cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/gyynrd26mr
title: Cognitector2024

description: Cognitector2024
This dataset was curated for monitoring attention, executive function and other cognitive states among university students using the trail-making test (TMT-A and TMT-B) experiment as a PhD research project to build an interpretable model based on a vision transformer for detecting such cognitive states based on facial expressions in a human video sequence. Forty-three video recordings of students who took the TMT-A and TMT-B test were originally in a .mov format, but were converted to .mp4 for the deep learning model. Each video duration spans from 13 seconds to a maximum of 60 seconds. By convention, an individual who completes the TMT-A test in less than 25 seconds was classified as having a Fast Attention Rate (FAR), while individuals who took more than 25 to 60 seconds to complete the task were considered to have an Average Attention Rate (AAR). The 25-second decision boundary for the class “Fast” against “Average” attentions is supported by the meta-analytic norms according to Tombaugh [1], where durations ≤ 25 seconds represent above-average performance (in the top 30%). Lezak et al. [2] clinical quartile splits and cognitive correlates [3] further support this, where a sub-25-sec performance reflects superior visual attention and processing speed. Thus, a total of 22 students were classified as AAR, while 21 were considered FAR. One outlier was observed in the AAR class, where the last sample shows a rather wider gap of over 10 seconds; otherwise, the time difference between the two classes was evenly distributed. Each video dataset consisted of 59.94 frames per second (fps), with each frame having a width of 1280 and a height of 720. The dataset on the TMT-B was not included in this version as it has not yet been tested.

References
[1] T. N. Tombaugh, “Normative Data for the Trail Making Test (TMT) in Healthy Adult Populations: A Meta-Analysis,” J Clin Exp Neuropsychol, vol. 26, no. 2, pp. 159–178, 2004, doi: 10.1076/jcen.26.2.159.28087.
[2] M. D. Lezak, D. B. Howieson, E. D. Bigler, and D. Tranel, Neuropsychological Assessment, 5th ed. New York, NY: Oxford University Press, 2012. [Online]. Available: https://global.oup.com/academic/product/neuropsychological-assessment-9780195395525
[3] I. Sánchez-Cubillo et al., “Construct validity of the Trail Making Test: Role of task-switching, working memory, inhibition/interference control, and visuomotor abilities,” 2009, Cambridge University Press. doi: 10.1017/S1355617709090626.
DOI: 10.17632/gyynrd26mr.2
title: Cognitector2024

description: Cognitector2024
This dataset was curated for monitoring attention, executive function and other cognitive states among university students using the trail-making test (TMT-A and TMT-B) experiment as a PhD research project to build an interpretable model based on a vision transformer for detecting such cognitive states based on facial expressions in a human video sequence. Forty-three video recordings of students who took the TMT-A and TMT-B test were originally in a .mov format, but were converted to .mp4 for the deep learning model. Each video duration spans from 13 seconds to a maximum of 60 seconds. By convention, an individual who completes the TMT-A test in less than 25 seconds was classified as having a Fast Attention Rate (FAR), while individuals who took more than 25 to 60 seconds to complete the task were considered to have an Average Attention Rate (AAR). The 25-second decision boundary for the class “Fast” against “Average” attentions is supported by the meta-analytic norms according to Tombaugh [1], where durations ≤ 25 seconds represent above-average performance (in the top 30%). Lezak et al. [2] clinical quartile splits and cognitive correlates [3] further support this, where a sub-25-sec performance reflects superior visual attention and processing speed. Thus, a total of 22 students were classified as AAR, while 21 were considered FAR. One outlier was observed in the AAR class, where the last sample shows a rather wider gap of over 10 seconds; otherwise, the time difference between the two classes was evenly distributed. Each video dataset consisted of 59.94 frames per second (fps), with each frame having a width of 1280 and a height of 720. The dataset on the TMT-B was not included in this version as it has not yet been tested.

References
[1] T. N. Tombaugh, “Normative Data for the Trail Making Test (TMT) in Healthy Adult Populations: A Meta-Analysis,” J Clin Exp Neuropsychol, vol. 26, no. 2, pp. 159–178, 2004, doi: 10.1076/jcen.26.2.159.28087.
[2] M. D. Lezak, D. B. Howieson, E. D. Bigler, and D. Tranel, Neuropsychological Assessment, 5th ed. New York, NY: Oxford University Press, 2012. [Online]. Available: https://global.oup.com/academic/product/neuropsychological-assessment-9780195395525
[3] I. Sánchez-Cubillo et al., “Construct validity of the Trail Making Test: Role of task-switching, working memory, inhibition/interference control, and visuomotor abilities,” 2009, Cambridge University Press. doi: 10.1017/S1355617709090626.
DOI: 10.6073/pasta/42e23cc42a3a463dc3ac6a1cda9b4819
title: Field survey of mangrove regeneration, porewater variables, and light in mangrove forests in Everglades National Park, Florida, USA, July 2020 - August 2022

