cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.agukdm
title: Occurrence Download

description: A dataset containing 770 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-13399.0",
 "Geometry POLYGON((-125.5957 24.08203,-66.00586 24.08203,-66.00586 49.57031,-125.5957 49.57031,-125.5957 24.08203))",
 "TaxonKey is Tamarix ramosissima Ledeb."
 ]
}

 The dataset includes 770 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228856-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wngqe8
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elgaria panamintina (Stebbins, 1958)"
 ]
}

 The dataset includes 105 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008030-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10075713
title: Numerical simulation of friction extrusion: Process characteristics and material deformation due to friction

description: This study employs a finite element thermo-mechanical model, using a Lagrangian incremental setting to investigate friction extrusion (FE) under varying process conditions. The incorporation of rotation in FE generates substantial frictional heat, leading to significantly reduced process forces in comparison to conventional extrusion (CE). The model reveals the interplay between temperature, strain, and strain rate across different microstructural zones of the resulting wire. Specifically, the sticking friction condition in FE enhances initial shear deformation, aligning with a homogeneous spatial strain distribution and predicting complete grain refinement in the extruded wire, as per Zener-Hollomon calculations. On the other hand, under the sliding friction condition in FE, the shear deformation is reduced which results in an inhomogeneous microstructure in the extruded wire. The analysis of material flow in the workpiece reveals distinct transitions from the base material to the thermo-mechanically affected zones. The simulated process force, thermal history, and microstructure during sliding friction conditions align well with the findings from performed friction extrusion experiments.
DOI: 10.5281/zenodo.10075714
title: Numerical simulation of friction extrusion: Process characteristics and material deformation due to friction

description: This study employs a finite element thermo-mechanical model, using a Lagrangian incremental setting to investigate friction extrusion (FE) under varying process conditions. The incorporation of rotation in FE generates substantial frictional heat, leading to significantly reduced process forces in comparison to conventional extrusion (CE). The model reveals the interplay between temperature, strain, and strain rate across different microstructural zones of the resulting wire. Specifically, the sticking friction condition in FE enhances initial shear deformation, aligning with a homogeneous spatial strain distribution and predicting complete grain refinement in the extruded wire, as per Zener-Hollomon calculations. On the other hand, under the sliding friction condition in FE, the shear deformation is reduced which results in an inhomogeneous microstructure in the extruded wire. The analysis of material flow in the workpiece reveals distinct transitions from the base material to the thermo-mechanically affected zones. The simulated process force, thermal history, and microstructure during sliding friction conditions align well with the findings from performed friction extrusion experiments.
DOI: 10.7910/dvn/vgbvx8
title: PDB: 5GGR, Nivolumab Fab in complex with Programmed cell death protein 1, random seed 3 (PD-1) (311K, 38°C, 500 ns): RMSD, SASA, RMSF, Rg, H-bonds

description: Molecular Dynamics Simulations (500 nanoseconds) of Nivolumab Fab in complex with Programmed cell death protein 1 at 311K (38°C). Includes PDB files obtained every 50 ns and RMSD, SASA, RMSF, Rg, H-bonds
DOI: 10.15468/dl.9uaw3c
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is First description of the larva and pupa of the coconut palm borer Homalinotus depressus (Linnaeus, 1758) (Coleoptera: Curculionidae: Molytinae) and a discussion about the terminology for immature forms"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048562-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qvy5xa
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SNH Invertebrate Site Condition Monitoring 2015: Maidens to Doonfoot SSSI"
 ]
}

 The dataset includes 53 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048563-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgv36x
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SNH Invertebrate Site Condition Monitoring 2015-16: Crannach Wood SSSI"
 ]
}

 The dataset includes 38 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048564-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gceukk
title: Occurrence Download

description: A dataset containing 12302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Capreolus pygargus (Pallas, 1771)"
 ]
}

 The dataset includes 12302 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048566-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23729/fd-a7ef20ac-3357-372e-b569-f120636ef90b
title: Merialueen kalankasvatuksen sijainninohjaussuunnitelma 2025

description: Merialueen kalankasvatuksen sijainninohjaussuunnitelman tavoitteena on ohjata vesiviljelytuotantoa ympäristönsuojelun, kalankasvatuselinkeinon ja muiden vesien käyttömuotojen kannalta sopiville vesialueille. 

