cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccdc.csd.cc2pvfff
title: CCDC 2498055: Experimental Crystal Structure Determination

description: Related Article: Campbell F. Mackenzie, Alexandre N. Sobolev, George A. Koutsantonis|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: 10.5517/ccdc.csd.cc2pvm8g
title: CCDC 2498236: Experimental Crystal Structure Determination

description: Related Article: shaoyu li|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: 10.48544/092ef4b5-612c-40f6-934a-336b6f8a44d3
title: Building Inclusive Skills Ecosystems for a Just Energy Transition: Lessons from TRAJECTS
DOI: 10.15468/dl.ps3vrg
title: Occurrence Download

description: A dataset listing the 780 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Inventaires Aéro Biodiversité - TLS - Toulouse Blagnac-Inventaires Aéro Biodiversité - TLS - Observation opportuniste tous règnes confondus"
 ]
}

 The dataset's 780 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014141-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17710965
title: Beyond black and white: How triclosan affects terrestrial isopods' behaviour and colour preference Dataset

description: Dataset for the manuscript "Beyond black and white: How triclosan affects terrestrial isopods' behaviour and colour preference"
DOI: 10.5281/zenodo.17710966
title: Beyond black and white: How triclosan affects terrestrial isopods' behaviour and colour preference Dataset

description: Dataset for the manuscript "Beyond black and white: How triclosan affects terrestrial isopods' behaviour and colour preference"
DOI: 10.15468/dl.4w3exw
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macropeplus dentatus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 45 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014161-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18496224
title: Hydraulic activation of stomata induced by hygroscopic fertilizer salts reduces crop water use efficiency: field evidence from cereal crops

description: This dataset provides the supporting data for the paper entitled “Hydraulic activation of stomata induced by hygroscopic fertilizer salts reduces crop water use efficiency: field evidence from cereal crops”. It includes the field observations used in the analyses, as well as the R scripts employed for data processing, statistical analyses, and figure generation.
DOI: 10.5281/zenodo.18496225
title: Hydraulic activation of stomata induced by hygroscopic fertilizer salts reduces crop water use efficiency: field evidence from cereal crops

description: This dataset provides the supporting data for the paper entitled “Hydraulic activation of stomata induced by hygroscopic fertilizer salts reduces crop water use efficiency: field evidence from cereal crops”. It includes the field observations used in the analyses, as well as the R scripts employed for data processing, statistical analyses, and figure generation.
DOI: 10.5281/zenodo.18496241
title: Supplementary_Data_For_Elucidating the Mechanisms of Aristolochic Acid-Induced Upper Tract Urothelial Carcinoma A Multi-Omics Approach Combining Bioinformatics and Computational Modeling
DOI: 10.5281/zenodo.18496242
title: Supplementary_Data_For_Elucidating the Mechanisms of Aristolochic Acid-Induced Upper Tract Urothelial Carcinoma A Multi-Omics Approach Combining Bioinformatics and Computational Modeling
DOI: 10.5287/ora-o0roee9v9
title: Infrared spectroscopic data for submission 2025JE--9524R, Brown et al. 2026

description: Excel spreadsheet of raw laboratory data used in submission 2025JE--9524R, Brown et al. 2026
DOI: 10.15468/dl.h8n3gs
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "DatasetKey is The Collection of Lichenicolous Fungi at the Botanische Staatssammlung München"
 ]
}

 The dataset includes 137 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014162-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23641/asha.31141639
title: Child diectic gesture and maternal labeling in DS (Mattie et al., 2026)

description: <b>Purpose: </b>The purpose of this study was to determine the association between the deictic gesture use of toddlers with Down syndrome (DS) and their mothers’ use of labels. Relationships between child and maternal deictic gestures; maternal use of labels; and broader, traditional measures of maternal linguistic input were explored.<b>Method: </b>Participants were 25 toddlers with DS (14–31 months) and their mothers. Videos of a 15-min mother–child free-play were coded for child and maternal deictic gesture use. All maternal utterances were transcribed and coded to compute the number of complete and intelligible utterances, mean length of utterance in morphemes, number of different words, use of referential nouns, and labels. Labels were operationally defined as referential nouns appearing alone, in a noun phrase (e.g., blue pants), or in a declarative sentence with the linguistic form pronoun + copula + noun phrase (e.g., that’s the duck). Mothers completed the Vineland Adaptive Behavior Scales and the MacArthur-Bates Communication Development Inventory–Words and Gestures about their child.<b>Results: </b>Despite the low frequency of toddlers’ deictic gestures and maternal labels, all deictic gestures, all forms of pointing (touch, proximal, distal), and touch points were positively correlated with their mothers’ use of labels.<b>Conclusions: </b>The results of this study contribute to the body of work documenting child deictic gestures and maternal labeling in DS, as well as how deictic gestures and labels in adult input are operationally defined. Potential clinical implications are discussed.<b>Supplemental Material S1. </b>Correlation matrices.Mattie, L. J., Fanta, D., Falcon, E., & Hadley, P. A. (2026). Child deictic gesture use and maternal labeling in toddlers with Down syndrome. <i>American Journal of Speech-Language Pathology</i>. Advance online publication. https://doi.org/10.1044/2025_AJSLP-25-00258
DOI: 10.23641/asha.31141639.v1
title: Child diectic gesture and maternal labeling in DS (Mattie et al., 2026)

