cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18771496
title: Adaptation of Large Language Models for the Automotive Software Engineering Domain - Datasets

description: The datasets for the paper "Adaptation of Large Language Models for the Automotive Software Engineering Domain".Collected from open-source repositories in the automotive software engineering domain.

Core: all repository code files for the target languages (Python, Java, C, C++)Extended: same code files as Core dataset, plus documentation files (.md, .rst, .adoc, .dox)
DOI: 10.5281/zenodo.18771497
title: Adaptation of Large Language Models for the Automotive Software Engineering Domain - Datasets

description: The datasets for the paper "Adaptation of Large Language Models for the Automotive Software Engineering Domain".Collected from open-source repositories in the automotive software engineering domain.

Core: all repository code files for the target languages (Python, Java, C, C++)Extended: same code files as Core dataset, plus documentation files (.md, .rst, .adoc, .dox)
DOI: 10.5281/zenodo.18469821
title: 1-stearoyl(d35)-2-docosahexaenoyl-sn-glycero-3-phosphocholine (18:0(d35)/22:6n3PC) | SDPC lipid bilayer, 303K, CHARMM36m-WYF forcefield, NAMD 3.0.2, 2* 500 ns

description: 1-stearoyl(d35)-2-docosahexaenoyl-sn-glycero-3-phosphocholine (18:0(d35)/22:6n3PC) | SDPC lipid bilayer.

Deutrated, 18:0 (DX1, DX2 atom type in psf).

200 lipid molecules (100 lipids per leaflet) and no ions.

Lipid for a total water content of 50 wt% >>> Hydration: 48

Temperature: 303.15

System was prepared using CHARMM-GUI.

CHARMM36m-WYF forcefield was used.

Simulation was performed with NAMD 3.0.2.

timestep: 2.0 fs

500 ns production after 150 ns equilibration

dcd saving freq: 10000
DOI: 10.5281/zenodo.18469822
title: 1-stearoyl(d35)-2-docosahexaenoyl-sn-glycero-3-phosphocholine (18:0(d35)/22:6n3PC) | SDPC lipid bilayer, 303K, CHARMM36m-WYF forcefield, NAMD 3.0.2, 2* 500 ns

description: 1-stearoyl(d35)-2-docosahexaenoyl-sn-glycero-3-phosphocholine (18:0(d35)/22:6n3PC) | SDPC lipid bilayer.

Deutrated, 18:0 (DX1, DX2 atom type in psf).

200 lipid molecules (100 lipids per leaflet) and no ions.

Lipid for a total water content of 50 wt% >>> Hydration: 48

Temperature: 303.15

System was prepared using CHARMM-GUI.

CHARMM36m-WYF forcefield was used.

Simulation was performed with NAMD 3.0.2.

timestep: 2.0 fs

500 ns production after 150 ns equilibration

dcd saving freq: 10000
DOI: 10.15468/dl.hecner
title: Occurrence Download

description: A dataset containing 26184 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "Geometry POLYGON((-100.551 36.917,-71.79 36.917,-71.79 49.612,-100.551 49.612,-100.551 36.917))",
 "Year is greater than or equal to 2024",
 "RecordedBy is one of (panosse, Pat_Treece, Pate Brasfield, Patrick Jackson, Paul D. Smith, peppinella, Peter, Peter Jessen, Peter Kikic, Peter Simons, pgwamsley, Pheonix Wyant, Phoenix M.S, picajay, Pierre Hendricks, pinemartyn, pollym88, porterhouse2882, privacyadvocateforwomenssafety, queersten, quemaduran, Quinn, R. Scott Coppersmith, Rachel McTavish, randy6410, rangeryetti, raptorwill7567, Raspberry Yow-Fairs, rastasoul101, raynes, redbuck18, Ree Laforet, ren, rferry, Riley-Brendan Walsh, rileybowman, rileydewit, Rita Shaw, rizzij, rkluzco, rlar, Robert Ferraro, robertloerzel, robingoodfellow, rocrame, ross_e-harris, rowenaroro, rrbuss, ryaho, Ryan Grow)",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 26184 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009935-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpauu3
title: Occurrence Download

description: A dataset containing 96985 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)"
 ]
 }
 },
 "TaxonKey is Hypericum perforatum",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 96985 records from 429 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009878-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/kowta4
title: Canadian Museum of Nature Herbarium