Uuden sijainninohjaussuunnitelman tekeminen perustuu Kotimaisen kalan edistämisohjelmaan ja Manner-Suomen vesiviljelystrategiaan, jotka valtioneuvosto on periaatepäätöksillään hyväksynyt 8.7.2021 ja 17.2.2022. 

Periaatepäätösten tavoitteena on sovittaa yhteen vesiviljelyyn liittyvää elinkeino- ja ympäristöpolitiikkaa siten, että toimialaa voidaan kehittää ekologisesti, sosiaalisesti ja taloudellisesti kestävällä tavalla. 

Rehevöityminen on Itämeren suurin ongelma. Vesipuite- ja meristrategiadirektiivin mukaisten vesienhoitosuunnitelmien, toimenpideohjelmien ja merenhoitosuunnitelman sekä Itämeren suojelukomission (HELCOM) Itämeren toimintaohjelman lähtökohtana ovat vesistöihin ja Itämereen tulevan ravinnekuormituksen vähentäminen. Lähtökohtana kaikissa on hyvän tilan saavuttaminen ja hyvänä säilyneiden alueiden tilan säilyttäminen. Myös sijainninohjaussuunnitelman laadinnassa on otettu huomioon lähtökohta siitä, että kalankasvatustoiminnan kasvu ei vaaranna vesien- ja merenhoidon tavoitteiden saavuttamista.  

Luonnonvarakeskus ja Suomen Ympäristökeskus ovat maa- ja metsätalousministeriön rahoituksella ja alan sidosryhmiä osallistavalla prosessilla laatineet merialueen kalankasvatuksen sijainninohjauksen uusista kriteereistä karttoineen FINFARMGIS paikkatietosovelluksen avulla. Maa- ja metsätalousministeriö ja ympäristöministeriö ovat tämän perusteella laatineet jäljempänä olevan uuden merialueen kalankasvatuksen sijainninohjaussuunnitelman.  

Ensimmäinen sijainninohjaussuunnitelma, joka valmistui 21.5.2014 on merkittävällä tavalla vaikuttanut kalankasvatuksen kestävään sijoittamiseen Manner-Suomen merialueella ja ympäristölupien myöntämiseen vesiviljelylle. Uusi suunnitelma korvaa tämän ensimmäisen suunnitelman. 

Uusi merialueen kalankasvatuksen sijainninohjaussuunnitelma koskee aiemman mukaisesti vain kalan jatkokasvatusta. Päivitetyssä sijainninohjaussuunnitelmassa ei arvioitu sisävesiä. Suunnitelma kattaa koko Manner-Suomen merialueen. Kalojen poikastuotanto ja talvisäilytysalueet eivät sisälly sijainninohjaussuunnitelmaan, kuten ei myöskään Ahvenanmaan maakuntaan liittyvät aluevedet. Sijainninohjaussuunnitelman vaikutuksista on laadittu SOVA-lain mukainen ympäristöselostus (Merialueen kalankasvatuksen sijainninohjaussuunnitelman 2025 ympäristöselostus).
DOI: 10.15468/dl.4bg3zu
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "CatalogNumber is TUF101550",
 "Country is Estonia",
 "Month is May",
 "OccurrenceStatus is Present",
 "PublishingOrg is cc483d69-50e9-4463-8eb6-41fc459fa485",
 "Year 2010-2010"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048568-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15671963
title: Diversity as Catalyst: Unveiling the Global Socio‑Technical Dynamics of Software Engineering on Stack Overflow – Replication Package

description: Software engineering (SE) represents a dynamic interplay between technical systems and human elements. While the field has traditionally centred on functional and technical requirements, growing attention has been directed towards the profound impact of human aspects—such as geographical, socioeconomic, cultural and demographic diversity—on SE practices. This work presents a series of interconnected investigations that explore these dimensions through both quantitative and qualitative lenses.

