cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25378/janelia.28462100.v2
title: H2 recordings data And Plot Script

description: Patch recording data for H2 neuron's local preferred direction measurement. Accompanying this following publication:Eye structure shapes neuron function in Drosophila motion vision | Nature<br>File description:dataAndPlotScript.zip includes the following files, which are tested on Matlab 2023b<br>1. edgeDataAndTable.mat - contains 2 Matlab variables:<br>1a. edgeStruct - Matlab Structure, contains data from the 7 H2 cells. Each cell contains data from 2 stimulus protocols (visual display was rotated in between protocols). 'edgeStruct(cell_number).aligned(protocol_number)' will access all the data from a cell_number and protocol_number. Data is temporally aligned to visual stimulus onset. 'data' field contains 'align' structure, which in turn contains all the repeated responses to the same stimulus (the 'rep' field) as well as the mean and median responses ('mean' and 'medMean' respectively). The aligned structure also contains the extracted spike raster for each repeat ('spikRas').<br>1b. edgeTable - Matlab table, used to index 'edgeStruct' data. Each row describes a unique cell-protocol-stimulus combination where 'newIndex' column is the index into the 'aligned' structure for that cell and protocol. Each row in 'edgeTable' describes the characteristics of the presented visual stimulus (duration, orientation, edge value, etc. )<br>2. plotSuppFigAllEdgePolarScript.m - Matlab script to generate Extended Data Figure X. The script should be run from the same directory that contains the above dataset and the accessory function below.<br>3. generatePositionCell.m - Accessory Matlab function that is used in the plotting script to generate the positions for the subplots. Function is called from within the script and the User does not need to interact with it directly.<br>
DOI: 10.25378/janelia.28462100.v1
title: H2 recordings data And Plot Script

description: Patch recording data for H2 neuron's local preferred direction measurement. Accompanying this following publication:https://www.biorxiv.org/content/10.1101/2022.12.14.520178<br>File description:dataAndPlotScript.zip includes the following files, which are tested on Matlab 2023b<br>1. edgeDataAndTable.mat - contains 2 Matlab variables:<br>1a. edgeStruct - Matlab Structure, contains data from the 7 H2 cells. Each cell contains data from 2 stimulus protocols (visual display was rotated in between protocols). 'edgeStruct(cell_number).aligned(protocol_number)' will access all the data from a cell_number and protocol_number. Data is temporally aligned to visual stimulus onset. 'data' field contains 'align' structure, which in turn contains all the repeated responses to the same stimulus (the 'rep' field) as well as the mean and median responses ('mean' and 'medMean' respectively). The aligned structure also contains the extracted spike raster for each repeat ('spikRas').<br>1b. edgeTable - Matlab table, used to index 'edgeStruct' data. Each row describes a unique cell-protocol-stimulus combination where 'newIndex' column is the index into the 'aligned' structure for that cell and protocol. Each row in 'edgeTable' describes the characteristics of the presented visual stimulus (duration, orientation, edge value, etc. )<br>2. plotSuppFigAllEdgePolarScript.m - Matlab script to generate Extended Data Figure X. The script should be run from the same directory that contains the above dataset and the accessory function below.<br>3. generatePositionCell.m - Accessory Matlab function that is used in the plotting script to generate the positions for the subplots. Function is called from within the script and the User does not need to interact with it directly.<br>
DOI: 10.15468/dl.xhfb7x
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ovis aries",
 "Country is Saint Lucia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015078-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sxmahv
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Entomacrodus niuafoouensis"
 ]
}

 The dataset includes 149 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015077-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzzyfm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ovis aries",
 "Country is Saudi Arabia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015079-250802193616735/datasets/export for details.
DOI: 10.25574/25011
title: Chandra X-ray Observatory ObsId 25011

description: Measuring the power of high-redshift X-ray jets without radio counterparts
DOI: 10.5519/qd.39gn8u6u
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (29549 records)
DOI: 10.17632/xzr59ngmpz.1
title: Southern Ocean CO2 Machine Learning products (SOCOML)

description: We present a comprehensive, quality-controlled reconstruction of key carbonate system parameters in the Southern Ocean interior—including total alkalinity (TA), dissolved inorganic carbon (DIC), pH (total scale), nitrate (NO3), phosphate (PO4), silicate (SiO4), anthropogenic carbon (Cₐₙₜ), and aragonite saturation (Ωₐᵣ)—by leveraging machine learning techniques (ESPER_NN) and integrating all available Argo float profiles with ship-based survey data. The resulting datasets are gridded at 1°×1° horizontal resolution and 84 vertical pressure levels (0-5,600 dbar), and are provided as distinct climatological products: the Float Grid (using all Argo float profiles) and the All-Data Grid (integrating all available Argo and ship-based observations). The Float Grid is further separated into the Non-O₂-Float Grid (limited to Core Argo floats) and O₂-Float Grid (limited to oxygen-measured Biogeochemical Argo floats). Each gridded product is accompanied by uncertainty estimates. The climatological products covers nearly the whole Sothern Ocean based on direct measurements instead of applying interpolating mapping methods, thereby providing a more robust result. Model performance is assessed through cross-comparison of Argo and shipboard measurements.
DOI: 10.17632/fhbfxy84zp
title: IoT System Air Pollution Researcher in a Residential Environment