description: Records from the Canadian Museum of Nature Herbarium (The National Herbarium of Canada), including algae (CANA), bryophytes (CANM), lichens (CANL) and vascular plants (CAN). NOTE that geographical co-ordinates in the records are in some cases transcribed from specimen labels, whereas in others they have been derived by CMN staff from secondary sources (georeferencing). No GBIF field is available to differentiate records of each type. If you require this information, please contact CMN staff.
DOI: 10.5281/zenodo.17978501
title: Distribution of Night of the Museums events by place and commune in Poland, 2025

description: The following data contains information on the 2025 Night of the Museums events in Poland. The data was collected from the websites and social media of local governments as well as other organizers, such as museums. In some cases, local and regional news portals were the source of the data. The dataset consists of two files. The first (places.csv) contains all cities in Poland which organized events during the Night of the Museums. It also includes those villages which organized events. In total, 593 cities and villages participated in the Night of the Museums. The file contains the number of events for each places as well as the date(s) on which the events occurred. A total of 2,165 events were organized. It also includes the links to the websites from which the data was collected. The second file (communes.csv) contains all communes (gminas in Polish) in Poland for which the number of events was aggregated. It also includes the population and number of hotel beds for each commune. Lastly, it contains two indicators, the number of events per 100,000 people and the number of events per 1,000 hotel beds.

Funding was provided by the Polish National Science Centre (no. UMO-2019/35/B/HS4/03963).

The data was published in Data in Brief: https://www.sciencedirect.com/science/article/pii/S2352340926000879
DOI: 10.5281/zenodo.18771736
title: Distribution of Night of the Museums events by place and commune in Poland, 2025

description: The following data contains information on the 2025 Night of the Museums events in Poland. The data was collected from the websites and social media of local governments as well as other organizers, such as museums. In some cases, local and regional news portals were the source of the data. The dataset consists of two files. The first (places.csv) contains all cities in Poland which organized events during the Night of the Museums. It also includes those villages which organized events. In total, 593 cities and villages participated in the Night of the Museums. The file contains the number of events for each places as well as the date(s) on which the events occurred. A total of 2,165 events were organized. It also includes the links to the websites from which the data was collected. The second file (communes.csv) contains all communes (gminas in Polish) in Poland for which the number of events was aggregated. It also includes the population and number of hotel beds for each commune. Lastly, it contains two indicators, the number of events per 100,000 people and the number of events per 1,000 hotel beds.

Funding was provided by the Polish National Science Centre (no. UMO-2019/35/B/HS4/03963).

The data was published in Data in Brief: https://www.sciencedirect.com/science/article/pii/S2352340926000879
DOI: 10.15468/dl.z8sa3k
title: Occurrence Download

description: A dataset containing 30402 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ophiodon elongatus",
 "DecimalLongitude is greater than or equal to -162",
 "DecimalLongitude is less than or equal to -121",
 "DecimalLatitude is greater than or equal to 44",
 "DecimalLatitude is less than or equal to 64",
 "HasCoordinate is true"
 ]
}

 The dataset includes 30402 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009936-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18771177
title: Spatial Health Index (SHI) Dataset for Ahvaz, Iran (2015–2019)

description: This dataset provides the Spatial Health Index (SHI) for Ahvaz, Iran, for the period 2015–2019. The SHI was constructed using geospatial analytical techniques and integrated health-related indicators to evaluate spatial inequalities in urban health conditions.
DOI: 10.5281/zenodo.18771176
title: Spatial Health Index (SHI) Dataset for Ahvaz, Iran (2015–2019)

description: This dataset provides the Spatial Health Index (SHI) for Ahvaz, Iran, for the period 2015–2019. The SHI was constructed using geospatial analytical techniques and integrated health-related indicators to evaluate spatial inequalities in urban health conditions.
DOI: 10.15468/dl.r7dz6z
title: Occurrence Download

description: A dataset containing 153669 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Phanerogamic Botanical Collections (S)",
 "Country is one of (Argentina, Bolivia (Plurinational State of), Brazil, Colombia, French Guiana, Guyana, Paraguay, Peru, Suriname, Uruguay, Venezuela (Bolivarian Republic of), Ecuador, Chile)"
 ]
}

 The dataset includes 153669 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009915-260221153910048/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.31407723
title: Data set supporting the findings of Publication "Blockchain-Based Secure and Transparent Data Storage on Process Level for Traceability and Data Integrity in the Continuous Mixing Process in Battery Cell Manufacturing".

description: Data set supporting the findings of Publication "Blockchain-Based Secure and Transparent Data Storage on Process Level for Traceability and Data Integrity in the Continuous Mixing Process in Battery Cell Manufacturing".
DOI: 10.6084/m9.figshare.31407723.v1
title: Data set supporting the findings of Publication "Blockchain-Based Secure and Transparent Data Storage on Process Level for Traceability and Data Integrity in the Continuous Mixing Process in Battery Cell Manufacturing".

