cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17054951
title: Guideline for the sustainable development and use of research software

description: The HTML publication is available at https://nfdi4culture.de/id/E3332.
How can software be developed, offered and used in such a way that it itself and the research results produced with it remain sustainably available both in the sense of the FAIR principles (Findable, Accessible, Interoperable, Reusable) and in an ecological sense?
description: Funded by the German Research Foundation (DFG) – 441958017 (NFDI4Culture).
DOI: 10.5281/zenodo.17054835
title: Spatially-distributed SAR backscatter animations for Alaska glaciers (O through S)
DOI: 10.5281/zenodo.17013158
title: Online Appendix for "PyTestGuard: An IDE-Integrated Tool for Supporting Developers with LLM-Generated Unit Tests"

description: Replication package  for "PyTestGuard: An IDE-Integrated Tool for Supporting Developers with LLM-Generated Unit Tests"


This replication package contains the necessary tools necessary to replicate our study. Below we list the different folders and their purpose:




comparison_tool_versions: Contains data and code necessary to replicate the comparison between the tests submitted by the simple version of PyTestGuard and the enhanced version.

data_contamination_analysis: Contains data and code necessary to replicate data contamination analysis performed in generated unit tests.

result_diagrams: Contains the data and code necessary to reproduce diagrams used during the study

results:  Contains the answers and quotes got from participants. The questionnaire used is also include along with the code occurences from the interviews.

artifacts: Contains the jars for PyNose and PyTestGuard necessary to replicate the study. It also contains a patch that includes the necessary modification made in the example project used during the study.

selected_tests: Contains the test files used during our study.
DOI: 10.5281/zenodo.17013159
title: Online Appendix for "PyTestGuard: An IDE-Integrated Tool for Supporting Developers with LLM-Generated Unit Tests"

description: Replication package  for "PyTestGuard: An IDE-Integrated Tool for Supporting Developers with LLM-Generated Unit Tests"


This replication package contains the necessary tools necessary to replicate our study. Below we list the different folders and their purpose:




comparison_tool_versions: Contains data and code necessary to replicate the comparison between the tests submitted by the simple version of PyTestGuard and the enhanced version.

data_contamination_analysis: Contains data and code necessary to replicate data contamination analysis performed in generated unit tests.

result_diagrams: Contains the data and code necessary to reproduce diagrams used during the study

results:  Contains the answers and quotes got from participants. The questionnaire used is also include along with the code occurences from the interviews.

artifacts: Contains the jars for PyNose and PyTestGuard necessary to replicate the study. It also contains a patch that includes the necessary modification made in the example project used during the study.

selected_tests: Contains the test files used during our study.
DOI: 10.15468/dl.qyu7cr
title: Occurrence Download

description: A dataset containing 1462 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhamnus alnifolia"
 ]
}

 The dataset includes 1462 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026363-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17054833
title: Artificial Intelligence in Second Language Learning: A Systematic Review of Pedagogical Applications and Challenges (2015–2025)

description: This article presents a systematic review of artificial intelligence (AI) applications in second language acquisition (SLA) over a decade-long period from 2015 to 2025. Recognizing the growing influence of AI in language education, the study explores how AI technologies—such as adaptive learning systems, chatbots, and intelligent tutoring platforms—are reshaping pedagogical practices.

The review was conducted following PRISMA guidelines, with literature retrieved from major academic databases including Scopus and Web of Science. The analysis focuses on peer-reviewed studies that investigate the use of AI tools in SLA, emphasizing both pedagogical benefits and implementation challenges.

Findings reveal that AI-driven language learning is largely grounded in socio-cultural, constructivist, cognitivist, and student-centered frameworks, highlighting the transformative potential of AI in fostering learner engagement, autonomy, and skill development. Experimental and survey-based methodologies dominate the field, with discourse and conversation analysis frequently used to evaluate learning outcomes. Key learner-related issues studied include motivation, satisfaction, and language proficiency, though topics such as gender dynamics and self-directed learning remain underexplored.

While evidence points to the positive impact of AI on second language learning, the study underscores persistent concerns such as algorithmic bias, teacher readiness, and unequal access to technology, particularly in low-resource contexts. The article concludes with recommendations for teacher training, ethical guidelines, and inclusive policies to ensure equitable and effective integration of AI in language education.