The research begins with a tertiary study that maps the current landscape of human aspects in SE literature, identifying underexplored diversity domains. It then progresses into a global correlational analysis using Stack Overflow as a representative proxy for the broader SE community, examining how regional and socioeconomic factors influence user participation and contribution patterns. Subsequent chapters focus specifically on the United States, operationalising diversity indicators to examine more nuanced socio-technical dynamics, including user behaviour, community values, and variations in code quality across urban and rural contexts.

The final stage of the work employs a qualitative study to validate the quantitative findings by engaging directly with Stack Overflow users, offering insight into their lived experiences and perceptions. Together, these studies reveal that diversity meaningfully shapes collective intelligence, knowledge-sharing practices, and technical outputs in online developer communities. The findings offer theoretical contributions to SE as a sociotechnical discipline, as well as practical recommendations for fostering more inclusive, equitable, and resilient software ecosystems.

This replication package accompanies the work to support transparency, reproducibility and further scholarly inquiry into the methodologies employed.
DOI: 10.7910/dvn/avxn4n
title: PDB: 5GGR, Nivolumab Fab in complex with Programmed cell death protein 1, random seed 3 (PD-1) (310K, 37°C, 500 ns): RMSD, SASA, RMSF, Rg, H-bonds

description: Molecular Dynamics Simulations (500 nanoseconds) of Nivolumab Fab in complex with Programmed cell death protein 1 at 310K (37°C). Includes PDB files obtained every 50 ns and RMSD, SASA, RMSF, Rg, H-bonds
DOI: 10.15468/dl.y5fmea
title: Occurrence Download

description: A dataset containing 410 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "GadmGid is MEX",
 "OccurrenceStatus is Present",
 "TaxonKey is Felis catus Linnaeus, 1758"
 ]
}

 The dataset includes 410 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048571-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8macj3
title: Occurrence Download

description: A dataset listing the 18 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Acoustic monitoring in nature travel destinations of Colombia"
 ]
}

 The dataset's 18 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048567-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2n1pr5
title: CCDC 2444497: Experimental Crystal Structure Determination

description: Related Article: Shengyu Zhong|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.7910/dvn/yhykyj
title: PDB: 5GGR, Nivolumab Fab in complex with Programmed cell death protein 1, random seed 3 (PD-1) (312K, 39°C, 500 ns): RMSD, SASA, RMSF, Rg, H-bonds

description: Molecular Dynamics Simulations (500 nanoseconds) of Nivolumab Fab in complex with Programmed cell death protein 1 at 312K (39°C). Includes PDB files obtained every 50 ns and RMSD, SASA, RMSF, Rg, H-bonds
DOI: 10.6084/m9.figshare.28169963
title: Example manifest for the BIDS Siena Scalp EEG Database for evaluation with the SzCORE framework.

description: This is a manifest that describe which patients and runs are used across train/dev/test sets when using SzCORE evaluation (Dan et al., 2024) with this dataset.References:Dan, J., Pale, U., Amirshahi, A., Cappelletti, W., Ingolfsson, T. M., Wang, X., Cossettini, A., Bernini, A., Benini, L., Beniczky, S., Atienza, D., & Ryvlin, P. (2024). SzCORE: Seizure Community Open‐Source Research Evaluation framework for the validation of electroencephalography ‐based automated seizure detection algorithms. <i>Epilepsia</i>, epi.18113. https://doi.org/10.1111/epi.18113
DOI: 10.6084/m9.figshare.28169963.v1
title: Example manifest for the BIDS Siena Scalp EEG Database for evaluation with the SzCORE framework.

