cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.20383/103.0598
title: The Great Lakes Runoff Intercomparison Project Phase 4: The Great Lakes (GRIP-GL)

description: Abstract: Model intercomparison studies are carried out to test and compare the simulated outputs of various model setups over the same study domain. The Great Lakes region is such a domain of high public interest as it not only resembles a challenging region to model with its trans-boundary location, strong lake effects, and regions of strong human impact but is also one of the most densely populated areas in the United States and Canada. This study brought together a wide range of researchers setting up their models of choice in a highly standardized experimental setup using the same geophysical datasets, forcings, common routing product, and locations of performance evaluation across the 1 million square kilometer study domain. The study comprises 13 models covering a wide range of model types from Machine Learning based, basin-wise, subbasin-based, and gridded models that are either locally or globally calibrated or calibrated for one of each of six predefined regions of the watershed. Unlike most hydrologically focused model intercomparisons, this study not only compares models regarding their capability to simulated streamflow (Q) but also evaluates the quality of simulated actual evapotranspiration (AET), surface soil moisture (SSM), and snow water equivalent (SWE). The latter three outputs are compared against gridded reference datasets. The comparisons are performed in two ways: either by aggregating model outputs and the reference to basin-level or by regridding all model outputs to the reference grid and comparing the model simulations at each grid-cell. Citation (Journal Publication): Mai, J., Shen, H., Tolson, B. A., Gaborit, É., Arsenault, R., Craig, J. R., Fortin, V., Fry, L. M., Gauch, M., Klotz, D., Kratzert, F., O'Brien, N., Princz, D. G., Rasiya Koya, S., Roy, T., Seglenieks, F., Shrestha, N. K., Temgoua, A. G. T., Vionnet, V., and Waddell, J. W. (2022). The Great Lakes Runoff Intercomparison Project Phase 4: The Great Lakes (GRIP-GL) Hydrol. Earth Syst. Sci. https://doi.org/10.5194/hess-2022-113 Citation (Data Publication): Mai, J., Shen, H., Tolson, B. A., Gaborit, É., Arsenault, R., Craig, J. R., Fortin, V., Fry, L. M., Gauch, M., Klotz, D., Kratzert, F., O'Brien, N., Princz, D. G., Rasiya Koya, S., Roy, T., Seglenieks, F., Shrestha, N. K., Temgoua, A. G. T., Vionnet, V., and Waddell, J. W. (2022). The Great Lakes Runoff Intercomparison Project Phase 4: The Great Lakes (GRIP-GL) FRDR. https://doi.org/10.20383/103.0598 Datasets: There are two categories of GRIP-GL datasets available. Part A includes all the data that original study participants were provided with in order to train/calibrate their model. Part B are request-only data associated with performing blind model validation. Users can access Part A at any time but, as described below, users can only be granted access to Part B of the dataset after they have accessed Part A. More information is provided in the README.pdf attached.
DOI: 10.5281/zenodo.18814948
title: mastacembelus_marchei_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18814947
title: mastacembelus_marchei_decontaminated_FSCR.fasta.gz
DOI: 10.15468/dl.nnpmtg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Siphamia corallicola"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004295-260226173443078/datasets/export for details.
DOI: 10.5281/zenodo.18814970
title: کود کشاورزی

description: مجموعه داده تحقیقاتی: کود کشاورزی. Source: https://kalatakco.com/
DOI: 10.5281/zenodo.18814969
title: کود کشاورزی

description: مجموعه داده تحقیقاتی: کود کشاورزی. Source: https://kalatakco.com/
DOI: 10.15468/dl.yx7zac
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Hemigobius hoevenii"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004296-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18814954
title: CAUSES AND PREVENTION OF AGGRESSIVE BEHAVIOR IN CHILDREN