This comprehensive review serves as a critical reference for educators, researchers, and policymakers, offering insights into current trends, research gaps, and future directions for AI-driven SLA.
DOI: 10.5281/zenodo.17054832
title: Artificial Intelligence in Second Language Learning: A Systematic Review of Pedagogical Applications and Challenges (2015–2025)

description: This article presents a systematic review of artificial intelligence (AI) applications in second language acquisition (SLA) over a decade-long period from 2015 to 2025. Recognizing the growing influence of AI in language education, the study explores how AI technologies—such as adaptive learning systems, chatbots, and intelligent tutoring platforms—are reshaping pedagogical practices.

The review was conducted following PRISMA guidelines, with literature retrieved from major academic databases including Scopus and Web of Science. The analysis focuses on peer-reviewed studies that investigate the use of AI tools in SLA, emphasizing both pedagogical benefits and implementation challenges.

Findings reveal that AI-driven language learning is largely grounded in socio-cultural, constructivist, cognitivist, and student-centered frameworks, highlighting the transformative potential of AI in fostering learner engagement, autonomy, and skill development. Experimental and survey-based methodologies dominate the field, with discourse and conversation analysis frequently used to evaluate learning outcomes. Key learner-related issues studied include motivation, satisfaction, and language proficiency, though topics such as gender dynamics and self-directed learning remain underexplored.

While evidence points to the positive impact of AI on second language learning, the study underscores persistent concerns such as algorithmic bias, teacher readiness, and unequal access to technology, particularly in low-resource contexts. The article concludes with recommendations for teacher training, ethical guidelines, and inclusive policies to ensure equitable and effective integration of AI in language education.

This comprehensive review serves as a critical reference for educators, researchers, and policymakers, offering insights into current trends, research gaps, and future directions for AI-driven SLA.
DOI: 10.5281/zenodo.17055171
title: Example data for MBPD pipeline
DOI: 10.5281/zenodo.17055172
title: Example data for MBPD pipeline
DOI: 10.15468/dl.u82cgq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scardinius graecus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((40.81373 29.26705, 40.81373 50.94, -6.6 50.94, -6.6 29.26705, 40.81373 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026364-250827131500795/datasets/export for details.
DOI: 10.5281/zenodo.17055103
title: GNSS-derived snow depth and Standardized Snow Depth Index in the Sacramento River Basin, California (water years 2009-2023)

description: This dataset comprises snow depth estimates and the corresponding Standardized Snow Depth Index (SSDI) values derived from GNSS-IR technology using data from five PBO GNSS stations (P385, P670, P348, P346, P149) located in the Sacramento River Basin, USA.
DOI: 10.26180/30047455.v8
title: <b>The Belgrade Charter: towards a critical appreciation 50 years on</b>

description: Orientation note for session at ECER2025, NW30 Environmental and Sustainability Education Research
DOI: 10.5281/zenodo.17055102
title: GNSS-derived snow depth and Standardized Snow Depth Index in the Sacramento River Basin, California (water years 2009-2023)

description: This dataset comprises snow depth estimates and the corresponding Standardized Snow Depth Index (SSDI) values derived from GNSS-IR technology using data from five PBO GNSS stations (P385, P670, P348, P346, P149) located in the Sacramento River Basin, USA.
DOI: 10.15468/dl.n6nkvb
title: Occurrence Download

description: A dataset containing 9695 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera onca"
 ]
}

 The dataset includes 9695 records from 303 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026365-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.68sh5n
title: Occurrence Download

description: A dataset containing 6390 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asperula arvensis L."
 ]
}

 The dataset includes 6390 records from 193 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0105644-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wgnrxk
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-129.94 46.14,-120.84 46.14,-120.84 51.69,-129.94 51.69,-129.94 46.14))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Heterodermia leucomelos (L.) Poelt"
 ]
}

 The dataset includes 17 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003196-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shumt9
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-93.98548 15.86801,-93.5816 17.3982,-95.17788 17.79567,-95.99205 18.35341,-96.81263 18.77652,-97.17805 18.43034,-97.93452 18.38546,-98.73586 18.14826,-98.91537 17.19306,-99.00512 16.00065,-97.02419 15.39163,-93.98548 15.86801))",
 "TaxonKey is Chiropterotriton chiropterus (Cope, 1863)"
 ]
}

