsky, 1828",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Uzbekistan"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013408-241007104925546/datasets/export for details.
DOI: 10.17632/m9jtnj3g87.1
title: dataset for Unveiling Health Service Delivery Culture in Bangladesh :An ethnographic study

description: Since, this is an ethnographic study; the main focus is on stakeholder communication and behavior, as well as sociopolitical, economic, and cultural practices. Firstly, this study examines experiences of the patients while seeking health care services from the hospital. Secondly, to understand how service providers (i.e. doctors, nurses, ward boys, administrative officials) respond to the patients. And finally, to explore how socio-economic and political identity of the patients matter in terms of receiving health care services in a rural hospital of Bangladesh. 
This is a qualitative study using primary data. Using interpretive perspectives, the study aims to discover the in-depth hospital life of patients, relatives, doctors, nurses, and other staff. To collect primary data, the study used purposive and snowball sampling to conduct interviews, FGDs, and observations. Moreover, a large number of books, articles, and newspapers were analyzed. From October 5th to 20th, 2019, data was collected locating on Fakirhat Upazila Health Complex, Fakirhat, Bagerhat (a local-level hospital in Bangladesh). The main respondents were doctors, nurses, patients, relatives, and hospital staff. An ethnographic lens was used to analyze politico-socio-cultural practices that may patronize or hinder service delivery. Moreover, researchers have closely followed ethical issues to better protect all papers and articles with proper referencing.
DOI: 10.4121/27ec37ba-2e8b-4c0d-ac9d-480bfb067d0d.v1
title: Data underlying the publication: Roodmus: a toolkit for benchmarking heterogeneous electron cryo-microscopy reconstructions - Roodmus_DESRES-Trajectory_sarscov2-11021566-11021571-mixed

description: <strong>Introduction</strong>data underlying the publication Roodmus: a toolkit for benchmarking heterogeneous electron cryo-microscopy reconstructions.Publication DOI: https://doi.org/10.1107/S2052252524009321Authors: M. Joosten, J. Greer, J. Parkhurst, T. Burnley, A.J. Jakobi<br><strong>Description</strong>SARS-CoV-2 spike glycoprotein synthetic cryo-EM micrographs and atomic structure models. 120000 particles in 400 .mrc micrographs and 16668 .pdb models. The first 8334 atomic models are sampled from the closed state simulation DESRES-Trajectory_sarscov2-11021566. The last 8334 atomic models are sampled from the open state simulation DESRES-Trajectory_sarscov2-11021571. Atomic models derived from molecular dynamics simulation adapted from "Molecular Dynamics Simulations Related to SARS-CoV-2," D. E. Shaw Research Technical Data, 2020.
DOI: 10.17632/w7xnfzykyw.1
title: Dynamic volunteer assignment

description: Data and Code Files for “Dynamic volunteer assignments”
This repository contains partial algorithm code and related datasets used in our research. The following files are included:

a2c_algorithm.py (17.1 KB): Python implementation of the Advantage Actor-Critic (A2C) algorithm used for managing multi-class parallel queues.

algorithmperformance.zip (28.1 MB): A zipped folder containing performance evaluation data for the various algorithms presented in the paper.

ant_colony_optimization.py (5.36 KB): Python implementation of the Ant Colony Optimization algorithm used as a heuristic method in solving the scheduling problem.

attention_module.py (6.58 KB): Python code for the attention module used within the deep reinforcement learning framework to enhance model performance.

diferrent rules.zip (1.18 MB): A zipped folder with data related to the performance of different scheduling rules and heuristics in managing the multi-class queues.

environment.py (5.59 KB): The simulation environment setup, defining the multi-class queueing system and worker service capabilities.

genetic_algorithm_optimization.py (5.18 KB): Python implementation of the Genetic Algorithm used as an alternative optimization heuristic.

ppo_algorithm.py (18.7 KB): Python implementation of the Proximal Policy Optimization (PPO) algorithm used as a deep reinforcement learning approach for queue management.

sensitivity.zip (55 KB): A zipped folder with sensitivity analysis data to evaluate the robustness of the algorithms under various parameter settings.

various distribution.zip: A zipped folder containing data for testing the algorithms under various distributional assumptions for service times and workload distributions.
DOI: 10.17632/w7xnfzykyw.2
title: Dynamic volunteer assignment

description: Data and Code Files for “Dynamic volunteer assignments”
This repository contains partial algorithm code and related datasets used in our research. The following files are included:

a2c_algorithm.py (17.1 KB): Python implementation of the Advantage Actor-Critic (A2C) algorithm used for managing multi-class parallel queues.

algorithmperformance.zip (28.1 MB): A zipped folder containing performance evaluation data for the various algorithms presented in the paper.

ant_colony_optimization.py (5.36 KB): Python implementation of the Ant Colony Optimization algorithm used as a heuristic method in solving the scheduling problem.

attention_module.py (6.58 KB): Python code for the attention module used within the deep reinforcement learning framework to enhance model performance.

diferrent rules.zip (1.18 MB): A zipped folder with data related to the performance of different scheduling rules and heuristics in managing the multi-class queues.

environment.py (5.59 KB): The simulation environment setup, defining the multi-class queueing system and worker service capabilities.

genetic_algorithm_optimization.py (5.18 KB): Python implementation of the Genetic Algorithm used as an alternative optimization heuristic.

ppo_algorithm.py (18.7 KB): Python implementation of the Proximal Policy Optimization (PPO) algorithm used as a deep reinforcement learning approach for queue management.

sensitivity.zip (55 KB): A zipped folder with sensitivity analysis data to evaluate the robustness of the algorithms under various parameter settings.

various distribution.zip: A zipped folder containing data for testing the algorithms under various distributions for arrival time .
DOI: 10.17632/72p8859jrz.1
title: A Prerequisite Analysis of Confirming and Validating Factors Affecting Teachers' Decision to Integrate Character Values into the Curriculum

description: These data were used to validate the study of teachers' decision to integrate character values into the curriculum
DOI: 10.15468/dl.jgkz42
title: Occurrence Download

description: A dataset containing 9230 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Detarium microcarpum Guill. & Perr."
 ]
}

 The dataset includes 9230 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013409-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.suqxdm
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mozambique",
 "TaxonKey is Macrotyloma decipiens Verdc."
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013410-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3xbn28
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boophis rufioculis Glaw & Vences, 1997"
 ]
}

 The dataset includes 52 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013411-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/pf5dbgwkbm.1
title: Respiratory Pressure and Flow Data Collection Device Providing a Framework for Closed-Loop Mechanical Ventilation

description: Patient response to mechanical ventilation is highly variable, and not patient specific. Furthermore, current weaning best-practice relies on clinical experience which can lead to variability and inequity in both care and health outcomes. This device offers a framework through which personalized mechanical ventilator support can be established. 

This device offers improvements on previous respiratory data collection devices. This design of this device is optimized for the invasive mechanical ventilation use case, with improved data resolution and equally high-quality inhalation and exhalation measurements. Furthermore, this device is integrated into a framework that provides freedom to implement a closed-loop control system for mechanical ventilation. Systems such as hysteresis loop analysis and rapid exhalatory occlusion can be implemented to form a digital twin model. Therefore, digital twin models can be both designed and tested within this framework, improving development workflows. 

This device is formed from two 3D printed custom Venturis that measure pressure data in collaboration with two ESP32-S3 development boards, integrated with custom printed circuit boards. The digital twin framework is implemented in Microsoft Excel. Overall, this device allows the future development and validation of personalised mechanical ventilation treatment.