cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/r377gf67vt
title: TMK-PIN1 drives a short self-organizing circuit for auxin export and signaling in Arabidopsis

description: Raw data of western blots for “TMK-PIN1 drives a short self-organizing circuit for auxin export and signaling in Arabidopsis”.
DOI: 10.17632/r377gf67vt.1
title: TMK-PIN1 drives a short self-organizing circuit for auxin export and signaling in Arabidopsis

description: Raw data of western blots for “TMK-PIN1 drives a short self-organizing circuit for auxin export and signaling in Arabidopsis”.
DOI: 10.17632/fy4nppvx6v.2
title: Revised Oceanic Mo Isotope Budget from Deep-Sea Pelagic Sediments

description: The tables provide comprehensive data on Mo isotopes, as well as the major and trace element compositions of deep-sea sediments from the Western Pacific Ocean, specifically cores GC112 and XT19. They also present Mo concentrations and their relative proportions in each extraction phase (derived from sequential extractions), as well as Mo isotope distributions within the Fe-Mn (hydro)oxide fractions of the GC112 and XT19 cores. Additionally, published data on Mo content, δ⁹⁸Mo values, and related geochemical parameters in global pelagic sediments are included for comparison.
DOI: 10.5281/zenodo.17022301
title: Dataset supporting Commissioning and testing of SolDAC Integrated Process
DOI: 10.5281/zenodo.17022302
title: Dataset supporting Commissioning and testing of SolDAC Integrated Process
DOI: 10.17632/bsvbtcc348
title: Scanned images of Oyster mushroom's mycelium grown on a PDA medium

description: This dataset contains time-lapse scanned images of Pleurotus ostreatus mycelium cultured on potato dextrose agar (PDA) and monitored over an incubation period of 8 days. The study aimed to test the hypothesis that environmental factors—specifically pH, temperature, and incubation time—significantly influence the radial growth and morphological development of oyster mushroom mycelium.

To evaluate this, cultures were grown under varying pH levels (4–8), temperature regimes (20–27 °C), and incubation times (2–8 days). Images were processed using a computer vision pipeline that included preprocessing, cropping, color channel streamlining, RGB to binary conversion, thresholding, contour extraction, and batch processing to generate quantitative digital outputs (in pixels) of colony growth dynamics.

Notable findings from the processed image data revealed that:

pH 6 provided the most favorable conditions for mycelial expansion, while pH 7 supported the least growth, especially at later incubation stages.

The optimal temperature range was 25–27 °C, which promoted rapid radial growth, enhanced enzyme activity, and efficient nutrient uptake. Lower temperatures (≤20 °C) slowed growth, while values &gt;30 °C (reported in prior studies) reduced performance.

Incubation period strongly influenced growth, with exponential hyphal extension observed after day 4 and maximum expansion at day 8, reflecting the shift from lag to exponential growth phases.

Interpretation of results suggests that growth regulation is tightly linked to enzyme secretion (e.g., cellulases and ligninases), cytoplasmic streaming, vesicle trafficking to hyphal tips, and maintenance of proton gradients—all of which are optimized under weakly acidic conditions and mesophilic temperatures. These findings demonstrate the synergistic effects of environmental conditions on fungal physiology and validate the application of computer vision as a non-invasive, reproducible method for monitoring mycelial growth.
DOI: 10.17632/bsvbtcc348.1
title: Scanned images of Oyster mushroom's mycelium grown on a PDA medium

description: This dataset contains time-lapse scanned images of Pleurotus ostreatus mycelium cultured on potato dextrose agar (PDA) and monitored over an incubation period of 8 days. The study aimed to test the hypothesis that environmental factors—specifically pH, temperature, and incubation time—significantly influence the radial growth and morphological development of oyster mushroom mycelium.

To evaluate this, cultures were grown under varying pH levels (4–8), temperature regimes (20–27 °C), and incubation times (2–8 days). Images were processed using a computer vision pipeline that included preprocessing, cropping, color channel streamlining, RGB to binary conversion, thresholding, contour extraction, and batch processing to generate quantitative digital outputs (in pixels) of colony growth dynamics.