description: This is a manifest that describe which patients and runs are used across train/dev/test sets when using SzCORE evaluation (Dan et al., 2024) with this dataset.References:Dan, J., Pale, U., Amirshahi, A., Cappelletti, W., Ingolfsson, T. M., Wang, X., Cossettini, A., Bernini, A., Benini, L., Beniczky, S., Atienza, D., & Ryvlin, P. (2024). SzCORE: Seizure Community Open‐Source Research Evaluation framework for the validation of electroencephalography ‐based automated seizure detection algorithms. <i>Epilepsia</i>, epi.18113. https://doi.org/10.1111/epi.18113
DOI: 10.15468/dl.bcyq77
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Locality is Alfafara",
 "Month is April",
 "TaxonKey is Morchella Dill. ex Pers.",
 "Year 2009-2009"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048572-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mayaf8
title: Occurrence Download

description: A dataset containing 2532186257 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Animalia"
 ]
}

 The dataset includes 2532186257 records from 54499 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048534-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4nznvt
title: Occurrence Download

description: A dataset containing 8408 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ciona intestinalis (Linnaeus, 1767)"
 ]
}

 The dataset includes 8408 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013235-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j9vag7
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Randia oaxacana Standl."
 ]
}

 The dataset includes 28 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0272630-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x9jxsx
title: Occurrence Download

description: A dataset containing 3178 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atelopus ignescens (Cornalia, 1849)"
 ]
}

 The dataset includes 3178 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017026-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e2vgrg
title: Occurrence Download

description: A dataset containing 3362 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((-87.68681 41.8447,-87.5806 41.8447,-87.5806 41.92513,-87.68681 41.92513,-87.68681 41.8447))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Zonotrichia albicollis (J.F.Gmelin, 1789)",
 "Year 2018-2021"
 ]
}

 The dataset includes 3362 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0278511-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wp86nf
title: Occurrence Download

description: A dataset containing 1064 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence)",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera onca (Linnaeus, 1758)"
 ]
}

 The dataset includes 1064 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000567-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x85h38
title: Occurrence Download

description: A dataset containing 14249 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "GadmGid is ARG",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Drymornis bridgesii (Eyton, 1850)",
 "Year 2008-2021"
 ]
}

 The dataset includes 14249 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212437-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a999ej
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhizopogon villosulus Zeller",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "GadmGid is USA.1_1",
 "GadmGid is USA.11_1",
 "GadmGid is USA.25_1",
 "GadmGid is USA.41_1",
 "GadmGid is USA.34_1",
 "GadmGid is USA.43_1",
 "GadmGid is USA.18_1",
 "GadmGid is USA.47_1",
 "GadmGid is USA.49_1",
 "GadmGid is USA.15_1",
 "GadmGid is USA.19_1",
 "GadmGid is USA.4_1",
 "GadmGid is USA.26_1",
 "GadmGid is USA.14_1",
 "GadmGid is USA.36_1",
 "GadmGid is USA.39_1",
 "GadmGid is USA.21_1",
 "GadmGid is USA.16_1",
 "GadmGid is USA.8_1",
 "GadmGid is USA.31_1"
 ]
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000580-230828120925497/datasets/export for details.
DOI: 10.15468/dl.dhs59v
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thelephora alnii Kõljalg",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "GadmGid is USA.1_1",
 "GadmGid is USA.11_1",
 "GadmGid is USA.25_1",
 "GadmGid is USA.41_1",
 "GadmGid is USA.34_1",
 "GadmGid is USA.43_1",
 "GadmGid is USA.18_1",
 "GadmGid is USA.47_1",
 "GadmGid is USA.49_1",
 "GadmGid is USA.15_1",
 "GadmGid is USA.19_1",
 "GadmGid is USA.4_1",
 "GadmGid is USA.26_1",
 "GadmGid is USA.14_1",
 "GadmGid is USA.36_1",
 "GadmGid is USA.39_1",
 "GadmGid is USA.21_1",
 "GadmGid is USA.16_1",
 "GadmGid is USA.8_1",
 "GadmGid is USA.31_1"
 ]
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000571-230828120925497/datasets/export for details.
DOI: 10.15468/dl.tmqrt4
title: Occurrence Download

description: A dataset containing 1307 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Allium macrostemon Bunge",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1307 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061559-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.