description: <b>Purpose: </b>The purpose of this study was to determine the association between the deictic gesture use of toddlers with Down syndrome (DS) and their mothers’ use of labels. Relationships between child and maternal deictic gestures; maternal use of labels; and broader, traditional measures of maternal linguistic input were explored.<b>Method: </b>Participants were 25 toddlers with DS (14–31 months) and their mothers. Videos of a 15-min mother–child free-play were coded for child and maternal deictic gesture use. All maternal utterances were transcribed and coded to compute the number of complete and intelligible utterances, mean length of utterance in morphemes, number of different words, use of referential nouns, and labels. Labels were operationally defined as referential nouns appearing alone, in a noun phrase (e.g., blue pants), or in a declarative sentence with the linguistic form pronoun + copula + noun phrase (e.g., that’s the duck). Mothers completed the Vineland Adaptive Behavior Scales and the MacArthur-Bates Communication Development Inventory–Words and Gestures about their child.<b>Results: </b>Despite the low frequency of toddlers’ deictic gestures and maternal labels, all deictic gestures, all forms of pointing (touch, proximal, distal), and touch points were positively correlated with their mothers’ use of labels.<b>Conclusions: </b>The results of this study contribute to the body of work documenting child deictic gestures and maternal labeling in DS, as well as how deictic gestures and labels in adult input are operationally defined. Potential clinical implications are discussed.<b>Supplemental Material S1. </b>Correlation matrices.Mattie, L. J., Fanta, D., Falcon, E., & Hadley, P. A. (2026). Child deictic gesture use and maternal labeling in toddlers with Down syndrome. <i>American Journal of Speech-Language Pathology</i>. Advance online publication. https://doi.org/10.1044/2025_AJSLP-25-00258
DOI: 10.15468/dl.5k45fp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macrotorus genuflexus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014163-260129131611470/datasets/export for details.
DOI: 10.6084/m9.figshare.29769251
title: osbp-phosphatases-data

description: D.J.R. and S.U. supervised the study. F.D. performed the computational experiments, analysed the data, and wrote the manuscript. Funding was provided by the Institute of Systems, Molecular and Integrative Biology at the University of Liverpool, via the Douglas Endowment Fund.We gratefully acknowledge the guidance and support of Prof. Patrick A. Eyers, Prof. Sonia Rocha, and Prof. Michael J. Clague. We thank Dr Shahram Mesdaghi for discussions and feedback on AlphaPulldown, and Dr Emily Johnson for input on FoldSeek and network clustering. Both are part of the Computational Biology Facility (CBF) in the Liverpool Shared Research Facilities.
DOI: 10.6084/m9.figshare.29769251.v2
title: osbp-phosphatases-data

description: D.J.R. and S.U. supervised the study. F.D. performed the computational experiments, analysed the data, and wrote the manuscript. Funding was provided by the Institute of Systems, Molecular and Integrative Biology at the University of Liverpool, via the Douglas Endowment Fund.We gratefully acknowledge the guidance and support of Prof. Patrick A. Eyers, Prof. Sonia Rocha, and Prof. Michael J. Clague. We thank Dr Shahram Mesdaghi for discussions and feedback on AlphaPulldown, and Dr Emily Johnson for input on FoldSeek and network clustering. Both are part of the Computational Biology Facility (CBF) in the Liverpool Shared Research Facilities.
DOI: 10.6084/m9.figshare.29769251.v3
title: osbp-phosphatases-data

description: D.J.R. and S.U. supervised the study. F.D. performed the computational experiments, analysed the data, and wrote the manuscript. Funding was provided by the Institute of Systems, Molecular and Integrative Biology at the University of Liverpool, via the Douglas Endowment Fund.We gratefully acknowledge the guidance and support of Prof. Patrick A. Eyers, Prof. Sonia Rocha, and Prof. Michael J. Clague. We thank Dr Shahram Mesdaghi for discussions and feedback on AlphaPulldown, and Dr Emily Johnson for input on FoldSeek and network clustering. Both are part of the Computational Biology Facility (CBF) in the Liverpool Shared Research Facilities.
DOI: 10.15468/dl.ewy9js
title: Occurrence Download

description: A dataset containing 1385568 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Plantae",
 "Year is greater than or equal to 2011"
 ]
}