Notable findings from the processed image data revealed that:

pH 6 provided the most favorable conditions for mycelial expansion, while pH 7 supported the least growth, especially at later incubation stages.

The optimal temperature range was 25–27 °C, which promoted rapid radial growth, enhanced enzyme activity, and efficient nutrient uptake. Lower temperatures (≤20 °C) slowed growth, while values &gt;30 °C (reported in prior studies) reduced performance.

Incubation period strongly influenced growth, with exponential hyphal extension observed after day 4 and maximum expansion at day 8, reflecting the shift from lag to exponential growth phases.

Interpretation of results suggests that growth regulation is tightly linked to enzyme secretion (e.g., cellulases and ligninases), cytoplasmic streaming, vesicle trafficking to hyphal tips, and maintenance of proton gradients—all of which are optimized under weakly acidic conditions and mesophilic temperatures. These findings demonstrate the synergistic effects of environmental conditions on fungal physiology and validate the application of computer vision as a non-invasive, reproducible method for monitoring mycelial growth.
DOI: 10.15468/dl.ande59
title: Occurrence Download

description: A dataset containing 277 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Curreya pithyophila"
 ]
}

 The dataset includes 277 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016256-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ccpx3
title: Occurrence Download

description: A dataset containing 413 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acrostichum aureum, Acrostichum speciosum, Excoecaria agallocha, Xylocarpus granatum, Sonneratia alba, Sonneratia hainanensis, Sonneratia caseolaris, Sonneratia ovata, Sonneratia gulngai, Sonneratia apetala, Rhizophora stylosa, Rhizophora apiculata, Ceriops tagal, Bruguiera sexangula, Bruguiera sexangula rhynchopetala, Bruguiera gymnorhiza, Kandelia obovata, Laguncularia racemosa, Lumnitzera littorea, Lumnitzera racemosa, Aegiceras corniculatum, Scyphiphora hydrophylacea, Avicennia marina, Acanthus ilicifolius, Acanthus ebracteatus, Nypa fruticans, Acanthus ebracteatus xiamenensis)",
 "Country is China",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970",
 "Year is less than or equal to 2025",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 413 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016255-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/s888m3s6tb
title: design ethics

description: This is original data for the paper——Sustainability in Product Design under the Context of Smart Manufacturing: A Bibliometric Analysis of Research Trends in Design Ethics
DOI: 10.17632/s888m3s6tb.1
title: design ethics

description: This is original data for the paper——Sustainability in Product Design under the Context of Smart Manufacturing: A Bibliometric Analysis of Research Trends in Design Ethics
DOI: 10.17632/cwr8mwd3zx
title: Transport mechanisms of nanoplastics in agricultural soils under snowmelt infiltration conditions in cold regions

description: Soil physicochemical characteristics parameters. Penetration curves of NPs in different soils. Migration characteristics of NPs in the context of snowmelt infiltration. Two-site kinetic fitting parameters of the transport curve of NPs in different soils. Modeled values and relative errors of NPs transport in different soils under snowmelt infiltration conditions. Migration of NPs under extreme snowfall conditions. Future trends in soil NPs accumulation. Characteristics of changes in soil structure. Characteristics of changes in soil parameters. Results of XDLVO interaction energy calculations. Physicochemical properties for NPs and soil particles in different experimental groups, parameters for XDLVO calculation, and calculated results. The raw data of this study was upload here.
DOI: 10.17632/cwr8mwd3zx.1
title: Transport mechanisms of nanoplastics in agricultural soils under snowmelt infiltration conditions in cold regions