description: The research results, which include the results of research surveys and Air Pollution Data Monitoring
DOI: 10.17632/fhbfxy84zp.2
title: IoT System Air Pollution Researcher in a Residential Environment

description: The research results, which include the results of research surveys and Air Pollution Data Monitoring
DOI: 10.17632/xn54kzh4gh
title: LMWOA Regulates Arsenic Mobilization via ROS Generation at Fluctuating Redox Interfaces of Shallow Aquifers

description: This study investigated batch experiments, column simulations, and kinetic modeling to elucidate how citric acid (CA), a representative LMWOA, mediated As release and speciation transformation through dual roles as a ligand and electron shuttle. We measured and analyzed pH, Eh, Total As, As(III), As(V), Fe(II), Fe(III), ROS including H2O2, .OH, O2.- to uncover ROS generation at the interface of redox fluctation under citric acid addtion.
DOI: 10.17632/xn54kzh4gh.2
title: LMWOA Regulates Arsenic Mobilization via ROS Generation at Fluctuating Redox Interfaces of Shallow Aquifers

description: This study investigated batch experiments, column simulations, and kinetic modeling to elucidate how citric acid (CA), a representative LMWOA, mediated As release and speciation transformation through dual roles as a ligand and electron shuttle. We measured and analyzed pH, Eh, Total As, As(III), As(V), Fe(II), Fe(III), ROS including H2O2, .OH, O2.- to uncover ROS generation at the interface of redox fluctation under citric acid addtion.
DOI: 10.5281/zenodo.16745277
title: Anonymous submission 18593
DOI: 10.5281/zenodo.16745278
title: Anonymous submission 18593
DOI: 10.17632/8xbg2kcwyf.1
title: Data for 'Deep-Learning-Assisted High-Throughput Discovery of Metallophilic MA₂Z₄ Nanomaterials'

description: These files accompany the manuscript 'Deep-Learning-Assisted High-Throughput Discovery of Metallophilic MA₂Z₄ Nanomaterials'. In this manuscript, the metallophilicity of ordered seven-atomic-layer MA₂Z₄ to a total of eight kinds of metal (Li, Na, K, Mg, Ca, Fe, Zn, and Al) anodes is investigated using density functional theory (DFT) and machine learning (ML) schemes.
DOI: 10.17632/grm7j6mbs5
title: CT data of soil samples and rammed earth in the root zone under the freeze-thaw cycle

description: This data is the pore evolution data of soil and rammed soil in the root system area of the Great Wall of Tianzhu Ming under the action of freeze-thaw
DOI: 10.17632/grm7j6mbs5.1
title: CT data of soil samples and rammed earth in the root zone under the freeze-thaw cycle

description: This data is the pore evolution data of soil and rammed soil in the root system area of the Great Wall of Tianzhu Ming under the action of freeze-thaw
DOI: 10.15468/dl.ynd75d
title: Occurrence Download

description: A dataset containing 6885 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Myrmelastes leucostigma)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 6885 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015080-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vdex2z
title: Occurrence Download

description: A dataset containing 564 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Myrmelastes schistaceus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 564 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015081-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/cd5zrngjh4
title: Retrospective screening for human Borna disease virus 1 (BoDV-1) infections in Austria

description: For a retrospective screening for human Borna disease virus 1 (BoDV-1) infections, cerebrospinal fluid (CSF) and serum samples from the biobank of the Center for Virology in Vienna were selected based on neurological symptoms. RT-qPCR and serological assays (ELISA, iIFA) were performed. BoDV-1 RNA or confirmed anti-BoDV-1 IgG antibodies were not detected in any of the CSF or serum samples, respectively.
DOI: 10.17632/cd5zrngjh4.1
title: Retrospective screening for human Borna disease virus 1 (BoDV-1) infections in Austria

description: For a retrospective screening for human Borna disease virus 1 (BoDV-1) infections, cerebrospinal fluid (CSF) and serum samples from the biobank of the Center for Virology in Vienna were selected based on neurological symptoms. RT-qPCR and serological assays (ELISA, iIFA) were performed. BoDV-1 RNA or confirmed anti-BoDV-1 IgG antibodies were not detected in any of the CSF or serum samples, respectively.
DOI: 10.17632/prcgp9mmt2.2
title: Effect of an online Mindfulness Based Stress Reduction Program in Italian healthcare professionals during the COVID-19 pandemic-V2

description: Effect of an online Mindfulness Based Stress Reduction Program in Italian healthcare professionals during the COVID-19 pandemic

