cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/kfkpnpbgbt.1
title: semiparametric doubly-robust quantile treatment effect estimator and empirical data on environmental regulation's impact on corporate digital transformation.

description: The research data encompass simulated data, simulation code, and an empirical dataset. The simulated data generate potential outcomes, observed outcomes, propensity scores, and treatment assignments under three distinct designs. The first two designs differ exclusively in their propensity score specification—linear versus nonlinear—while the third features unbalanced distributions. The simulation code implements inverse probability weighting (IPW) and doubly robust (DR) estimators for quantile treatment effects (QTE), with IPW relying on a linear parametric model and DR employing multiple machine learning algorithms for propensity score estimation, thereby validating the advantages of the semiparametric quantile DR estimator. The empirical analysis examines the causal effect of environmental regulation on corporate digital transformation, exploiting China's new energy city pilot policy as a quasi-natural experiment. Digital transformation levels are constructed through textual analysis of listed firms' annual reports. Treatment assignment is defined by region-year indicators. Confounding variables—including firm age, CEO duality, return on equity, standard audit opinion, operating revenue, total assets, and turnover ratio—serve as explanatory variables for propensity score estimation and the outcome distribution. The empirical specification employs a QTE doubly robust estimator with propensity scores estimated via random forest.
DOI: 10.6084/m9.figshare.30738152
title: Raw data files of Characterization and toxicological profiling of enzalutamide-loaded elastin nanogel on <i>Danio rerio</i> embryos

description: Resistance to androgen blockers has been a persistent problem in prostate cancer therapy. The need for nontoxic carriers with efficient site-specific release has led to the development of the elastin-based nanogel. The study focuses on the preliminary aspects of the said carrier, such as the characterisation of physical and interactive properties, along with its toxicological effects in zebrafish embryos by way of developmental morphological assessment and key regulatory gene expression analysis.
DOI: 10.6084/m9.figshare.30738152.v1
title: Raw data files of Characterization and toxicological profiling of enzalutamide-loaded elastin nanogel on <i>Danio rerio</i> embryos

description: Resistance to androgen blockers has been a persistent problem in prostate cancer therapy. The need for nontoxic carriers with efficient site-specific release has led to the development of the elastin-based nanogel. The study focuses on the preliminary aspects of the said carrier, such as the characterisation of physical and interactive properties, along with its toxicological effects in zebrafish embryos by way of developmental morphological assessment and key regulatory gene expression analysis.
DOI: 10.15468/dl.hecrv9
title: Occurrence Download

description: A dataset containing 2064343 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 4.085278",
 "DecimalLatitude is less than or equal to 9.085278",
 "DecimalLongitude is greater than or equal to -80.0",
 "DecimalLongitude is less than or equal to -75.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 2064343 records from 503 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013907-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/dhhytc69ms
title: Effects of snow depth change on topsoil and subsoil organic carbon accumulation in seasonally frozen soil regions under climate change conditions

description: Effects of snow depth change on topsoil and subsoil organic carbon accumulation in seasonally frozen soil regions under climate change conditions
DOI: 10.17632/dhhytc69ms.1
title: Effects of snow depth change on topsoil and subsoil organic carbon accumulation in seasonally frozen soil regions under climate change conditions

description: Effects of snow depth change on topsoil and subsoil organic carbon accumulation in seasonally frozen soil regions under climate change conditions
DOI: 10.17632/jb434259k8
title: Is Reading a Design?

description: The exploration of reading as a sensory experience reveals the depth and richness that lies within the written word. By identifying intricate patterns in descriptions, readers can unlock vivid imagery that engages their senses on multiple levels. Prestructured yet evolving narratives further enrich this dynamic process by encouraging collaborative reading and inviting readers to share insights and interpretations.
DOI: 10.17632/jb434259k8.1
title: Is Reading a Design?