description: Soil physicochemical characteristics parameters. Penetration curves of NPs in different soils. Migration characteristics of NPs in the context of snowmelt infiltration. Two-site kinetic fitting parameters of the transport curve of NPs in different soils. Modeled values and relative errors of NPs transport in different soils under snowmelt infiltration conditions. Migration of NPs under extreme snowfall conditions. Future trends in soil NPs accumulation. Characteristics of changes in soil structure. Characteristics of changes in soil parameters. Results of XDLVO interaction energy calculations. Physicochemical properties for NPs and soil particles in different experimental groups, parameters for XDLVO calculation, and calculated results. The raw data of this study was upload here.
DOI: 10.17632/gykr4c33hx
title: Phenotype transformation toward hypersensitivity to soreness in post-exercise muscle

description: Raw data for Fig. 1, 2 and 3.
DOI: 10.17632/gykr4c33hx.1
title: Phenotype transformation toward hypersensitivity to soreness in post-exercise muscle

description: Raw data for Fig. 1, 2 and 3.
DOI: 10.6084/m9.figshare.29994721.v2
title: Coarse grain contents and chronology, correlation test using SLICK algorithm

description: This archive contains :coarse grain contents and chronology, and the correlation test using SLICK algorithm fromLi, Y., Donnelly, J. P., Gao, S., Gao, J., Bramante, J., d'Entremont, N., & Kotra, K. K. (2025). Prehistoric Intense Tropical Cyclones in the South Pacific Ocean. <i>Geophysical Research Letters</i>, 52, e2024GL113976. https://doi.org/10.1029/2024GL113976
DOI: 10.6084/m9.figshare.29994721
title: Coarse grain contents and chronology, correlation test using SLICK algorithm

description: This archive contains :coarse grain contents and chronology, and the correlation test using SLICK algorithm fromLi, Y., Donnelly, J. P., Gao, S., Gao, J., Bramante, J., d'Entremont, N., & Kotra, K. K. (2025). Prehistoric Intense Tropical Cyclones in the South Pacific Ocean. <i>Geophysical Research Letters</i>, 52, e2024GL113976. https://doi.org/10.1029/2024GL113976
DOI: 10.6084/m9.figshare.29994721.v1
title: Coarse fraction and chronology dataset from Salt Lake, Fiji

description: Coarse fraction and chronology dataset from:Li, Y., Donnelly, J. P., Gao, S., Gao, J., Bramante, J., d'Entremont, N., and Kotra, K. K. (2025). Prehistoric Intense Tropical Cyclones in the South Pacific Ocean. Geophysical Research Letters, XX(X)
DOI: 10.15468/dl.mmgjj9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cichorium endivia",
 "Country is Seychelles",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016254-250827131500795/datasets/export for details.
DOI: 10.17632/h6663kk4kk
title: Data Elements and Corporate Tax Avoidance in China: From the Perspective of Internal and External Information Effects (Original data)

description: Replication file for Data Elements and Corporate Tax Avoidance in China: From the Perspective of Internal and External Information Effects
DOI: 10.17632/h6663kk4kk.1
title: Data Elements and Corporate Tax Avoidance in China: From the Perspective of Internal and External Information Effects (Original data)

description: Replication file for Data Elements and Corporate Tax Avoidance in China: From the Perspective of Internal and External Information Effects
DOI: 10.17632/x6s8zzv5sw
title: Supplementary Test Data for the publication of "Heat exposure exacerbates economic inequality through cascading losses in global trade"

description: To enable peers to test and validate the calculation codes provided, this study will upload the following two core data subsets as supplementary materials:
ERA5 2-meter temperature data (1990–2000)
CMIP6 CanESM5 model daily average temperature data under the SSP119 scenario (tas_day_CanESM5_ssp119_r1i1p1f1_gn_20150101-21001231)
DOI: 10.17632/x6s8zzv5sw.1
title: Supplementary Test Data for the publication of "Heat exposure exacerbates economic inequality through cascading losses in global trade"

description: To enable peers to test and validate the calculation codes provided, this study will upload the following two core data subsets as supplementary materials:
ERA5 2-meter temperature data (1990–2000)
CMIP6 CanESM5 model daily average temperature data under the SSP119 scenario (tas_day_CanESM5_ssp119_r1i1p1f1_gn_20150101-21001231)
DOI: 10.17632/j4c325yrgg
title: Database of US Treasury prices and returns 1942-1982

description: This database consists of two major parts. Firstly, a spreadsheet containing the monthly price, amounts in issue, and yields of individual US treasuries from the end of 1941 until close to the end of 1982. Secondly, annual and monthly total returns of various indices (defined by maturity and tax status) over the same period.