Marinella Zingale, Marilena Recupero, Giulio E. Lancioni, Nirbhay N. Singh, Serafino Buono


Abstract
Mindfulness meditation demonstrated efficacy in mitigating the negative effects of stress among healthcare professionals (HCPs) during the COVID-19 pandemic. However, the effects of these practices remain relatively unexplored among professionals working with children or adults with neurodevelopmental disorders. This study aimed to evaluate the effects of a Mindfulness-Based Stress Reduction (MBSR) program among healthcare professionals in a hospital that experienced a significant COVID-19 outbreak. The study sample consisted of 15 healthcare professionals, 10 of whom had tested positive for COVID-19. Quantitative data were analyzed at three time points: pre-training, post-training, and follow-up. Results revealed a significant reduction in perceived stress, an increase in mindfulness, in health status and psychological well-being from pre-training to post-training. These changes were maintained at follow-up. 

Key words: Mindfulness, meditation, stress, well-being, health care professionals, COVID-19 internet-based intervention
DOI: 10.17632/g666yb896d
title: Multiple environmental factors but not land use affect topsoil mercury levels across the urbanized mosaic of the Hengduan Mountain region

description: Various studies have looked at how patterns of topsoil mercury concentrations related to land-use and influenced by climate, vegetation, elevation, and soil conditions; however, a pivotal question remains for urban land management and toxicology: to what extent do natural factors continue to drive mercury accumulation in the type of moderately populated, urbanized mosaic landscapes that represent the optimal compromise between nature and development. We investigated total mercury (THg) concentrations in urban topsoils across the principal cities of fourteen counties in the Hengduan Mountains at the eastern margin of the Qinghai-Tibetan Plateau, spanning an elevation range from c. 360 m to 3380 m. We found that land use type (i.e., parkland, woodland, cropland, or vacant land) had no significant effect on topsoil THg concentrations; however, THg levels were sensitive to climate (temperature, but no precipitation or UV-B), vegetation, and soil organic matter. These results reveals that natural factors appear to dominate the distribution pattern of urban topsoil mercury in ecologically fragile areas with mild human interference. Therefore, there is likely a threshold of urbanization intensity at which topsoil mercury dynamics shift to become more highly land-use dependent.
DOI: 10.17632/g666yb896d.1
title: Multiple environmental factors but not land use affect topsoil mercury levels across the urbanized mosaic of the Hengduan Mountain region

description: Various studies have looked at how patterns of topsoil mercury concentrations related to land-use and influenced by climate, vegetation, elevation, and soil conditions; however, a pivotal question remains for urban land management and toxicology: to what extent do natural factors continue to drive mercury accumulation in the type of moderately populated, urbanized mosaic landscapes that represent the optimal compromise between nature and development. We investigated total mercury (THg) concentrations in urban topsoils across the principal cities of fourteen counties in the Hengduan Mountains at the eastern margin of the Qinghai-Tibetan Plateau, spanning an elevation range from c. 360 m to 3380 m. We found that land use type (i.e., parkland, woodland, cropland, or vacant land) had no significant effect on topsoil THg concentrations; however, THg levels were sensitive to climate (temperature, but no precipitation or UV-B), vegetation, and soil organic matter. These results reveals that natural factors appear to dominate the distribution pattern of urban topsoil mercury in ecologically fragile areas with mild human interference. Therefore, there is likely a threshold of urbanization intensity at which topsoil mercury dynamics shift to become more highly land-use dependent.
DOI: 10.15468/dl.ajf5ma
title: Occurrence Download

description: A dataset containing 479 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Diaphorina citri",
 "Year 1000-2021"
 ]
}

