cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/cyf8cmzsbp
title: Regional Investments - Sustainable Regional Development Through Resource Provision Mapping and Investment Modelling: Evidence from Kazakhstan

description: Here is provided 'Regional Investments' dataset used in research: 'Sustainable Regional Development Through Resource Provision Mapping and Investment Modelling: Evidence from Kazakhstan'
DOI: 10.15468/dl.agabyw
title: Occurrence Download

description: A dataset containing 3872 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cynoglossum officinale, Cynoglossum officinale, Cynoglossum officinale, Cynoglossum officinale, Cynoglossum officinale, Cynoglossum vulgare, Cynoglossum vulgare, Cynoglossum vulgare, Cynoglossum vulgare, Cynoglossum vulgare)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 3872 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007852-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/cyf8cmzsbp.1
title: Regional Investments - Sustainable Regional Development Through Resource Provision Mapping and Investment Modelling: Evidence from Kazakhstan

description: Here is provided 'Regional Investments' dataset used in research: 'Sustainable Regional Development Through Resource Provision Mapping and Investment Modelling: Evidence from Kazakhstan'
DOI: 10.17632/6ycvbdm6zj
title: QTNANO - Structural Investigation of Protic Ionic Liquid Electrolytes with Sodium Salt Using Polarizable Force Fields - Journal of Molecular Liquids 428 (2025) 127496

description: This repository contains the primary LAMMPS and FFTOOLS input and output files used in the molecular dynamics simulations, including the force field parameters, molecular dynamics protocols, and the equilibrated box structure. It also includes ORCA input and output files related to the dihedrall parameters fitting, as well as the raw metadata used for the figures in the associated manuscript "Structural Investigation of Protic Ionic Liquid Electrolytes with Sodium Salt Using Polarizable Force Fields" (DOI:10.1016/j.molliq.2025.127496). All files and the overall organization of the repository were prepared by Dr. Tuanan C. Lourenço (lourenco.tuanan@gmail.com).
DOI: 10.17632/6ycvbdm6zj.1
title: QTNANO - Structural Investigation of Protic Ionic Liquid Electrolytes with Sodium Salt Using Polarizable Force Fields - Journal of Molecular Liquids 428 (2025) 127496

description: This repository contains the primary LAMMPS and FFTOOLS input and output files used in the molecular dynamics simulations, including the force field parameters, molecular dynamics protocols, and the equilibrated box structure. It also includes ORCA input and output files related to the dihedrall parameters fitting, as well as the raw metadata used for the figures in the associated manuscript "Structural Investigation of Protic Ionic Liquid Electrolytes with Sodium Salt Using Polarizable Force Fields" (DOI:10.1016/j.molliq.2025.127496). All files and the overall organization of the repository were prepared by Dr. Tuanan C. Lourenço (lourenco.tuanan@gmail.com).
DOI: 10.15468/dl.s4a88q
title: Occurrence Download

description: A dataset containing 25635 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cynosurus cristatus)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 25635 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007853-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/p3vtzhp669
title: FROM STREET-LEVEL TO EXCEPTION SINK: A SOCIO-TECHNICAL ANALYSIS OF DISCRETION, STRESS, AND INCONSISTENCY IN THE AUTOMATED BUREAUCRACY

description: The dataset contains 1,200 anonymized public service cases processed through a hybrid human AI decision system.
It includes applicant vulnerability indicators, data quality and bureaucratic conditions, and measures of discretion, stress, and ethical conflict.
Decision outcomes capture AI versus human handling, outlier cases, and exception routing.
Overall, the data supports socio-technical analysis of inconsistency and pressure in automated bureaucracy.
DOI: 10.17632/p3vtzhp669.1
title: FROM STREET-LEVEL TO EXCEPTION SINK: A SOCIO-TECHNICAL ANALYSIS OF DISCRETION, STRESS, AND INCONSISTENCY IN THE AUTOMATED BUREAUCRACY

description: The dataset contains 1,200 anonymized public service cases processed through a hybrid human AI decision system.
It includes applicant vulnerability indicators, data quality and bureaucratic conditions, and measures of discretion, stress, and ethical conflict.
Decision outcomes capture AI versus human handling, outlier cases, and exception routing.
Overall, the data supports socio-technical analysis of inconsistency and pressure in automated bureaucracy.
DOI: 10.17632/b27jt7kbst.1
title: Replication package for "Innovation Spillovers Across U.S. Tech Clusters"

description: Replication package for "Innovation Spillovers Across U.S. Tech Clusters"
DOI: 10.17632/j8ms94zdct
title: Tecnologías educativas para el aprendizaje y el bienestar: percepción del uso de inteligencia artificial y redes sociales en estudiantes universitarios