 The dataset includes 1385568 records from 380 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014074-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18491763
title: Synthetic Apple Collection

description: The Synthetic Apple Collection (SyntAC) is a suite of three synthetic datasets (Synthetic A, B, and C) designed to advance computer vision applications in precision agriculture. SyntAC provides a scalable and cost-effective alternative to manually annotated real-world imagery. The collection was generated using a fully procedural pipeline in Blender and Unreal Engine 5, with each tier (A → C) progressively refined to align scene composition and annotation geometry with high-performing real-world benchmarks.
DOI: 10.5281/zenodo.18491762
title: Synthetic Apple Collection

description: The Synthetic Apple Collection (SyntAC) is a suite of three synthetic datasets (Synthetic A, B, and C) designed to advance computer vision applications in precision agriculture. SyntAC provides a scalable and cost-effective alternative to manually annotated real-world imagery. The collection was generated using a fully procedural pipeline in Blender and Unreal Engine 5, with each tier (A → C) progressively refined to align scene composition and annotation geometry with high-performing real-world benchmarks.
DOI: 10.6084/m9.figshare.31267927
title: Esperanza_base

description: Dataset esperanza
DOI: 10.6084/m9.figshare.31267927.v1
title: Esperanza_base

description: Dataset esperanza
DOI: 10.15468/dl.rwsya3
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "DatasetKey is The Lichens Collection at the Botanische Staatssammlung München"
 ]
}

 The dataset includes 51 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014166-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18493559
title: Central and western Baltic Sea data and ecosystem risk assessment for 2020

description: Open data repository for central and western Baltic Sea data and results from two ecosystem risk assessment models for 2020. The models were a Multi K-means-based unsupervised risk assessment process and a deep learning-based model (Variational Autoencoder, VAE) with the consecutive re-application of Multi K-means to the anomalies identified by the VAE.
DOI: 10.57745/dylku3
title: PFSeq.zip

description: :unav
DOI: 10.5281/zenodo.14919236
title: GeNIS: GECAD Network Intrusion Scenarios

description: The GECAD Network Intrusion Scenarios (GeNIS) dataset contains multiple sequential attack scenarios and different types of realistic normal network activity, recorded during advanced network simulations on the Airbus CyberRange platform. The raw network packets were analyzed to generate labelled network flows, with the computation of statistical features to represent the traffic patterns of local and remote attackers, normal users and administrators, and background traffic of an enterprise computer network. GeNIS follows a modular design, providing raw packet capture next generation (PCAPNG) files with over 37 million packets of each intermediate attack step to enable an in-depth analysis with different flow exporters, feature extraction, and feature selection tools, as well as filtered CSV files with over 2.8 million flows created with 5, 10, 30, and 60 second flow intervals. The flows were preprocessed to provide a reliable benchmark dataset with the most relevant features for the training, validation, and testing of robust machine learning and deep learning models.If you use this dataset, please cite the primary data article: https://doi.org/10.1016/j.dib.2025.111487
description: This work was partially supported by the “Cybers SeC IP” project (NORTE-01-0145-FEDER-000044) and “AIDA” project (EDF-2023-DA-CYBER-DAAI, grant no. 101168202), through the European Regional Development Fund (ERDF) and European Defence Fund (EDF). This work has also received funding from UIDB/00760/2020.
DOI: 10.5281/zenodo.14919237
title: GeNIS: GECAD Network Intrusion Scenarios

description: The GECAD Network Intrusion Scenarios (GeNIS) dataset contains multiple sequential attack scenarios and different types of realistic normal network activity, recorded during advanced network simulations on the Airbus CyberRange platform. The raw network packets were analyzed to generate labelled network flows, with the computation of statistical features to represent the traffic patterns of local and remote attackers, normal users and administrators, and background traffic of an enterprise computer network. GeNIS follows a modular design, providing raw packet capture next generation (PCAPNG) files with over 37 million packets of each intermediate attack step to enable an in-depth analysis with different flow exporters, feature extraction, and feature selection tools, as well as filtered CSV files with over 2.8 million flows created with 5, 10, 30, and 60 second flow intervals. The flows were preprocessed to provide a reliable benchmark dataset with the most relevant features for the training, validation, and testing of robust machine learning and deep learning models.If you use this dataset, please cite the primary data article: https://doi.org/10.1016/j.dib.2025.111487
description: This work was partially supported by the “Cybers SeC IP” project (NORTE-01-0145-FEDER-000044) and “AIDA” project (EDF-2023-DA-CYBER-DAAI, grant no. 101168202), through the European Regional Development Fund (ERDF) and European Defence Fund (EDF). This work has also received funding from UIDB/00760/2020.
DOI: 10.5281/zenodo.18454966
title: Protokoll der Publikation "How XR shapes the Future of Higher Education"

description: Dieser Datensatz stellt die Genese des Papers "How XR shapes the Future of Higher Education" für die Ausschreibung "(R)evolution of Educational Technologies" dar.

