cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14259760
title: Constellation analysis of automated local public transport shuttles in the north western development area of Berlin

description: Konstellationsanalyse: Autonome ÖPNV-Shuttles im Entwicklungsband Nordwest 

Das Dokument beinhalten stellt eine deutschsprachige Ergebnisdokumentation einer Konstellationsanalyse aus dem Projekt „NOWEL4 – Berliner NordWestraum Level 4" dar . Die Konstellationsanalyse ist ein Brückenkonzept für inter- und transdisziplinäre Zusammenarbeit, das u.a. in der Nachhaltigkeits- und Technikforschung eingesetzt werden kann. Die Ergebnisse zeigen eine gegenwärtige Konstellation und eine Zielkonstellation der Einbindung autonomer Shuttles in den ÖPNV im Berliner Entwicklungsband NordWest. 

 




 
description: Constellation Analysis: Autonomous Public Transport Shuttles in the Northwest Development Corridor

The document provides a German-language report of the findings from a constellation analysis conducted as part of the project “NOWEL4 – Berlin Northwest Area Level 4.” The constellation analysis is a bridging concept for interdisciplinary and transdisciplinary collaboration, which can be used in areas such as sustainability and technology research. The results present both a current constellation and a target constellation for integrating autonomous shuttles into public transportation within Berlin’s Northwest Development Corridor.
DOI: 10.15468/dl.rebagh
title: Occurrence Download

description: A dataset containing 181 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Passiflora campanulata Mast."
 ]
}

 The dataset includes 181 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011752-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eq8hu7
title: Occurrence Download

description: A dataset containing 18721 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydrilla verticillata (L.f.) Royle"
 ]
}

 The dataset includes 18721 records from 329 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011748-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wc8644
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thynnus affinis Cantor, 1849",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011753-241126133413365/datasets/export for details.
DOI: 10.15468/dl.pm5mne
title: Occurrence Download

description: A dataset containing 1175 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bactris gasipaes Kunth"
 ]
}

 The dataset includes 1175 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011755-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5bc3t86z
title: MassIVE MSV000096567 - GNPS Shea tree_Metabolomics_data_11082024
title: Shea nuts collected across West Africa for metabolite investigation
DOI: 10.15468/dl.35gpax
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Auxis rochei (Risso, 1810)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 127 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011756-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.92zrbx
title: Occurrence Download

description: A dataset containing 1661 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Russula odorata Romagn."
 ]
}

 The dataset includes 1661 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011757-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmpzth
title: Occurrence Download

description: A dataset containing 1248594 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Erigeron L.)"
 ]
}

 The dataset includes 1248594 records from 3663 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011739-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rkb2qq
title: Occurrence Download

description: A dataset containing 9441 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oenothera laciniata Hill)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 9441 records from 253 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011477-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-14876
title: Druzheskoe slovo = Palavra do amigo = [A friendly word], vol. 7, no. 2-3 (February-March 1934)

description: [description english/roman)] Monthly
DOI: 10.25549/pcra-ouc11185565
title: Gost' = The guest, vol. 7, no. 5 ([May] 1917)

description: [description english/roman)] Monthly
DOI: 10.15468/dl.twum2k
title: Occurrence Download

description: A dataset containing 736674547 species occurrences available in GBIF matching the query:
{
 "Year" : [
 "2020-2023"
 ]
}

 The dataset includes 736674547 records from 11744 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009453-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6bsc3m
title: Occurrence Download

description: A dataset containing 1385 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Peru",
 "Geometry POLYGON((-74.32935 -15.78729,-74.38977 -15.91519,-71.50935 -17.32569,-71.40435 -17.72619,-70.51935 -18.35374,-69.78435 -18.16856,-69.78435 -17.74048,-69.52935 -17.59755,-69.44601 -17.43859,-69.58929 -17.23361,-69.06435 -16.65146,-69.82935 -15.97484,-70.69935 -15.75842,-71.47935 -15.3104,-72.75435 -15.23805,-73.87935 -15.10776,-74.32935 -15.78729))",
 "HasGeospatialIssue is false",
 "TaxonKey is Asthenes dorbignyi (Reichenbach, 1853)"
 ]
}

 The dataset includes 1385 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070158-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15748473
title: Practitioner Perspectives on Psychological Safety in Software Workplaces: A Grey Literature Study

description: This replication package supports a qualitative study exploring psychological safety in software engineering, based on grey literature sources. The data were collected from two Stack Exchange communities, Software Engineering Stack Exchange (SESWE) and Project Management Stack Exchange (SEPM), which capture practitioner perspectives on real-world software development experiences.