description: Attached is the data used for the research: Educational technologies for learning and well-being: perception of the use of artificial intelligence and social media among university students. By Lismer Yamil Laura Pumaleque
DOI: 10.17632/j8ms94zdct.1
title: Tecnologías educativas para el aprendizaje y el bienestar: percepción del uso de inteligencia artificial y redes sociales en estudiantes universitarios

description: Attached is the data used for the research: Educational technologies for learning and well-being: perception of the use of artificial intelligence and social media among university students. By Lismer Yamil Laura Pumaleque
DOI: 10.17632/fzw4pzkd83
title: Stage IV Audit Reproducibility Dataset (HVT-A): Deterministic Hash-Based Verification and Human Verification Time Outputs

description: This dataset contains the complete, analysis-ready outputs used to generate all reproducible statistical results reported in the Stage IV blinded audit validation study. It includes hash-only verification summaries, human verification time (HVT-A) artefacts, extracted comparison tables, and verification certificates required to independently reproduce the manuscript's tables and figures. No raw evidence files are included. All data were generated deterministically from pre-anchored audit executions and are provided to enable independent statistical recomputation and verification of reported results.
DOI: 10.17632/fzw4pzkd83.1
title: Stage IV Audit Reproducibility Dataset (HVT-A): Deterministic Hash-Based Verification and Human Verification Time Outputs

description: This dataset contains the complete, analysis-ready outputs used to generate all reproducible statistical results reported in the Stage IV blinded audit validation study. It includes hash-only verification summaries, human verification time (HVT-A) artefacts, extracted comparison tables, and verification certificates required to independently reproduce the manuscript's tables and figures. No raw evidence files are included. All data were generated deterministically from pre-anchored audit executions and are provided to enable independent statistical recomputation and verification of reported results.
DOI: 10.17632/nwxdkk38w6
title: Literature analysis data

description: For the bibliometric analysis of the article
DOI: 10.17632/nwxdkk38w6.1
title: Literature analysis data

description: For the bibliometric analysis of the article
DOI: 10.15468/dl.cd9bkh
title: Occurrence Download

description: A dataset containing 15464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((16.61372 59.71707,19.22376 59.71707,19.22376 61.03691,16.61372 61.03691,16.61372 59.71707))",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Liparis loeselii, Pelophylax lessonae, Triturus cristatus)"
 ]
}

 The dataset includes 15464 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007854-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6jerkb
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Base de datos de nombres técnicos o de uso común en el aprovechamiento de los agaves en México",
 "Geometry POLYGON((-128.79638 11.68629,-72.20362 11.68629,-72.20362 34.31371,-128.79638 34.31371,-128.79638 11.68629))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1957-1998"
 ]
}

 The dataset includes 59 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007855-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/c5429jd3hw
title: "Supplementary Figures for Atypical fibroxanthoma, pleomorphic dermal sarcoma, and undifferentiated sarcoma: Updates on diagnosis, management, and surveillance"

description: Atypical fibroxanthoma, pleomorphic dermal sarcoma, undifferentiated sarcoma Whole Section and High Power H&E Images
DOI: 10.17632/c5429jd3hw.4
title: "Supplementary Figures for Atypical fibroxanthoma, pleomorphic dermal sarcoma, and undifferentiated sarcoma: Updates on diagnosis, management, and surveillance"

description: Atypical fibroxanthoma, pleomorphic dermal sarcoma, undifferentiated sarcoma Whole Section and High Power H&E Images
DOI: 10.17632/25x5mthcc3
title: Historical Suicide Statistics in Spain Before and After COVID-19

description: This dataset contains historical suicide statistics in Spain, comparing data from periods before and after the COVID-19 pandemic. The data includes annual suicide rates, demographic breakdowns, and regional distributions to facilitate research on the impact of the pandemic on mental health outcomes in the Spanish population. This resource is intended for researchers, public health professionals, and policymakers studying suicide prevention and the effects of health crises on population mental health.
DOI: 10.17632/25x5mthcc3.1
title: Historical Suicide Statistics in Spain Before and After COVID-19

description: This dataset contains historical suicide statistics in Spain, comparing data from periods before and after the COVID-19 pandemic. The data includes annual suicide rates, demographic breakdowns, and regional distributions to facilitate research on the impact of the pandemic on mental health outcomes in the Spanish population. This resource is intended for researchers, public health professionals, and policymakers studying suicide prevention and the effects of health crises on population mental health.
DOI: 10.17632/nk4bf28s35
title: Neither role nor justice is enough: How ESG resistance persists without value congruence and policy authenticity in public institutions
DOI: 10.17632/nk4bf28s35.1
title: Neither role nor justice is enough: How ESG resistance persists without value congruence and policy authenticity in public institutions
DOI: 10.15468/dl.9jjqj2
title: Occurrence Download