description: This dataset package encompasses measurements from field surveys of mangrove regeneration, porewater variables, and light conditions across six mangrove sites in the coastal Everglades. The goal of this project was to quantify mangrove regeneration of seedlings and saplings in mid- and downstream locations within three estuaries in Everglades National Park, Florida, USA. We assessed the effects of porewater variables and light conditions on the observed regeneration patterns. The package includes seven datasets: FCE1268_Porewater: Contains measurements of porewater salinity, sulfide, ammonia, nitrite, orthophosphate, and nitrate at a 30 cm depth. Porewater surveys were conducted biannually from 09-10-2020 to 05-17-2022. See also similar porewater data for Florida Coastal Everglades (FCE) long-term sites in data packages knb-lter-fce.1169 and knb-lter-fce.1171, which contain data for SRS-5 and SRS-6, available in the FCE LTER website's data catalog or the EDI repository. FCE1268_Foliar_Nutrient_Content dataset, collected in August 2022, includes measurements of foliar nutrient content (total carbon, total nitrogen, and total phosphorus) for three mangrove species (A. germinans, L. racemosa, R. mangle) of two life stages—seedlings (height &lt; 1 m) and saplings (height ≥ 1 m and Diameter at Breast Height (DBH) &lt; 2.5 cm). FCE1268_Light contains light intensity (foot-candle) measurements taken at 1-hour intervals from 09-18-2020 to 08-29-2022 at mangrove sites and converted photosynthetic active radiation values from an outdoor mesocosm experiment. FCE1268_Sapling_Density provides biannual count measurements of individuals at the sapling plot level (4 m^-2) within each site from 07-09-2020 to 08-29-2022. FCE1268_Seedling_Density contains biannual count measurements of individuals at the seedling plot level (m^-2) within each site from 07-07-2020 to 08-29-2022. FCE1268_Sapling_Regeneration contains height, crown area, and stem elongation measurements of tagged sapling individuals at the plot level (4 m^-2) from 07-09-2020 to 08-29-2022. FCE1268_Seedling_Regeneration contains height, crown area, and stem elongation measurements of tagged seedling individuals at the plot level (m^-2) from 07-07-2020 to 08-29-2022. Data collection for all datasets is complete.
DOI: 10.15468/dl.szj3j2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyperolius argus Peters, 1854",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1586 -33.5889,28.2048 -32.9007,25.5395 -32.9007,25.5395 -34.1098,25.6468 -34.1222,25.7787 -34.0734,25.7098 -33.9109,25.8639 -33.797,26.4806 -33.8473,27.1586 -33.5889))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033553-250525065834625/datasets/export for details.
DOI: 10.15468/dl.xr364d
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Lemniscomys macculus (Thomas & Wroughton, 1910)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 74 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033552-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/7ntgfw577y
title: Limestone building facades: A proposal for soiling inspection method by photogrammetry

description: The research hypothesizes that limestone facade soiling can be quantitatively assessed through photogrammetry. To support this, architectural drawings in the DWG file were utilized as the background of this work. The methodology involved processing raw photographs into standardized "base facade images" – perspective corrected, gray-scaled, grey-equalized, resized to match the dimensions from the drawing files, and cleaned to eliminate all unrelated elements. These base facade images are created in the PSB files of elevations. Extracted PNG base facade images of all facade parts are stored in the "Base Facade Images" file. The accompanying "Calculation_of_soiling" file details the quantitative results obtained by applying the described photogrammetry method (specifically pixel counting on these base images) to the Kuledibi Treasury Building.
DOI: 10.17632/7ntgfw577y.1
title: Limestone building facades: A proposal for soiling inspection method by photogrammetry

description: The research hypothesizes that limestone facade soiling can be quantitatively assessed through photogrammetry. To support this, architectural drawings in the DWG file were utilized as the background of this work. The methodology involved processing raw photographs into standardized "base facade images" – perspective corrected, gray-scaled, grey-equalized, resized to match the dimensions from the drawing files, and cleaned to eliminate all unrelated elements. These base facade images are created in the PSB files of elevations. Extracted PNG base facade images of all facade parts are stored in the "Base Facade Images" file. The accompanying "Calculation_of_soiling" file details the quantitative results obtained by applying the described photogrammetry method (specifically pixel counting on these base images) to the Kuledibi Treasury Building.
DOI: 10.34740/kaggle/dsv/12120416
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.z4gk66
title: Occurrence Download

description: A dataset containing 249751 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Scardinius erythrophthalmus (Linnaeus, 1758)"
 ]
}