The details of the method used and a discussion of the results can be found in
Stocker, A.J. (2025). “Total returns of US treasury index funds derived from bond prices between 1941 and 1982”, Available at SSRN https://ssrn.com/abstract=5422914 or http://dx.doi.org/10.2139/ssrn.5422914
DOI: 10.17632/j4c325yrgg.1
title: Database of US Treasury prices and returns 1942-1982

description: This database consists of two major parts. Firstly, a spreadsheet containing the monthly price, amounts in issue, and yields of individual US treasuries from the end of 1941 until close to the end of 1982. Secondly, annual and monthly total returns of various indices (defined by maturity and tax status) over the same period.

The details of the method used and a discussion of the results can be found in
Stocker, A.J. (2025). “Total returns of US treasury index funds derived from bond prices between 1941 and 1982”, Available at SSRN https://ssrn.com/abstract=5422914 or http://dx.doi.org/10.2139/ssrn.5422914
DOI: 10.15468/dl.scuybc
title: Occurrence Download

description: A dataset containing 56075 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Tetraonid line transect surveys from Norway: Data from Fjellstyrene"
 ]
}

 The dataset includes 56075 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016228-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/yrtm4xv85j
title: Eucalyptus mixed with native tree species enhances soil enzyme activity by optimizing bacterial co-occurrence network connectivity

description: Original dataset of the study entitled “Eucalyptus mixed with native tree species enhances soil enzyme activity by optimizing bacterial co-occurrence network connectivity”.
DOI: 10.17632/yrtm4xv85j.1
title: Eucalyptus mixed with native tree species enhances soil enzyme activity by optimizing bacterial co-occurrence network connectivity

description: Original dataset of the study entitled “Eucalyptus mixed with native tree species enhances soil enzyme activity by optimizing bacterial co-occurrence network connectivity”.
DOI: 10.17632/nvyrvfcw6x
title: Hematological Inflammatory Biomarkers as Predictors of the Severity and Outcomes of Bullous Pemphigoid: A Retrospective Cohort Study

description: Supplementary material of the manuscript entitled "Hematological Inflammatory Biomarkers as Predictors of the Severity and Outcomes of Bullous Pemphigoid: A Retrospective Cohort Study."
DOI: 10.17632/nvyrvfcw6x.1
title: Hematological Inflammatory Biomarkers as Predictors of the Severity and Outcomes of Bullous Pemphigoid: A Retrospective Cohort Study

description: Supplementary material of the manuscript entitled "Hematological Inflammatory Biomarkers as Predictors of the Severity and Outcomes of Bullous Pemphigoid: A Retrospective Cohort Study."
DOI: 10.17632/x7ydz77c8p.1
title: Replication Package (Synthetic Data)–From borders to boardrooms: Immigrants' impact on productivity

description: Replication package for From borders to boardrooms: Immigrants' impact on productivity
DOI: 10.5281/zenodo.16614870
title: A spatial map of MAPK activated immunosuppressive myeloid populations in pediatric low-grade glioma

description: The data presented here corresponds to the study “A spatial map of MAPK-activated immunosuppressive myeloid populations in pediatric low-grade glioma.” The files includes single-cell segmentation masks, cell type annotations in .mat format, raw IMC files as txt format, and CyTOF files. The code used to process and visualize the data is available at https://github.com/walsh-quail-labs/Pediatric-Low-Grade-Gliomas
DOI: 10.5281/zenodo.16614871
title: A spatial map of MAPK activated immunosuppressive myeloid populations in pediatric low-grade glioma