description: Data set supporting the findings of Publication "Blockchain-Based Secure and Transparent Data Storage on Process Level for Traceability and Data Integrity in the Continuous Mixing Process in Battery Cell Manufacturing".
DOI: 10.5255/ukda-sn-858223
title: Autistic and Non-Autistic Children’s Perceptual Decision-Making in Visual Orientation and Motion Tasks and the Effect of Task Instructions, 2017-2025

description: Initial fundings from this grant showed inconclusive differences between autistic and non-autistic children in diffusion model parameters (Manning et al., 2022, Scientific Reports), whereas other studies have reported group differences (e.g., increased response caution in autistic participants). In this study, we considered three possible reasons for mixed results: differences in tasks, modelling approach, and instructions. We addressed whether autistic children can update their decision-making strategies when given instructions either to emphasise accuracy or speed.

Abstract of draft manuscript:

Diffusion decision models (DDMs) offer the potential to go beyond standard accuracy and response time indices to better understand perceptual decision-making in autism. One unanswered question is whether autistic participants can flexibly adjust the speed and accuracy of their decision-making according to task demands. Across two pre-registered studies, 50 autistic and 50 non-autistic children aged 6-14 years completed a visual orientation task with no explicit instructions to be fast or accurate, and a visual motion task under both speed-emphasis and accuracy-emphasis instructions. These studies allowed us to investigate the influence of task, task instruction and modelling approach on group differences. We fit Bayesian hierarchical DDMs using a rigorous blind modelling approach, and follow-up two-step non-hierarchical analyses. For the first time, we showed that autistic children can flexibly adjust their decision-making strategies according to speed-accuracy instructions. Irrespective of task, instructions and modelling approach, we found no conclusive evidence of group differences in any diffusion model parameters, highlighting that autistic and non-autistic children were both able to modulate task performance according to instruction. These results show that cognitive flexibility is not uniformly reduced in autism. To better understand within-participants variability, we investigated relationships between decision-making parameters and ADHD-related traits, reading ability, sensory processing and coordination skills. We found task-specific evidence for relationships between diffusion model parameters and sensory under-responsivity, sight-word reading and hyperactivity/impulsivity. Resolving inconsistent results when applying DDMs to autism will require contrasting modelling approaches, clear reporting of task instructions, and considering dimensions that co-occur with autism.
DOI: 10.15468/dl.58tc5s
title: Occurrence Download

description: A dataset containing 6 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)"
 ]
 }
 },
 "TaxonKey is Hypochaeris incana",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 6 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009941-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjrw5x
title: Occurrence Download

description: A dataset containing 145 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Dicellophilus"
 ]
}

 The dataset includes 145 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009942-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wtjne4
title: Occurrence Download

description: A dataset containing 16839 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "Geometry POLYGON((-100.551 36.917,-71.79 36.917,-71.79 49.612,-100.551 49.612,-100.551 36.917))",
 "Year is greater than or equal to 2024",
 "RecordedBy is one of (Ryan Hearn, Ryan LaRuffa, Ryan Zucker, Ryne Rutherford, salsmans, Sam Denenberg, Sam Moerdyk, Samuelle Simard-Provençal, Sarah Bonnett, Scar, Scot Magnotta, Scott Gibson, Scott Plencner, Seabrooke Leckie, Sean, Sean Ford, Sean Fraser, seandipper, sercfisheries, shainebauer, Shanze Yoell, Sharon Nethercott, shmavin, silvercoyote372, simmar01, SJamieson, skellybee, smarj, sneilina, snowfallynn, Sol, sparent66, Spencer, Spencer Bennett, Spencer Lott, Spencer Ort, spookmesilly, Sporange, Stari Plativky, Stephanie Tran, stephen1923, Steven Wang, stlbob11, Summit Metro Parks, superflyfungi, Sydney Collins, Sylvain Miller, T. J. Samojedny, tankwatch, tarawisniewski)",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 16839 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009940-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60893/figshare.apr.30898028
title: Supplementary Information

description: Including Materials, Methods,Supplementary Tables, Supplementary notes and Supplementary Figures
DOI: 10.60893/figshare.apr.30898028.v1
title: Supplementary Information

description: Including Materials, Methods,Supplementary Tables, Supplementary notes and Supplementary Figures
DOI: 10.15468/dl.7sgx9h
title: Occurrence Download

description: A dataset containing 1163603 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Benin",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1163603 records from 600 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009894-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18471696
title: 1-palmitoyl-2-docosahexaenoyl-sn-glycero-3-phosphocholine (PDPC) lipid bilayer , 303K, CHARMM36m-WYF forcefield, NAMD 3.0.2, 2* 500 ns

description: 1-palmitoyl-2-docosahexaenoyl-sn-glycero-3-phosphocholine (PDPC) lipid bilayer.