description: The exploration of reading as a sensory experience reveals the depth and richness that lies within the written word. By identifying intricate patterns in descriptions, readers can unlock vivid imagery that engages their senses on multiple levels. Prestructured yet evolving narratives further enrich this dynamic process by encouraging collaborative reading and inviting readers to share insights and interpretations.
DOI: 10.5281/zenodo.17676302
title: DISTENDER Climate Simulations: Statistical Downscaling for HUAS_D0, Vertical level 50m, Global model MPI-ESM1-2-HR, scenario ssp585 -  The North-east of the Netherlands (HUAS)

description: Local (high resolution) climate data produced applying statistical downscaling techniques in the EU Project DISTENDER for five case studies. https://distender.eu/the-project . The datasets from the statistical downscaling come from the outputs of three global climate models that have been bias corrected (Parametric quantile mapping).
More details about the domains, the provided variable, levels and periods are provided in the README file.
DOI: 10.5281/zenodo.17676301
title: DISTENDER Climate Simulations: Statistical Downscaling for HUAS_D0, Vertical level 50m, Global model MPI-ESM1-2-HR, scenario ssp585 -  The North-east of the Netherlands (HUAS)

description: Local (high resolution) climate data produced applying statistical downscaling techniques in the EU Project DISTENDER for five case studies. https://distender.eu/the-project . The datasets from the statistical downscaling come from the outputs of three global climate models that have been bias corrected (Parametric quantile mapping).
More details about the domains, the provided variable, levels and periods are provided in the README file.
DOI: 10.5281/zenodo.17748962
title: Test dataset for https://github.com/paulsengroup/StripePy

description: Test and demo datasets for StripePy (https://github.com/paulsengroup/StripePy). 

Original datasets were downloaded from the 4DNucleome Data Portal and ENCODE. Then, the mcool files downloaded from the 4DNucleome were fixed using hictk fix-mcool. Finally, the Hi-C matrix files were minified by removing trans-interactions and cis-interactions outside a 5-Mb band around the diagonal. This was automated using script generate_test_matrix.py from folder test/scripts in the paulsengroup/StripePy repository. The minified files in mcool format were converted to hic format using hictk convert.

The result file results_4DNFI9GMP2J8_v1.hdf5 was generated using stripepy 0.1.dev243+g88c33bb with the following command: stripepy call 4DNFI9GMP2J8.stripepy.mcool 10000 --glob-pers-min 0.05 --loc-pers-min 0.33 --loc-trend-min 0.25
DOI: 10.17632/mrxs8hzjv6
title: A Protective Genetic Link between Delirium and Cognitive Disorders: A Bidirectional Mendelian Randomization Study Revealing a Paradox in Brain Aging

description: This dataset contains the complete genetic data and analytical results supporting the findings of our Mendelian randomization study investigating the causal relationship between delirium and cognitive disorders.
DOI: 10.17632/mrxs8hzjv6.1
title: A Protective Genetic Link between Delirium and Cognitive Disorders: A Bidirectional Mendelian Randomization Study Revealing a Paradox in Brain Aging

description: This dataset contains the complete genetic data and analytical results supporting the findings of our Mendelian randomization study investigating the causal relationship between delirium and cognitive disorders.
DOI: 10.17632/p2cnk99rjs
title: CEL truncation mutant unveils lipotoxicity induced β-cell demise

description: This study demonstrates that a truncating mutation in CEL results in loss of lipolytic function and accumulation of mutant protein (MUT CEL) in acinar cells.
DOI: 10.17632/p2cnk99rjs.3
title: CEL truncation mutant unveils lipotoxicity induced β-cell demise

description: This study demonstrates that a truncating mutation in CEL results in loss of lipolytic function and accumulation of mutant protein (MUT CEL) in acinar cells.
DOI: 10.5281/zenodo.17747825
title: Monthly two-band Enhanced Vegetation Index (EVI2) derived from Himawari-8/9 AHI for tropical Asia (2017–2024)

description: This dataset provides monthly two-band Enhanced Vegetation Index (EVI2) derived from the Himawari-8/9 Advanced Himawari Imager (AHI) surface reflectance for tropical Asia from 2017 to 2024.

The AHI surface reflectance was generated following the atmospheric correction algorithm described by Li et al. (2025) and Zhang et al. (2025).BRDF normalization was applied based on the method of Hase et al. (2025, Environmental Research Letters).The monthly EVI2 composites were produced using the temporal aggregation and quality-screening procedures described in Hase et al. (2025, submitted to Geophysical Research Letters), including cloud masking, BRDF correction, and quality filtering.