description: This article provides an extensive and in-depth scientific analysis of the causes and prevention of aggressive behavior in children. Based on numerous empirical studies, meta-analyses, and systematic reviews, it elaborates on the biological (genetics, neurological factors), psychological (emotional regulation deficit, frustration, impulsivity), familial (harsh parenting, trauma, family conflicts), social (peer influence, witnessing violence), and environmental factors (mass media, sensory overload) of aggression. Regarding prevention, the effectiveness of family interventions, school programs, emotional skill development, positive parenting, and early childhood psychocorrection is demonstrated. The findings confirm that while aggression stems from complex gene-environment interactions, early and multifaceted prevention can reduce behavioral issues by 30–50%. The article provides empirically-based recommendations for preschool and primary education practitioners, families, and specialists.
DOI: 10.5281/zenodo.18814953
title: CAUSES AND PREVENTION OF AGGRESSIVE BEHAVIOR IN CHILDREN

description: This article provides an extensive and in-depth scientific analysis of the causes and prevention of aggressive behavior in children. Based on numerous empirical studies, meta-analyses, and systematic reviews, it elaborates on the biological (genetics, neurological factors), psychological (emotional regulation deficit, frustration, impulsivity), familial (harsh parenting, trauma, family conflicts), social (peer influence, witnessing violence), and environmental factors (mass media, sensory overload) of aggression. Regarding prevention, the effectiveness of family interventions, school programs, emotional skill development, positive parenting, and early childhood psychocorrection is demonstrated. The findings confirm that while aggression stems from complex gene-environment interactions, early and multifaceted prevention can reduce behavioral issues by 30–50%. The article provides empirically-based recommendations for preschool and primary education practitioners, families, and specialists.
DOI: 10.15468/hrztgn
title: Botany Division, Yale Peabody Museum

description: Founded in 1864 by Daniel Cady Eaton from his personal library and plant collection, the Yale Herbarium is an internationally recognized repository with holdings of approximately 350,000 specimens from throughout the world. There are an estimated 3,000 type specimens. The collection is particularly rich in ferns, bryophytes and grasses, as well as in historically important materials from early botanical collectors. In addition, it was the herbarium of record for the flora of southern New England from 1864 until 1955, when that function passed to the University of Connecticut at Storrs.
DOI: 10.6084/m9.figshare.31436920.v1
title: <b>The Moderating Role of Social Class: A Stratified Examination of the Theory of Planned Behavior in Luxury Consumption</b>

description: This study explores how social class moderates the pathways of the Theory of Planned Behavior in luxury consumption.
DOI: 10.6084/m9.figshare.31436920
title: <b>The Moderating Role of Social Class: A Stratified Examination of the Theory of Planned Behavior in Luxury Consumption</b>

description: This study explores how social class moderates the pathways of the Theory of Planned Behavior in luxury consumption.
DOI: 10.15468/dl.btqbw3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Siphamia jebbi"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004297-260226173443078/datasets/export for details.
DOI: 10.5281/zenodo.18727949
title: Prompt Governance in Financial AI — Replication Package (v1.0.0)

description: Complete replication package for "Prompt Governance in Financial AI" (Girolli, 2026).

Contents:



5 Python scripts (experiment execution, evaluation, metrics)

60-case dataset (insurance + investment) with ground truth

2,158 scored results from dual LLM-as-Judge evaluation

Human validation form (blinded version for independent replication)

8 figures as published in the paper


Paper: forthcoming on SSRN
DOI: 10.5281/zenodo.18727948
title: Prompt Governance in Financial AI — Replication Package (v1.0.0)

description: Complete replication package for "Prompt Governance in Financial AI" (Girolli, 2026).

Contents:



5 Python scripts (experiment execution, evaluation, metrics)

60-case dataset (insurance + investment) with ground truth

2,158 scored results from dual LLM-as-Judge evaluation

Human validation form (blinded version for independent replication)

8 figures as published in the paper


Paper: forthcoming on SSRN
DOI: 10.5281/zenodo.18815008
title: melanitta_stejnegeri_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18814656
title: Toward General-Purpose Foundation Models for EEG: A Unified Data Registry

description: This dataset provides the EEG Data Registry (Version 1.0), a structured metadata index of 827 publicly available EEG datasets curated for research purposes.