 The dataset includes 249751 records from 498 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033537-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/dxn99v46v7
title: Immersive Technology in Business Education: A Bibliometric Analysis

description: This dataset supports the analysis conducted for a bibliometric study exploring the intersection of immersive technology, business, and education. The dataset consists of two components:
Primary Data: A collection of 1,040 scientific publications retrieved from Scopus databases. These publications broadly focus on the themes of immersive technology and business. The primary dataset was analyzed using bibliometric methods to identify research trends, authors, country, relationship between keyword, and citation patterns. This allows for a comprehensive understanding of how immersive technologies are being researched and applied in the business domain globally.
Secondary Data: This data consist of 20 publications specifically related to immersive technology in Indonesian education. This smaller dataset complements the specific dataset by offering a more localized perspective. Bibliometric analysis of this secondary data set was used to explore how immersive technologies are being implemented and discussed within Indonesian educational.
Analysis was conducted using the R Biblioshiny analysis tool ensuring transparency and reproducibility of results. This dataset can be used by other researchers for replication, extended analysis, or comparative studies in the domains of immersive technology.
DOI: 10.17632/dxn99v46v7.1
title: Immersive Technology in Business Education: A Bibliometric Analysis

description: This dataset supports the analysis conducted for a bibliometric study exploring the intersection of immersive technology, business, and education. The dataset consists of two components:
Primary Data: A collection of 1,040 scientific publications retrieved from Scopus databases. These publications broadly focus on the themes of immersive technology and business. The primary dataset was analyzed using bibliometric methods to identify research trends, authors, country, relationship between keyword, and citation patterns. This allows for a comprehensive understanding of how immersive technologies are being researched and applied in the business domain globally.
Secondary Data: This data consist of 20 publications specifically related to immersive technology in Indonesian education. This smaller dataset complements the specific dataset by offering a more localized perspective. Bibliometric analysis of this secondary data set was used to explore how immersive technologies are being implemented and discussed within Indonesian educational.
Analysis was conducted using the R Biblioshiny analysis tool ensuring transparency and reproducibility of results. This dataset can be used by other researchers for replication, extended analysis, or comparative studies in the domains of immersive technology.
DOI: 10.15468/dl.pb88tm
title: Occurrence Download

description: A dataset containing 3557 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arctocephalus pusillus doriferus Wood Jones, 1925"
 ]
}

 The dataset includes 3557 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033554-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/48w2dz24mf.1
title: Low-Cost Vertical Variable-Rate Electric Sprayer with Automatic Spray Distance Control

description: Datasets used for the performance evaluation of a low-cost vertical variable-rate sprayer with automatic distance control
DOI: 10.17632/48w2dz24mf
title: Low-Cost Vertical Variable-Rate Electric Sprayer with Automatic Spray Distance Control

description: Datasets used for the performance evaluation of a low-cost vertical variable-rate sprayer with automatic distance control
DOI: 10.17632/48w2dz24mf.2
title: Low-Cost Vertical Variable-Rate Electric Sprayer with Automatic Spray Distance Control

description: Datasets used for the performance evaluation of a low-cost vertical variable-rate sprayer with automatic distance control
DOI: 10.15468/dl.7zkmsa
title: Occurrence Download

description: A dataset containing 31360 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Neuropteren Deutschlands (Neuropterida of Germany)"
 ]
}

 The dataset includes 31360 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033555-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezkttm
title: Occurrence Download

description: A dataset containing 3440 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Laurencia obtusa (Huds.) J.V.Lamour."
 ]
}

 The dataset includes 3440 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033556-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/44tdcdyx68
title: Optimized structures of reduced graphene-oxide with metal ions

description: The presented dataset is composed of optimized structures of the finite size reduced graphene oxide
with adsorbed transition metal ions. Geometry optimizations were performed using dispersion
corrected density functional theory, taking into account different metal ions in different spin states, and
three adsorption sites for each metal ion were considered.
DOI: 10.17632/44tdcdyx68.1
title: Optimized structures of reduced graphene-oxide with metal ions