200 lipid molecules (100 lipids per leaflet) and no ions.

Lipid for a total water content of 50 wt% >>> Hydration: 45

Temperature: 303.15

System was prepared using CHARMM-GUI.

CHARMM36m-WYF forcefield was used.

Simulation was performed with NAMD 3.0.2.

timestep: 2.0 fs

500 ns production after 150 ns equilibration

dcd saving freq: 10000

2 replicates
DOI: 10.5281/zenodo.18471695
title: 1-palmitoyl-2-docosahexaenoyl-sn-glycero-3-phosphocholine (PDPC) lipid bilayer , 303K, CHARMM36m-WYF forcefield, NAMD 3.0.2, 2* 500 ns

description: 1-palmitoyl-2-docosahexaenoyl-sn-glycero-3-phosphocholine (PDPC) lipid bilayer.

200 lipid molecules (100 lipids per leaflet) and no ions.

Lipid for a total water content of 50 wt% >>> Hydration: 45

Temperature: 303.15

System was prepared using CHARMM-GUI.

CHARMM36m-WYF forcefield was used.

Simulation was performed with NAMD 3.0.2.

timestep: 2.0 fs

500 ns production after 150 ns equilibration

dcd saving freq: 10000

2 replicates
DOI: 10.15468/dl.mnb5gu
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "OccurrenceStatus is Present",
 "TaxonKey is Spodoptera littoralis"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009947-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60893/figshare.jap.31049437
title: Expanded model equation for the water plasma

description: This document presents the expanded model equation for the water plasma.
DOI: 10.60893/figshare.jap.31049437.v1
title: Expanded model equation for the water plasma

description: This document presents the expanded model equation for the water plasma.
DOI: 10.5519/qd.makp893j
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (4 records)
DOI: 10.15468/dl.hhksx3
title: Occurrence Download

description: A dataset containing 32390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "Geometry POLYGON((-100.551 36.917,-71.79 36.917,-71.79 49.612,-100.551 49.612,-100.551 36.917))",
 "Year is greater than or equal to 2024",
 "RecordedBy is one of (Taylor Kennedy, Taylor Long, terriblereptiles77, The Green Herons, The River Institute, the-creature, thecomiccreator, thereneejane, theshrimpgod, this_person_exists, Timmie Schramm, timothymay71, tmillss, toadhunter, tolivier, tom_exotic, Tony Talarico, Tony/Oliver/Ava Straus, tonyward, Trent Massey, Trevor Wilke, Tristan Ducharme, Tristen Knuijt, troutyman, turtleboy92, tvl000i, Tyler Brooks, underthetrees, ursaurora, Vanessa Wormwell, vdrew, vi02, vogelbild, w_ward, wag4ag, wake_nc, wallyjstach, wasupmagic, Wayne England, Wayne Longbottom, weilival, wes_inc, whippet, Will Earley, William Abney, William Harmon, williammckeever, willrochon4, wilsontoler38, wren-falcon)",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 32390 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009945-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dacty7
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhyacornis fuliginosa"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009946-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vj6yc3
title: Occurrence Download

description: A dataset containing 1046 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Varanus exanthematicus"
 ]
}

 The dataset includes 1046 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009948-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mutnba
title: Occurrence Download

description: A dataset containing 1771 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Varanus griseus"
 ]
}

 The dataset includes 1771 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009949-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a38dvj
title: Occurrence Download

description: A dataset containing 155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "TaxonKey is Huberodendron patinoi"
 ]
}

 The dataset includes 155 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009950-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ssuqks
title: Occurrence Download

description: A dataset containing 6405 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "Geometry POLYGON((-100.551 36.917,-71.79 36.917,-71.79 49.612,-100.551 49.612,-100.551 36.917))",
 "Year is greater than or equal to 2024",
 "RecordedBy is one of (Yianni Laskaris, Yifei, yodyland, Yusuf Jassim, Zachary Lang, zachgayk, zdhamm, Zeke Churchin, Zoe Keller, zoe_to)",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 6405 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009951-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18771912
title: Specific software architectures for the IoT context