 The dataset includes 27 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0137029-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rzr0zx
title: Occurrence Download

description: A dataset containing 2878 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Iran (Islamic Republic of)",
 "Country is Iraq",
 "Country is Türkiye",
 "Country is Turkmenistan",
 "Country is Georgia",
 "Country is Armenia",
 "Country is Azerbaijan"
 ]
 },
 "TaxonKey is Riparia riparia (Linnaeus, 1758)"
 ]
}

 The dataset includes 2878 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014575-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yvdcy2
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((136.76715 -35.70584,136.54303 -35.75418,136.51666 -35.9827,136.77374 -36.08597,137.21759 -36.03104,137.23297 -35.89261,137.49884 -35.75418,137.43073 -35.66409,137.41974 -35.56741,137.13849 -35.53006,137.07257 -35.71463,136.95392 -35.73001,136.94733 -35.6575,136.76715 -35.70584))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Billardiera uniflora E.M.Benn."
 ]
}

 The dataset includes 93 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097117-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2fbzuk
title: Occurrence Download

description: A dataset containing 31980 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Viola epipsila Ledeb."
 ]
}

 The dataset includes 31980 records from 234 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0137027-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tt6qtf
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Claoxylon grandifolium (Poir.) Müll.Arg."
 ]
}

 The dataset includes 19 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003216-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kw7fjx
title: Occurrence Download

description: A dataset containing 3420 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrortyx leucophrys (Gould, 1844)"
 ]
}

 The dataset includes 3420 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019371-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sua6sz
title: Occurrence Download

description: A dataset containing 576 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Odontosoria clavata (L.) J.Sm."
 ]
}

 The dataset includes 576 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014575-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h9swgq
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coffea rizetiana Stoff. & Noirot"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003032-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rjbzqd
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Iran (Islamic Republic of)",
 "Country is Iraq",
 "Country is Türkiye",
 "Country is Turkmenistan",
 "Country is Georgia",
 "Country is Armenia",
 "Country is Azerbaijan"
 ]
 },
 "TaxonKey is Saxicola caprata (Linnaeus, 1766)"
 ]
}

 The dataset includes 117 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014576-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3kcfue
title: Occurrence Download

description: A dataset containing 33878 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Animal Sound Archive",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 33878 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097115-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4b4m3
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Veronica thymoides P.H.Davis"
 ]
}

 The dataset includes 42 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0137031-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fwqpxv
title: Occurrence Download

description: A dataset containing 129 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 Tretanorhinus variabilis Duméril, Bibron & Duméril, 1854"
 ]
}

 The dataset includes 129 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003052-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.44upgh
title: Occurrence Download

description: A dataset containing 14309 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Onoclea sensibilis L."
 ]
}

 The dataset includes 14309 records from 200 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014576-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzhfxw
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clinopodium dolichodontum (P.H.Davis) Bräuchler & Heubl"
 ]
}

 The dataset includes 10 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003048-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tppjup
title: Occurrence Download

description: A dataset containing 4504 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Madagascar",
 "TaxonKey is Clusiaceae"
 ]
}

 The dataset includes 4504 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0126772-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mqbxfv
title: Occurrence Download

description: A dataset containing 1234 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mustela lutreola (Linnaeus, 1761)"
 ]
}

 The dataset includes 1234 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0197914-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xxhv28
title: Occurrence Download

description: A dataset containing 1212 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ophioglossum engelmannii Prantl"
 ]
}

 The dataset includes 1212 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014578-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.83j4k7
title: Occurrence Download

description: A dataset containing 191 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 Ranoidea bella (McDonald, Rowley, Richards & Frankham, 2016)"
 ]
}

 The dataset includes 191 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003049-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xf1x1j
title: Occurrence Download

description: A dataset containing 2740 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Anredera cordifolia (Ten.) Steenis",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2740 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014579-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6dgfvy
title: Occurrence Download

description: A dataset containing 1162876 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "OccurrenceStatus is Present",
 "Year 2019-2021"
 ]
}

 The dataset includes 1162876 records from 882 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003067-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tbjjhq
title: Occurrence Download

description: A dataset containing 251 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phocoena sinus Norris & McFarland, 1958"
 ]
}

 The dataset includes 251 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055471-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cyjg5e
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Exopheticus insignis (Alcock, 1900)"
 ]
}

 The dataset includes 16 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0134396-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.