description: The presented dataset is composed of optimized structures of the finite size reduced graphene oxide
with adsorbed transition metal ions. Geometry optimizations were performed using dispersion
corrected density functional theory, taking into account different metal ions in different spin states, and
three adsorption sites for each metal ion were considered.
DOI: 10.15468/dl.5nhnde
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyperolius argus Peters, 1854",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((18.2339 -32.5266,18.1411 -32.657,18.1007 -32.7021,18.0224 -32.6366,17.8923 -32.6419,17.754 -32.8255,17.7723 -32.9007,20.509 -32.9007,20.509 -28.5786,16.2782 -28.5786,16.4358 -28.7202,16.726 -29.1235,17.1957 -30.3752,17.6655 -31.1743,18.1322 -31.7679,18.2495 -32.2638,18.2339 -32.5266))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033557-250525065834625/datasets/export for details.
DOI: 10.17632/ybwvnjfszs
title: Mind the (narrowing) gender gap: Implications of labour market changes for EU pension sustainability

description: This repository contains Python codes to reproduce the results in the research article "Mind the (narrowing) gender gap: Implications of labour market changes for EU pension sustainability"
DOI: 10.17632/ybwvnjfszs.1
title: Mind the (narrowing) gender gap: Implications of labour market changes for EU pension sustainability

description: This repository contains Python codes to reproduce the results in the research article "Mind the (narrowing) gender gap: Implications of labour market changes for EU pension sustainability"
DOI: 10.6084/m9.figshare.29279795
title: Warmer wetter climate causes unexpected increases in ultraviolet radiation penetration and carbon mineralization in high-elevation lakes

description: Climate warming is greening alpine landscapes, yet its net effects on high-elevation lakes are unknown because of complex interactions between dissolved organic matter (DOM) subsidies, ultraviolet radiation (UVR) fluxes, and catchment hydrology. Here a survey of 131 Qinghai-Tibetan lakes shows that UVR penetration in freshwaters is correlated to low levels of aromatic DOM, nutrients, and CO<sub>2</sub>, whereas aliphatic and bioavailable DOM regulate transparency in saline basins. Laboratory experiments reveal that differences in optical properties among lakes are due to DOM mineralization by UVR, resulting in a 26-fold increase in CO<sub>2</sub> production. Rapid DOM photo-oxidation also explains 40-years of regional lacustrine change in which water clarity has increased by up to 1.3 m per decade in 1,152 lakes, despite a 66% increase in terrestrial DOM sources and enhanced runoff. Our findings suggest that DOM mineralization by UVR creates a large overlooked alpine source of CO<sub>2</sub> emissions in the world’s largest plateau that can increase with further atmospheric warming.
DOI: 10.6084/m9.figshare.29279795.v1
title: Warmer wetter climate causes unexpected increases in ultraviolet radiation penetration and carbon mineralization in high-elevation lakes

description: Climate warming is greening alpine landscapes, yet its net effects on high-elevation lakes are unknown because of complex interactions between dissolved organic matter (DOM) subsidies, ultraviolet radiation (UVR) fluxes, and catchment hydrology. Here a survey of 131 Qinghai-Tibetan lakes shows that UVR penetration in freshwaters is correlated to low levels of aromatic DOM, nutrients, and CO<sub>2</sub>, whereas aliphatic and bioavailable DOM regulate transparency in saline basins. Laboratory experiments reveal that differences in optical properties among lakes are due to DOM mineralization by UVR, resulting in a 26-fold increase in CO<sub>2</sub> production. Rapid DOM photo-oxidation also explains 40-years of regional lacustrine change in which water clarity has increased by up to 1.3 m per decade in 1,152 lakes, despite a 66% increase in terrestrial DOM sources and enhanced runoff. Our findings suggest that DOM mineralization by UVR creates a large overlooked alpine source of CO<sub>2</sub> emissions in the world’s largest plateau that can increase with further atmospheric warming.
DOI: 10.15468/dl.dpttpa
title: Occurrence Download

description: A dataset containing 554 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((95.61503 4.16548,162.38497 4.16548,162.38497 50.83452,95.61503 50.83452,95.61503 4.16548))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Laurencia okamurae Yamada, 1931"
 ]
}

 The dataset includes 554 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033558-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.46hj2u
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Alpinia oxyphylla Miq."
 ]
}

 The dataset includes 136 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033559-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14679985
title: Gate-Tunable Exchange Bias and Voltage-Controlled Magnetization Switching in a van der Waals Ferromagnet

description: This dataset accompanies the publication Gate-Tunable Exchange Bias and Voltage-Controlled Magnetization Switching in a van der Waals Ferromagnet. It includes comprehensive experimental data supporting the findings reported in the study.

The dataset comprises:



Field Cooling Measurements: Text files containing data from field cooling experiments conducted at various temperatures for both positive and negative field cooling protocols.

Gate-Tunable Exchange Bias Data: Measurements of exchange bias behavior under different gate voltage conditions.

Voltage-Controlled Magnetization Switching Experiments: Data demonstrating voltage-controlled magnetization switching, along with control measurements for reference.