The study addresses four research questions:





RQ1: What interpersonal challenges related to psychological safety are discussed?




RQ2: What contextual factors influence psychological safety?




RQ3: How are these factors situated within the software development context?




RQ4: What strategies are suggested to improve psychological safety?



This repository includes:





Raw datasets retrieved from SESWE and SEPM via automated queries (QueryResultsSESWE and QueryResultsSEPM).




A structured data extraction and coding spreadsheet with qualitative annotations (DatasetPS).




The complete codebook used in the analysis, including category definitions and examples (Codebook_PS).




A detailed replication protocol outlining the methodological procedures (Data_Extraction_Protocol)



The materials are intended to promote transparency, replicability, and reuse by other researchers interested in psychological safety, qualitative methods, and grey literature in software engineering.
DOI: 10.5281/zenodo.15748474
title: Practitioner Perspectives on Psychological Safety in Software Workplaces: A Grey Literature Study

description: This replication package supports a qualitative study exploring psychological safety in software engineering, based on grey literature sources. The data were collected from two Stack Exchange communities, Software Engineering Stack Exchange (SESWE) and Project Management Stack Exchange (SEPM), which capture practitioner perspectives on real-world software development experiences.

The study addresses four research questions:





RQ1: What interpersonal challenges related to psychological safety are discussed?




RQ2: What contextual factors influence psychological safety?




RQ3: How are these factors situated within the software development context?




RQ4: What strategies are suggested to improve psychological safety?



This repository includes:





Raw datasets retrieved from SESWE and SEPM via automated queries (QueryResultsSESWE and QueryResultsSEPM).




A structured data extraction and coding spreadsheet with qualitative annotations (DatasetPS).




The complete codebook used in the analysis, including category definitions and examples (Codebook_PS).




A detailed replication protocol outlining the methodological procedures (Data_Extraction_Protocol)



The materials are intended to promote transparency, replicability, and reuse by other researchers interested in psychological safety, qualitative methods, and grey literature in software engineering.
DOI: 10.6084/m9.figshare.29416723
title: An automatic segmentation method for coal gangue based on improved region growing algorithm

description: Accurate segmentation of coal gangue contours during intelligent coal gangue sorting substantially reduces the occurrence of coal gangue dropping and misgrasping by robotic manipulators, thus enhancing sorting efficiency. Precise segmentation using computer algorithms effectively extracts coal gangue contours, thereby enhancing intelligent sorting efficiency. The key to achieving accurate segmentation lies in enhancing algorithmic performance. Therefore, we propose an improved region growing algorithm for automatic coal gangue segmentation. This algorithm introduces improvements in coarse contour acquisition, seed point expansion mechanisms, and automatic threshold updating. The final segmentation result is achieved through the combination of multiple segmentation outcomes. We conducted 20 experiments to evaluate the performance of the improved region growing algorithm, comparing it with four used segmentation algorithms. Experimental results show that the proposed algorithm achieved an average Dice coefficient of 0.988 and an average Jaccard distance of 0.023. These findings demonstrate that the proposed algorithm can automatically segment coal gangue contours with high accuracy and robustness.
DOI: 10.6084/m9.figshare.29416723.v1
title: An automatic segmentation method for coal gangue based on improved region growing algorithm

description: Accurate segmentation of coal gangue contours during intelligent coal gangue sorting substantially reduces the occurrence of coal gangue dropping and misgrasping by robotic manipulators, thus enhancing sorting efficiency. Precise segmentation using computer algorithms effectively extracts coal gangue contours, thereby enhancing intelligent sorting efficiency. The key to achieving accurate segmentation lies in enhancing algorithmic performance. Therefore, we propose an improved region growing algorithm for automatic coal gangue segmentation. This algorithm introduces improvements in coarse contour acquisition, seed point expansion mechanisms, and automatic threshold updating. The final segmentation result is achieved through the combination of multiple segmentation outcomes. We conducted 20 experiments to evaluate the performance of the improved region growing algorithm, comparing it with four used segmentation algorithms. Experimental results show that the proposed algorithm achieved an average Dice coefficient of 0.988 and an average Jaccard distance of 0.023. These findings demonstrate that the proposed algorithm can automatically segment coal gangue contours with high accuracy and robustness.
DOI: 10.15468/dl.r248nh
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "PublishingOrg is one of (90fd6680-349f-11d8-aa2d-b8a03c50a862, 061b4f20-f241-11da-a328-b8a03c50a862, 3e0fb4f5-a6a1-4bfc-88f6-32f5938ab326, af9cb505-df2d-46cb-8d3d-81a926c660b6, bf0d80b3-46da-4e60-b1cf-39f2320acb43)",
 "TaxonKey is Ephedra gracilis Phil. ex Stapf"
 ]
}