 The dataset includes 479 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015085-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/z2mx9vsr49
title: Predicting the Mechanical Behavior of Cold Asphalt Mixtures Using Optimized Artificial Neural Networks

description: In this study, artificial neural network (ANN) models were developed to predict the indirect tensile strength (ITS) of cold asphalt mixes (CAMs) incorporated with different industrial waste materials. Input variables were determined as variables including emulsion content, curing time, sludge ash content, additive type, and aggregate grading, which were investigated the influence on ITS of CAMs from 163 experimental mix designs. The ANN model structure was formulated, and the multilayer feedforward perceptron was trained, while the number of neurons in hidden layer was set to adjust the structure of the network. The neuron number analyze process shown that 5:3:1 structure selected as the final pattern. The efficient of the trained model is reasonably high with a prediction correlation coefficient (R) of 0.963, and it gives a low Mean Absolute Percentage Error (MAPE) equal to 11.9%. The sensitivity analysis also showed that the curing time and water content were the two highest parameters impacting the ITS, and the emulsion content and initial moisture content were the two lowest parameters influencing the ITS. The test error is increased as the neuron of hidden layer was selected as 4, 6, and 7, however the minimum error is seated as the neuron number was 3. We recommend that ANN-based methodologies show great potential in being reliable and efficient tools that can be used to emulate the mechanical responses of the CAMs tested in this study, as well as aid in designing more sustainable pavement materials.
DOI: 10.17632/z2mx9vsr49.1
title: Predicting the Mechanical Behavior of Cold Asphalt Mixtures Using Optimized Artificial Neural Networks

description: In this study, artificial neural network (ANN) models were developed to predict the indirect tensile strength (ITS) of cold asphalt mixes (CAMs) incorporated with different industrial waste materials. Input variables were determined as variables including emulsion content, curing time, sludge ash content, additive type, and aggregate grading, which were investigated the influence on ITS of CAMs from 163 experimental mix designs. The ANN model structure was formulated, and the multilayer feedforward perceptron was trained, while the number of neurons in hidden layer was set to adjust the structure of the network. The neuron number analyze process shown that 5:3:1 structure selected as the final pattern. The efficient of the trained model is reasonably high with a prediction correlation coefficient (R) of 0.963, and it gives a low Mean Absolute Percentage Error (MAPE) equal to 11.9%. The sensitivity analysis also showed that the curing time and water content were the two highest parameters impacting the ITS, and the emulsion content and initial moisture content were the two lowest parameters influencing the ITS. The test error is increased as the neuron of hidden layer was selected as 4, 6, and 7, however the minimum error is seated as the neuron number was 3. We recommend that ANN-based methodologies show great potential in being reliable and efficient tools that can be used to emulate the mechanical responses of the CAMs tested in this study, as well as aid in designing more sustainable pavement materials.
DOI: 10.15468/dl.9rw7ee
title: Occurrence Download

description: A dataset containing 25603 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Anas platyrhynchos)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 25603 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015084-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sxzbmw
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hyphessobrycon minor)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 93 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015086-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/72dgpmkyvk
title: Distinct Inflammatory Profiles and Clinical Characteristics of NMOSD: A Comparative Analysis with NMOSD-like and Encephalitis-like MOG-AD

description: NPX data of the Olink proteomics analysis
DOI: 10.34894/5rvdq4
title: 25.019 Midwoud - Midwouder Dorpstraat 25

description: Bij archeologisch onderzoek ter plaatse van de Midwouder Dorpstraat 25 in Midwoud zijn bewoningresten aangetroffen. Het gaat hier om waterputten, een waterkelder en enkele funderingsresten aangetroffen. Hiervoor is grove den (Pinus sylvestris L.), vuren (Picea abies Karst.), eik (Quercus spp.), zilverspar (Abies alba Mill.) en beuk (Fagus sylvatica L.) gebruikt. 
Voor de waterput met spoornr. 66 lan geen datering gevonden worden. De waterput met spoornr. 87 dateert uit 1565, gebaseerd op de datering van M 7.3 waarop de wankant bewaard is gebleven.
De fundering met spoornr. 122 dateert uit het begin van de 19e eeuw.
De waterkelder (spoornr. 88) laat een vergelijkbare ouderdom zien met een datering van M 10.3 aan het eind van de 18e eeuw. De wankant ontbreekt hier echter. De eiken plank M 9.1 uit dezelfde context kan niet gedateerd worden. Waarschijnlijk heeft deze een vergelijkbare, recente ouderdom en is het relevante referentiemateriaal simpelweg niet voorhanden.
DOI: 10.17632/72dgpmkyvk.1
title: Distinct Inflammatory Profiles and Clinical Characteristics of NMOSD: A Comparative Analysis with NMOSD-like and Encephalitis-like MOG-AD

description: NPX data of the Olink proteomics analysis
DOI: 10.17632/z48ydj9bzh.1
title: Final Results Sheet

description: final results research data
DOI: 10.17632/yv26pkh4pd
title: Acute cold exposure in rats leading to malignant arrhythmias: Is it tissue damage or functional remodeling?

description: Here are the priginal data of the experiment " Acute cold exposure in rats leading to malignant arrhythmias: Is it tissue damage or functional remodeling?"