Spatial coverage: tropical Asia (23°N–12°S, 90°E–165°E)Temporal resolution: monthlyData format: INT16 binary (scaled by 0.0001)
DOI: 10.5281/zenodo.17747826
title: Monthly two-band Enhanced Vegetation Index (EVI2) derived from Himawari-8/9 AHI for tropical Asia (2017–2024)

description: This dataset provides monthly two-band Enhanced Vegetation Index (EVI2) derived from the Himawari-8/9 Advanced Himawari Imager (AHI) surface reflectance for tropical Asia from 2017 to 2024.

The AHI surface reflectance was generated following the atmospheric correction algorithm described by Li et al. (2025) and Zhang et al. (2025).BRDF normalization was applied based on the method of Hase et al. (2025, Environmental Research Letters).The monthly EVI2 composites were produced using the temporal aggregation and quality-screening procedures described in Hase et al. (2025, submitted to Geophysical Research Letters), including cloud masking, BRDF correction, and quality filtering.

Spatial coverage: tropical Asia (23°N–12°S, 90°E–165°E)Temporal resolution: monthlyData format: INT16 binary (scaled by 0.0001)
DOI: 10.15468/dl.umxg7j
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Japan",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hydrophilus acuminatus"
 ]
}

 The dataset includes 103 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013923-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57780/eca-34d9d30
title: EarthCARE MSI CM Level 2A

description: EarthCARE MSI CM Level 2A baseline BC
DOI: 10.17632/jwz3fs4gm7
title: Transcriptome and metabolome datasets

description: The raw transcriptome data contain the unprocessed reads obtained before any bioinformatics treatment, and the treatment groups can be unambiguously identified from the file names: L0 denotes log-phase cells exposed to 0 mg L⁻¹ AgNO₃, S0 denotes stationary-phase cells exposed to 0 mg L⁻¹ AgNO₃, L1 and L8 denote log-phase cells exposed to 1 and 8 mg L⁻¹ AgNO₃, respectively, and S1 and S8 denote stationary-phase cells exposed to 1 and 8 mg L⁻¹ AgNO₃, respectively. The same naming scheme is used for the metabolome data sets; metabolomic profiling was performed in both positive-ion mode and negative-ion mode, yielding two separate raw data files per sample.
DOI: 10.17632/jwz3fs4gm7.1
title: Transcriptome and metabolome datasets

description: The raw transcriptome data contain the unprocessed reads obtained before any bioinformatics treatment, and the treatment groups can be unambiguously identified from the file names: L0 denotes log-phase cells exposed to 0 mg L⁻¹ AgNO₃, S0 denotes stationary-phase cells exposed to 0 mg L⁻¹ AgNO₃, L1 and L8 denote log-phase cells exposed to 1 and 8 mg L⁻¹ AgNO₃, respectively, and S1 and S8 denote stationary-phase cells exposed to 1 and 8 mg L⁻¹ AgNO₃, respectively. The same naming scheme is used for the metabolome data sets; metabolomic profiling was performed in both positive-ion mode and negative-ion mode, yielding two separate raw data files per sample.
DOI: 10.5281/zenodo.17676305
title: DISTENDER Climate Simulations: Statistical Downscaling for HUAS_D0, Vertical level sfc, Global model CanESM5, scenario Historical -  The North-east of the Netherlands (HUAS)

description: Local (high resolution) climate data produced applying statistical downscaling techniques in the EU Project DISTENDER for five case studies. https://distender.eu/the-project . The datasets from the statistical downscaling come from the outputs of three global climate models that have been bias corrected (Parametric quantile mapping).
More details about the domains, the provided variable, levels and periods are provided in the README file.
DOI: 10.5281/zenodo.17676306
title: DISTENDER Climate Simulations: Statistical Downscaling for HUAS_D0, Vertical level sfc, Global model CanESM5, scenario Historical -  The North-east of the Netherlands (HUAS)