The registry includes standardized fields such as dataset category, task paradigm, device type, sampling rate, channel configuration, participant information, modality composition, and label availability.

The registry does not redistribute raw EEG signals. All original datasets remain hosted on their respective platforms and are subject to their original licenses.

If you use this registry in your research, please cite the associated publication (DOI to be added upon publication).

 

This work was supported by the Strategic International Scientific and Technological Innovation Cooperation Initiative under the National Key R&D Program of China (Grant No. 2025YFE0205100), and by the Science and Technology Projects in Guangzhou (Grant No. 2025A04J4000).
DOI: 10.5281/zenodo.18815007
title: melanitta_stejnegeri_decontaminated_FSCR.fasta.gz
DOI: 10.15468/dl.9tbytn
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Ostorhinchus cavitensis"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004298-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.65pr9n
title: Occurrence Download

description: A dataset containing 1696 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mammals of Montenegro"
 ]
}

 The dataset includes 1696 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004299-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.31436942
title: The datasets supporting this article from Photographs reliably substitute live stimuli: beauty and emotions elicited by animal stimuli

description: Table S1-5 with original and supporting data
DOI: 10.6084/m9.figshare.31436942.v1
title: The datasets supporting this article from Photographs reliably substitute live stimuli: beauty and emotions elicited by animal stimuli

description: Table S1-5 with original and supporting data
DOI: 10.15468/dl.t9rfyn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Pomacentrus armillatus"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004300-260226173443078/datasets/export for details.
DOI: 10.5281/zenodo.18814984
title: masticophis_flagellum_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18814983
title: masticophis_flagellum_decontaminated_FSCR.fasta.gz
DOI: 10.71796/wits-figshare.31436917
title: Data from: The role of browsers in maintaining the openness of savanna grazing lawns

description: In savannas, ruminant herbivores can have divergent impacts on tree recruitment and resulting woody cover. Heavy grazing by cattle results in woody thickening, whereas intensive grazing by wildlife instead tends to be associated with lower woody cover.To disentangle why woody cover is low in areas heavily grazed by wildlife, we tested (I) whether short-grass environments attract indigenous mammalian browsers; (II) whether preference for short grass decreases with browser body mass because of differences in predator susceptibility; and (III) whether these translate into suppression of seedlings and saplings on grazing lawns, thus maintaining their openness.This work was conducted in Kruger National Park (KNP) and Hluhluwe iMfolozi Park (HiP), South Africa. In KNP, the effect of grass height on browser abundance (estimated using dung counts), and on the utilisation of woody plants by browsers (using a bite-score approach) was tested. An exclosure experiment tested the effect of grass height and browser removal on seedling survival and sapling growth of a dominant woody plant species in a short- and tall-grass mosaic. Finally, in HiP, the effect of grass height and browser removal were tested on the growth rates of a range of woody species, monitored over ten years, across ten sites.Steenbok and impala selected short- over tall-grass as preferred browsing sites, while elephant preferred tall grass. Browser abundance on short grass decreased with browser body mass, indicating that predator avoidance might be a key factor driving small-bodied browsers to utilize grazing lawns. Grass height did not explain variation in the utilisation of woody plants by browsers.Seedling survival was lowest in short grass and when browsers were present, with mortality occurring in two out of every three seedlings. Also, sapling growth was lowest in short grass, although browser removal had no effect. Evidence for increased browser impact on grazing lawns was clearest from our long-term exclosure experiment in HiP, which demonstrated that the effect of browsers on sapling growth rates was strongly modified by the presence of short grass.<i>Synthesis</i>. These results provide support for the hypothesis that browsers, particularly small-bodied browsers and mixed feeders, are attracted to short-grass habitats, and that, they help maintain grazing lawn openness by suppressing woody seedling survival and sapling growth where grass is kept short by grazers.
DOI: 10.71796/wits-figshare.31436917.v1
title: Data from: The role of browsers in maintaining the openness of savanna grazing lawns