description: A dataset containing 489 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bucquetia glutinosa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 489 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007856-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/x2s2827fsp
title: Time-Varying Tails and the Tail Risk Premium

description: This replication package provides all data, code, and instructions required to reproduce the empirical results presented in the paper “Time-Varying Tails and the Tail Risk Premium”.
DOI: 10.17632/x2s2827fsp.1
title: Time-Varying Tails and the Tail Risk Premium

description: This replication package provides all data, code, and instructions required to reproduce the empirical results presented in the paper “Time-Varying Tails and the Tail Risk Premium”.
DOI: 10.17632/kjv7bc96kt
title: Effects of Sea Buckthorn-Based Composite Reclamation Models on Soil Quality and Microbial Communities

description: Raw Data of Antaibao Open-pit Coal Mine
DOI: 10.5281/zenodo.18461679
title: Optimal Multiway Number Partitioning at Scale

description: Datasets for Multiway Number Partitioning (MNP) at scale.

All solutions achieve the theoretical optimum.

Large-scale verified optimal partitions.

SOTA snapshot + independent validation script provided.

Repository: https://github.com/mllmso/Optimal_Multiway_Number_Partitioning

License: CC-BY-4.0
description: If you use this benchmark dataset in your research, please cite it as follows.
DOI: 10.5281/zenodo.18461680
title: Optimal Multiway Number Partitioning at Scale

description: Datasets for Multiway Number Partitioning (MNP) at scale.

All solutions achieve the theoretical optimum.

Large-scale verified optimal partitions.

SOTA snapshot + independent validation script provided.

Repository: https://github.com/mllmso/Optimal_Multiway_Number_Partitioning

License: CC-BY-4.0
description: If you use this benchmark dataset in your research, please cite it as follows.
DOI: 10.34740/kaggle/dsv/12031205
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.k34yy9
title: Occurrence Download

description: A dataset containing 2698 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Flora acuática vascular y de zonas inundables del área de protección de flora y fauna Laguna de Términos, Campeche, México"
 ]
}

 The dataset includes 2698 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010505-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5061/dryad.sj6p8
title: Data from: Neutral and selection-driven decay of sexual traits in asexual stick insects

description: Environmental shifts and lifestyle changes may result in formerly adaptive
 traits becoming non-functional or maladaptive. The subsequent decay of
 such traits highlights the importance of natural selection for
 adaptations, yet its causes have rarely been investigated. To study the
 fate of formerly adaptive traits after lifestyle changes, we evaluated
 sexual traits in five independently derived asexual lineages, including
 traits that are specific to males and therefore not exposed to selection.
 At least four of the asexual lineages retained the capacity to produce
 males that display normal courtship behaviours and are able to fertilize
 eggs of females from related sexual species. The maintenance of male
 traits may stem from pleiotropy, or from these traits only regressing via
 drift, which may require millions of years to generate phenotypic effects.
 By contrast, we found parallel decay of sexual traits in females. Asexual
 females produced altered airborne and contact signals, had modified sperm
 storage organs, and lost the ability to fertilize their eggs, impeding
 reversals to sexual reproduction. Female sexual traits were decayed even
 in recently derived asexuals, suggesting that trait changes following the
 evolution of asexuality, when they occur, proceed rapidly and are driven
 by selective processes rather than drift.
description: Hydrocarbon
 DataProportion of
 hydrocarbon components for individuals of different species (individuals
 per species from the same location)hydrocarbon_data.xlsx
DOI: 10.5061/dryad.45512
title: Data from: Demographic collapse and low genetic diversity of the Irrawaddy dolphin population inhabiting the Mekong River