 The dataset includes 7 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070159-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14795870
title: Dataset: Late Quaternary inundation and desiccation of Megalake Chad traced in dust records from the Equatorial Atlantic Ocean

description: These datasets are associated with the manuscript:

Crocker, A.J., Kinsley, C.W., Jewell, A.M. et al., Late Quaternary inundation and desiccation of Megalake Chad traced in dust records from the Equatorial Atlantic Ocean. Quaternary Science Reviews (2025).

Supplementary Table 1 - Radiogenic isotope signatures of North African terrestrial sediments:



New neodymium and strontium isotope measurements of deflatable terrestrial sediments from various locations across North Africa.

Compilation of sediment neodymium and strontium isotope signatures used to calculate North African dust Potential Source Areas (PSAs).


Supplementary Table 2 - Downcore data from ODP Site 662 spanning 30,000-0 kyr BP:



Neodymium isotope measurements of the isolated (carbonate free) terrigenous fraction

230Th-normalized terrigenous fluxes

Oxygen isotopic signatures of benthic foraminifera (Cibicides wuellerstorfi) 

Ca and Fe elemental counts derived by X-ray fluorescence (XRF) core scanning

Age-depth ties
DOI: 10.5281/zenodo.14795869
title: Dataset: Late Quaternary inundation and desiccation of Megalake Chad traced in dust records from the Equatorial Atlantic Ocean

description: These datasets are associated with the manuscript:

Crocker, A.J., Kinsley, C.W., Jewell, A.M. et al., Late Quaternary inundation and desiccation of Megalake Chad traced in dust records from the Equatorial Atlantic Ocean. Quaternary Science Reviews (2025).

Supplementary Table 1 - Radiogenic isotope signatures of North African terrestrial sediments:



New neodymium and strontium isotope measurements of deflatable terrestrial sediments from various locations across North Africa.

Compilation of sediment neodymium and strontium isotope signatures used to calculate North African dust Potential Source Areas (PSAs).


Supplementary Table 2 - Downcore data from ODP Site 662 spanning 30,000-0 kyr BP:



Neodymium isotope measurements of the isolated (carbonate free) terrigenous fraction

230Th-normalized terrigenous fluxes

Oxygen isotopic signatures of benthic foraminifera (Cibicides wuellerstorfi) 

Ca and Fe elemental counts derived by X-ray fluorescence (XRF) core scanning

Age-depth ties
DOI: 10.15468/dl.xjspj8
title: Occurrence Download

description: A dataset containing 219624 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "TaxonKey is Ulex europaeus L."
 ]
}

 The dataset includes 219624 records from 1340 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070175-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21429/nwk5-7a10
title: Columbia River Basin Daily MACA-VIC Results

description: This archive contains daily downscaled meteorological and hydrological projections for the Columbia Basin in the United States at 1/16-deg resolution utilizing 9 different downscaling methods. The downscaled meteorological variables are maximum/minimum temperature(tasmax/tasmin), precipitation amount(pr), downward shortwave solar radiation(rsds), wind speed(was), and specific humidity(huss). The downscaling is based on the CCSM3e model from Phase 3 of the Coupled Model Inter-comparison Project (CMIP3) utlizing the historical 20C3M (1971-1999) and future SRESA2(2041-2070) scenarios. The downscaling methods include 3 statistical downscaling methods: Multivariate Adaptive Constructed Analogs (MACA) and monthly(and daily) Bias Correction Spatial Dissaggregation (mBCSD,dBCSD); 3 dynamical downscaling methods: interpolations of the outputs from North American Regional Climate Change Assessment Program(sdNARCCAP) regional downscaling utilizing 3 regional models: CRCM,MM5I and WRFG; and 3 hybrid downscaling methods: bias correction of interpolated outputs from NARCCAP regional downscaling using CRCM,MM5I and WRFG. All of the methods are used to downscale the entire suite of variables except for mBCSD (which is only used to downscale tmax/tmin/pr and these results are used with MTCLIM(Glassy et al., 1994) to generate rsds/was/huss). Each of the downscaling outputs are run through the Variable Infiltration Capacity (VIC) hydrologic model to generate the hydrological projections.
DOI: 10.15468/dl.pyauu5
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "PublishingOrg is one of (98e934b0-5f31-11de-b67e-b8a03c50a862, ae447c50-b8a8-11d8-92a4-b8a03c50a862, 061b4f20-f241-11da-a328-b8a03c50a862, 838537fc-4aeb-4980-8b58-97fbdcd1d91a, af9cb505-df2d-46cb-8d3d-81a926c660b6)",
 "TaxonKey is Ephedra multiflora Phil. ex Stapf"
 ]
}