description: In savannas, ruminant herbivores can have divergent impacts on tree recruitment and resulting woody cover. Heavy grazing by cattle results in woody thickening, whereas intensive grazing by wildlife instead tends to be associated with lower woody cover.To disentangle why woody cover is low in areas heavily grazed by wildlife, we tested (I) whether short-grass environments attract indigenous mammalian browsers; (II) whether preference for short grass decreases with browser body mass because of differences in predator susceptibility; and (III) whether these translate into suppression of seedlings and saplings on grazing lawns, thus maintaining their openness.This work was conducted in Kruger National Park (KNP) and Hluhluwe iMfolozi Park (HiP), South Africa. In KNP, the effect of grass height on browser abundance (estimated using dung counts), and on the utilisation of woody plants by browsers (using a bite-score approach) was tested. An exclosure experiment tested the effect of grass height and browser removal on seedling survival and sapling growth of a dominant woody plant species in a short- and tall-grass mosaic. Finally, in HiP, the effect of grass height and browser removal were tested on the growth rates of a range of woody species, monitored over ten years, across ten sites.Steenbok and impala selected short- over tall-grass as preferred browsing sites, while elephant preferred tall grass. Browser abundance on short grass decreased with browser body mass, indicating that predator avoidance might be a key factor driving small-bodied browsers to utilize grazing lawns. Grass height did not explain variation in the utilisation of woody plants by browsers.Seedling survival was lowest in short grass and when browsers were present, with mortality occurring in two out of every three seedlings. Also, sapling growth was lowest in short grass, although browser removal had no effect. Evidence for increased browser impact on grazing lawns was clearest from our long-term exclosure experiment in HiP, which demonstrated that the effect of browsers on sapling growth rates was strongly modified by the presence of short grass.<i>Synthesis</i>. These results provide support for the hypothesis that browsers, particularly small-bodied browsers and mixed feeders, are attracted to short-grass habitats, and that, they help maintain grazing lawn openness by suppressing woody seedling survival and sapling growth where grass is kept short by grazers.
DOI: 10.15468/dl.62b9uz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Pomacentrus geminospilus"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004301-260226173443078/datasets/export for details.
DOI: 10.15468/95waq3
title: Entomology Division, Yale Peabody Museum

description: The systematic collections of the Yale Peabody Museum’s Division of Entomology comprise over 1,000,000 curated specimens. Division holdings include important collections of Lepidoptera, arachnids, Orthoptera, Coleoptera, water beetles and midges, and specialty collections on evolutionary themes. Recent acquisitions also include historically important collections from other institutions. The Division also maintains a general entomological library of periodicals, books and reprints that includes coverage of arachnology donated from the Alexander Petrunkevitch Library.
DOI: 10.5281/zenodo.18815043
title: micromeria_hochreutineri_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18815044
title: micromeria_hochreutineri_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18815003
title: EFFECTIVE METHODS OF PUBLIC DEBT MANAGEMENT

description: This article explores effective methods of public debt management in the context of modern economic development. Public debt has become an integral component of state financial policy, influencing macroeconomic stability, fiscal sustainability, and long-term economic growth. The study analyzes the theoretical foundations of public debt management, examines key risks associated with excessive debt accumulation, and identifies practical mechanisms for ensuring efficient debt governance. Special attention is paid to debt structure optimization, transparency, institutional capacity, and the application of international best practices. The article concludes with policy recommendations aimed at strengthening fiscal discipline, reducing debt-related risks, and enhancing the sustainability of public finances.
DOI: 10.5281/zenodo.18815004
title: EFFECTIVE METHODS OF PUBLIC DEBT MANAGEMENT

description: This article explores effective methods of public debt management in the context of modern economic development. Public debt has become an integral component of state financial policy, influencing macroeconomic stability, fiscal sustainability, and long-term economic growth. The study analyzes the theoretical foundations of public debt management, examines key risks associated with excessive debt accumulation, and identifies practical mechanisms for ensuring efficient debt governance. Special attention is paid to debt structure optimization, transparency, institutional capacity, and the application of international best practices. The article concludes with policy recommendations aimed at strengthening fiscal discipline, reducing debt-related risks, and enhancing the sustainability of public finances.