description: The data presented here corresponds to the study “A spatial map of MAPK-activated immunosuppressive myeloid populations in pediatric low-grade glioma.” The files includes single-cell segmentation masks, cell type annotations in .mat format, raw IMC files as txt format, and CyTOF files. The code used to process and visualize the data is available at https://github.com/walsh-quail-labs/Pediatric-Low-Grade-Gliomas
DOI: 10.15468/dl.xhjs5j
title: Occurrence Download

description: A dataset containing 204531 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-0.89582 47.02337,-1.11293 47.05508,-1.31144 47.00857,-1.37037 46.89,-1.28972 46.71803,-0.99817 46.62652,-0.77486 46.70953,-0.6725 46.85395,-0.72833 46.98953,-0.76555 46.99376,-0.89582 47.02337))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 204531 records from 521 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016227-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/xpspkn3g95
title: The use of serious games to develop social skills in children with Autism: A Literature Review

description: This literature review explores the role of serious games in improving the social and emotional intelligence of children with Autism Spectrum Disorder (ASD). The research included 38 studies examining the effectiveness of these games in enhancing skills such as social interaction, understanding social rules, cooperation, effective communication, expression, and management of emotions by offering interactive learning experiences. Serious games are an innovative, promising educational tool that can improve the overall well-being of individuals with autism. However, choosing the right game depends on many factors that require proper assessment of the children's individual characteristics, good knowledge of the game and take under consideration all of the available material and technical resources.
DOI: 10.17632/xpspkn3g95.1
title: The use of serious games to develop social skills in children with Autism: A Literature Review

description: This literature review explores the role of serious games in improving the social and emotional intelligence of children with Autism Spectrum Disorder (ASD). The research included 38 studies examining the effectiveness of these games in enhancing skills such as social interaction, understanding social rules, cooperation, effective communication, expression, and management of emotions by offering interactive learning experiences. Serious games are an innovative, promising educational tool that can improve the overall well-being of individuals with autism. However, choosing the right game depends on many factors that require proper assessment of the children's individual characteristics, good knowledge of the game and take under consideration all of the available material and technical resources.
DOI: 10.17632/tvtrmmb4rw
title: Expanded Electrochemical Stability Window (~ 3.0 V) of Ni-doped FeS2@WS2 hybrid nanocomposite-based Supercapacitor Electrode using Water-in-salt Electrolyte

description: This research data set contains XRD, SEM, EDAX, HRTEM, XPS and electrochemical raw data
DOI: 10.17632/tvtrmmb4rw.1
title: Expanded Electrochemical Stability Window (~ 3.0 V) of Ni-doped FeS2@WS2 hybrid nanocomposite-based Supercapacitor Electrode using Water-in-salt Electrolyte

description: This research data set contains XRD, SEM, EDAX, HRTEM, XPS and electrochemical raw data
DOI: 10.17632/x2wf7hbv52
title: Effect of Pore Structure Alteration Induced by Cyclic Stress and CO2-Water-Rock Interactions on the Stress Sensitivity and Hysteresis Characteristics of the Lucaogou Shale Formation

description: Effect of Pore Structure Alteration Induced by Cyclic Stress and CO2-Water-Rock Interactions on the Stress Sensitivity and Hysteresis Characteristics of the Lucaogou Shale Formation. Journal of Geophysical Research Solid Earth
DOI: 10.17632/x2wf7hbv52.1
title: Effect of Pore Structure Alteration Induced by Cyclic Stress and CO2-Water-Rock Interactions on the Stress Sensitivity and Hysteresis Characteristics of the Lucaogou Shale Formation

description: Effect of Pore Structure Alteration Induced by Cyclic Stress and CO2-Water-Rock Interactions on the Stress Sensitivity and Hysteresis Characteristics of the Lucaogou Shale Formation. Journal of Geophysical Research Solid Earth
DOI: 10.15468/dl.m6zfz6
title: Occurrence Download

description: A dataset containing 768 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Imbrasia epimethea)"
 ]
}

 The dataset includes 768 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016260-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.