description: Local (high resolution) climate data produced applying statistical downscaling techniques in the EU Project DISTENDER for five case studies. https://distender.eu/the-project . The datasets from the statistical downscaling come from the outputs of three global climate models that have been bias corrected (Parametric quantile mapping).
More details about the domains, the provided variable, levels and periods are provided in the README file.
DOI: 10.15468/dl.jcnud3
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhodiola gannanica"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013924-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17676310
title: DISTENDER Climate Simulations: Statistical Downscaling for HUAS_D0, Vertical level sfc, Global model CanESM5, scenario ssp126 -  The North-east of the Netherlands (HUAS)

description: Local (high resolution) climate data produced applying statistical downscaling techniques in the EU Project DISTENDER for five case studies. https://distender.eu/the-project . The datasets from the statistical downscaling come from the outputs of three global climate models that have been bias corrected (Parametric quantile mapping).
More details about the domains, the provided variable, levels and periods are provided in the README file.
DOI: 10.5281/zenodo.17676309
title: DISTENDER Climate Simulations: Statistical Downscaling for HUAS_D0, Vertical level sfc, Global model CanESM5, scenario ssp126 -  The North-east of the Netherlands (HUAS)

description: Local (high resolution) climate data produced applying statistical downscaling techniques in the EU Project DISTENDER for five case studies. https://distender.eu/the-project . The datasets from the statistical downscaling come from the outputs of three global climate models that have been bias corrected (Parametric quantile mapping).
More details about the domains, the provided variable, levels and periods are provided in the README file.
DOI: 10.57780/eca-6b9353c
title: EarthCARE CPR CD Level 2A

description: EarthCARE CPR CD Level 2A baseline BC
DOI: 10.17632/88vzgys5vg.1
title: Mammogram Image Dataset for Breast Cancer Detection

description: The dataset was retrospectively compiled following approval from the relevant Institutional Review Board (IRB) or Ethics Committee. Data were sourced from de-identified patient biopsy records at a tertiary hospital, encompassing a defined collection window from January 1, 2023, to October 31, 2023. The dataset comprises 614 original ((361 benign and 253 malignant cases)) breast X-ray images (mammograms) sourced exclusively from a single institution: a hospital in Polokwane, Limpopo, South Africa. All images have been clinically validated to establish the ground truth by a panel of radiologists and specialized medical practitioners. The acquisition process utilized a dedicated breast X-ray system equipped with specialized accessories to minimize radiation exposure, adhering to safety protocols. All data is standardized in the PNG format with a uniform resolution of 1920 × 1080 pixels.
DOI: 10.17632/j2gjwhnsny
title: Figure

description: The table is a quantitative analysis using Smart PLS4, including Operational Research of Variables, Construct Reliability and Validity, Fornell-Larcker Criterion, Path Coefficients, and R-squared.
Regarding government officials, three people were involved in this study. They came from the Pandeglang District Fisheries and Marine Service, the Coastal Fishing Port Technical Implementation Unit, the Teluk Labuan Fish Auction Site, and six fishing communities, all of which play a role in coastal resource management and e-government implementation.
DOI: 10.17632/j2gjwhnsny.2
title: Figure

description: The table is a quantitative analysis using Smart PLS4, including Operational Research of Variables, Construct Reliability and Validity, Fornell-Larcker Criterion, Path Coefficients, and R-squared.
Regarding government officials, three people were involved in this study. They came from the Pandeglang District Fisheries and Marine Service, the Coastal Fishing Port Technical Implementation Unit, the Teluk Labuan Fish Auction Site, and six fishing communities, all of which play a role in coastal resource management and e-government implementation.
DOI: 10.17632/xfc2bzz7t6
title: The Impact of Generative AI on Non-English Language and Statistical Programming Tasks: Evidence from Thai Writing and Stata Analysis

description: Stata code for the paper "The Impact of Generative AI on Non-English Language and Statistical Programming Tasks: Evidence from Thai Writing and Stata Analysis". Interested readers may requested dataset at tanapong.p@chula.ac.th.
DOI: 10.17632/xfc2bzz7t6.1
title: The Impact of Generative AI on Non-English Language and Statistical Programming Tasks: Evidence from Thai Writing and Stata Analysis