description: In threatened wildlife populations, it is important to determine whether
 observed low genetic diversity may be due to recent anthropogenic pressure
 or the consequence of historic events. Historical size of the Irrawaddy
 dolphin (Orcaella brevirostris) population inhabiting the Mekong River is
 unknown and there is significant concern for long-term survival of the
 remaining population as a result of low abundance, slow reproduction rate,
 high neonatal mortality, and continuing anthropogenic threats. We
 investigated population structure and reconstructed the demographic
 history based on 60 Irrawaddy dolphins samples collected between 2001 and
 2009. The phylogenetic analysis indicated reciprocal monophyly of Mekong
 River Orcaella haplotypes with respect to haplotypes from other
 populations, suggesting long-standing isolation of the Mekong dolphin
 population from other Orcaella populations. We found that at least 85% of
 all individuals in the two main study areas: Kratie and Stung Treng, bore
 the same mitochondrial haplotype. Out of the 21 microsatellite loci
 tested, only ten were polymorphic and exhibited very low levels of genetic
 diversity. Both individual and frequency-based approaches suggest very low
 and non-significant genetic differentiation of the Mekong dolphin
 population. Evidence for recent bottlenecks was equivocal. Some results
 suggested a recent exponential decline in the Mekong dolphin population,
 with the current size being only 5.2% of the ancestral population. In
 order for the Mekong dolphin population to have any potential for
 long-term survival, it is imperative that management priorities focus on
 preventing any further population fragmentation or genetic loss, reducing
 or eliminating anthropogenic threats, and promoting connectivity between
 all subpopulations.
description: DRAYD_DATA_04DEC17Microsatellite genotype data and mitochondrial DNA haoplotypes
DOI: 10.5061/dryad.10p091f
title: Data from: Independent and interactive effects of immune activation and larval diet on adult immune function, growth and development in the greater wax moth (Galleria mellonella)

description: Organisms in the wild are likely to face multiple immune challenges as
 well as additional ecological stressors, yet their interactive effects on
 immune function are poorly understood. Insects are found to respond to
 cues of increased infection risk by enhancing their immune capacity.
 However, such adaptive plasticity in immune function may be limited by
 physiological and environmental constraints. Here, we investigated the
 effects of two environmental stressors – poor larval diet and an
 artificial parasite-like immune challenge at the pupal stage – on adult
 immune function, growth and development in the greater wax moth (Galleria
 mellonella). Males whose immune system was activated with an artificial
 parasite-like immune challenge had weaker immune response – measured as
 strength of encapsulation response – as adults compared to the control
 groups, but only when raised in highnutrition larval diet. Immune
 activation did not negatively affect adult immune response in males reared
 in low-nutrition larval diet, indicating that poor larval diet improved
 the capacity of the insects to respond to repeated immune challenges.
 Low-nutrition larval diet also had a positive independent effect on immune
 capacity in females, yet it negatively affected development time and adult
 body mass in both sexes. As in the nature immune challenges are rarely
 isolated, and adverse nutritional environment may indicate an elevated
 risk of infection, resilience to repeated immune challenges as a response
 to poor nutritional environment could provide a significant fitness
 advantage. This study highlights the importance of considering
 environmental context when investigating the effects of immune activation
 in insects.
description: Immunity, development
 time and dry body mass measurements of Galleria mellonella
 mothsThis data contains
 measurements of immune function (strength of encapsulation response
 against an artificial parasite) at pupal and adult stage, adult dry body
 mass and egg-to-adult development time in Galleria mellonella. The moths
 were divided between different treatment groups according to larval diet
 (low- or high-nutrition diet) and immune activation treatment. Immune
 activation treatment groups include controls, sham controls (subjected to
 a minor cuticular puncture) and moths subjected to an artificial
 parasite-like immune challenge using nylon monofilament implants. The
 immune activation treatment was conducted one day after
 pupation.Dryad_data_Kangassalo_etal_2018.xlsx
DOI: 10.15468/dl.qtgaeh
title: Occurrence Download

description: A dataset containing 12502 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Spodoptera frugiperda"
 ]
}

 The dataset includes 12502 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001019-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5061/dryad.82t1k
title: Data from: Risky ripples allow bats and frogs to eavesdrop on a multisensory sexual display

description: Animal displays are often perceived by intended and non-intended receivers
 in more than one sensory system. In addition, cues that are an incidental
 consequence of signal production can also be perceived by different
 receivers, even when the receivers employ different sensory systems to
 perceive them. Here, we show that vocal responses of male túngara frogs
 (Physalaemus pustulosus) increase two-fold when call-induced water ripples
 are added to the acoustic component of a rival’s call. Hunting bats
 (Trachops cirrhosus) can echolocate this signal byproduct and prefer to
 attack model frogs when ripples are added to the acoustic component of the
 call. This study illustrates how the perception of a signal byproduct by
 intended and non-intended receivers through different sensory systems
 generate both costs and benefits for the signaler.
description: Data-deposit-file_22-10-13This file provides raw data derived from 3 experiments in which either male frogs, or frog-eating bats were exposed to playback of the frog's mating call, with and without coupling to ripples that are incidentally produced by frogs that call from the water.