 The dataset includes 7 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070160-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48366/r1388789
title: Scientific QA Datasets in the Era of Multimodal and Long-Context Reasoning: A Survey of 2022–2025 Corpora

description: This comparison highlights recently released scientific question answering (QA) corpora from 2022 to 2025, covering diverse modalities (text, images, multimodal) and domains (e.g., general science, chemistry, astronomy). These datasets represent emerging trends in QA research, including real-world sources like peer reviews and preprints, multimodal reasoning over figures and tables, and the integration of large language models (LLMs) for dataset creation and evaluation. The comparison summarizes each corpus by modality, domain coverage, task focus, and scale, illustrating the shift toward deeper reasoning, long-context comprehension, and domain-specific benchmarks.
DOI: 10.5281/zenodo.14654931
title: Dataset: two model impedances + associated complex-valued distribution of uncorrelated relaxation times

description: Z1_EEC.png electric circuit model #1Z1_data.dat impedance data for electric circuit model #1DRT_Z1_data.dat DRT data for electric circuit model #1Z2_EEC.png electric circuit model #2Z2_data.dat impedance data for electric circuit model #2DRT_Z2_data.dat DRT data for electric circuit model #2

Z2_data_corrected.dat corrected impedance data for electric circuit model #2 to replace Z2_data.dat

Nyquist_Z2_model_corrected.png Nyquist plot electric circuit model #2 to replace Figure 4 (bottom left) in https://doi.org/10.1016/j.electacta.2025.146500

Bode_Z2_model_corrected.png Bode plot electric circuit model #2 to replace Figure 4 (bottom right) in https://doi.org/10.1016/j.electacta.2025.146500

Fig5_right_corrected.png plot of real-valued DRT plot to replace Figure 5 (right) in https://doi.org/10.1016/j.electacta.2025.146500
DOI: 10.5281/zenodo.15748105
title: Dataset: two model impedances + associated complex-valued distribution of uncorrelated relaxation times

description: Z1_EEC.png electric circuit model #1Z1_data.dat impedance data for electric circuit model #1DRT_Z1_data.dat DRT data for electric circuit model #1Z2_EEC.png electric circuit model #2Z2_data.dat impedance data for electric circuit model #2DRT_Z2_data.dat DRT data for electric circuit model #2

Z2_data_corrected.dat corrected impedance data for electric circuit model #2 to replace Z2_data.dat

Nyquist_Z2_model_corrected.png Nyquist plot electric circuit model #2 to replace Figure 4 (bottom left) in https://doi.org/10.1016/j.electacta.2025.146500

Bode_Z2_model_corrected.png Bode plot electric circuit model #2 to replace Figure 4 (bottom right) in https://doi.org/10.1016/j.electacta.2025.146500

Fig5_right_corrected.png plot of real-valued DRT plot to replace Figure 5 (right) in https://doi.org/10.1016/j.electacta.2025.146500
DOI: 10.15468/dl.yz4j8d
title: Occurrence Download

description: A dataset containing 1872 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-74.17572 11.22168,-74.17352 11.22232,-74.17365 11.22356,-74.17391 11.22408,-74.17453 11.22415,-74.17528 11.2239,-74.17572 11.22168))",
 "OccurrenceStatus is Present",
 "Year 2015-2025"
 ]
}

 The dataset includes 1872 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070162-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15747422
title: Data and R Scripts for the Validation of a Scale on Technostress, Technological Self-Efficacy, Academic Performance, and Digital Safety

description: R scripts and anonymized data supporting the development and psychometric validation of a multidimensional instrument to assess technostress, technological self-efficacy, academic performance, and digital safety in first-year undergraduate students.
DOI: 10.5281/zenodo.15747423
title: Data and R Scripts for the Validation of a Scale on Technostress, Technological Self-Efficacy, Academic Performance, and Digital Safety

description: R scripts and anonymized data supporting the development and psychometric validation of a multidimensional instrument to assess technostress, technological self-efficacy, academic performance, and digital safety in first-year undergraduate students.