Der Datensatz beinhaltet ein Protokoll in deutscher Sprache, da die Kommunikation der Autor*innen in Deutsch stattgefunden hat. Das Protokoll ist interaktiv und wurde so designt, dass es ausschließlich mit Klicks gesteuert wird. Die ersten Seiten des Protokolls stellen die Ereignisse chronologisch geordnet dar. Die jeweiligen Daten der Ereignisse sind an entsprechenden Stellen referenziert. Daten sind paraphrasierte Ausschnitte aus Diskussionen, Miro-Boards und Volltexten. Sie sind bei den Beschreibungen jeweils verlinkt.

Auf den Seiten der Daten angekommen, gibt es eine Rückverlinkung zum jeweiligen Ereignis oben rechts. Dort ist auch die Symbolik der Daten entsprechend hervorgehoben.
DOI: 10.5281/zenodo.18454967
title: Protokoll der Publikation "How XR shapes the Future of Higher Education"

description: Dieser Datensatz stellt die Genese des Papers "How XR shapes the Future of Higher Education" für die Ausschreibung "(R)evolution of Educational Technologies" dar.

Der Datensatz beinhaltet ein Protokoll in deutscher Sprache, da die Kommunikation der Autor*innen in Deutsch stattgefunden hat. Das Protokoll ist interaktiv und wurde so designt, dass es ausschließlich mit Klicks gesteuert wird. Die ersten Seiten des Protokolls stellen die Ereignisse chronologisch geordnet dar. Die jeweiligen Daten der Ereignisse sind an entsprechenden Stellen referenziert. Daten sind paraphrasierte Ausschnitte aus Diskussionen, Miro-Boards und Volltexten. Sie sind bei den Beschreibungen jeweils verlinkt.

Auf den Seiten der Daten angekommen, gibt es eine Rückverlinkung zum jeweiligen Ereignis oben rechts. Dort ist auch die Symbolik der Daten entsprechend hervorgehoben.
DOI: 10.2908/hlth_cd_apyll
title: Causes de décès - années potentielles de vie perdues par pays de résidence
title: Todesursachen - Potenziell verlorene Lebensjahre von Einwohnern
title: Causes of death - potential years of life lost by country of residence

description: Schätzung der durch vorzeitigen Tod verlorenen Jahre, d. h. durch Tod vor Vollendung des 70. bzw. 75. Lebensjahres, nach Land, in dem die Person ansässig war, nach registrierten Ursachen und nach Geschlecht. Dabei werden die Jahre zwischen dem Alter zum Zeitpunkt des Todes und 70 bzw. 75 Jahren für jeden vorzeitigen Todesfall zusammengerechnet. Die PYLL-Rate (potenzielle verlorene Lebensjahre) wird altersstandardisiert pro 100 000 Personen unter 70 bzw. unter 75 Jahren ausgedrückt. Todesursachen werden gemäß der 10. Revision der Internationalen statistischen Klassifikation der Krankheiten und verwandter Gesundheitsprobleme (ICD-10) kodiert.
description: Estimation of the potential years lost due to premature death, meaning death before the age of 70 or 75, according to the country where the person resided, the registered causes of death and by sex. It is calculated by summing the number of years between the age at death and 70 or 75 years for each premature death. PYLL rate is expressed per 100 000 age-standardised population under 70 or under 75. Causes of death are coded according to the 10th revision of the International Statistical Classification of Diseases and Related Health Problems (ICD-10).
description: Estimation des années potentielles perdues en raison d'un décès prématuré, c’est-à-dire avant l’âge de 70 ou 75 ans, par pays de résidence de la personne, par cause enregistrée du décès et par sexe. Elle correspond au total du nombre d’années entre l’âge au moment du décès et 70 ou 75 ans pour chaque décès prématuré. Le taux d’APVP est exprimé pour une population standardisée par âge de 100 000 personnes de moins de 70 ans ou de moins de 75 ans. Les causes de décès sont codées conformément à la 10e révision de la classification statistique internationale des maladies et des problèmes de santé connexes (CIM-10).