description: Stata code for the paper "The Impact of Generative AI on Non-English Language and Statistical Programming Tasks: Evidence from Thai Writing and Stata Analysis". Interested readers may requested dataset at tanapong.p@chula.ac.th.
DOI: 10.5281/zenodo.17676314
title: DISTENDER Climate Simulations: Statistical Downscaling for HUAS_D0, Vertical level sfc, Global model CanESM5, scenario ssp245 -  The North-east of the Netherlands (HUAS)

description: Local (high resolution) climate data produced applying statistical downscaling techniques in the EU Project DISTENDER for five case studies. https://distender.eu/the-project . The datasets from the statistical downscaling come from the outputs of three global climate models that have been bias corrected (Parametric quantile mapping).
More details about the domains, the provided variable, levels and periods are provided in the README file.
DOI: 10.17632/p8sxs7sxjr.1
title: Nickell Bias in Panel Local Projection

description: 1. Empirical results -&gt; applications.zip: The dataset in application comprises four empirical studies on macro-finance linkages, all focusing on the impact of financial crises on output, each emphasizing a different financial shock. 

* Romer and Romer (2017) provide a semi-annual dataset consisting of an unbalanced panel for 24 OECD countries from 1967 to 2012, include the dependent variables log real GDP (LNGDP) and unemployment rate (UNEMP), along with the new regressor (CRISIS) and the corresponding lags and horizon h. 

* Baron et al. (2021) cover bank equity returns for 46 advanced and emerging economies from 1870 to 2016, with the dependent variable being the log of real GDP and the change in credit-to-GDP, regressors including bank equity crash (R_B) and nonfinancial equity crash (R_N), and their respective lags and horizon h. 

* Mian et al. (2017) assemble an unbalanced panel of 30 countries from 1960 to 2012, with the dependent variable log real GDP, regressors including household debt to GDP ratio (L0HHD_L1GDP) and nonfinancial firm debt to GDP ratio (L0NFD_L1GDP), and their respective lags and horizon h. 

* Cerra and Saxena (2008) present panel data on currency crises for 175 countries from 1965 to 2000, including the dependent variable the change in the logarithm of real GDP (GRRT_WB), a dummy variable indicating a currency crisis (CRISIS), and the corresponding lags and horizon h.

2. Main-text simulations -&gt; simulations.zip: Monte Carlo simulations for the main text (Figures 1-3). See simulations/README.md for details about the scripts and figures.

3. Appendix simulations -&gt; simulations_appendix.zip: Simulation code for Appendix C (Figures C1-C12). The workflow is explained in simulations_appendix/readme.md for instructions.
DOI: 10.5281/zenodo.17676313
title: DISTENDER Climate Simulations: Statistical Downscaling for HUAS_D0, Vertical level sfc, Global model CanESM5, scenario ssp245 -  The North-east of the Netherlands (HUAS)

description: Local (high resolution) climate data produced applying statistical downscaling techniques in the EU Project DISTENDER for five case studies. https://distender.eu/the-project . The datasets from the statistical downscaling come from the outputs of three global climate models that have been bias corrected (Parametric quantile mapping).
More details about the domains, the provided variable, levels and periods are provided in the README file.
DOI: 10.17632/933576v6v9
title: Influence of fine particle content on the mechanical behavior of river gravel material

description: Fig.1 represents the test scaling curve and materials
Fig.3 represents the test gradation curves
Fig.4 represents the stress-strain curves of the river gravel materials under different confining pressures and different fines particle contents
Fig.5 represents the relationship between the peak strength and the fine particle content and different confining pressures
Fig.6 represents the relationship of fine particle content and strength parameters
Fig.7 represents the volumetric strain-strain curves of the materials under different fine particle contents
Fig.8 represents the dilatancy ratio–axial strain curves of river gravel materials under different fine particle contents and confining pressures
Fig.10 represents the changes in each particle size group of gradation
Fig.11 represents the relationship between Bg and the fine particle content under different confining pressures
Fig.12 represents the gradation curves for the three fine particle contents
Fig.13 represents the relationship between Br and the fine particle content under different confining pressures