cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17943492
title: ALMASI Talking points for Diamond OA

description: How can we convince key stakeholders to invest in and help advance Diamond OA? What reasons will persuade RPOs, scholarly societies, libraries, IPSPs, RFOs, national and institutional policymakers, and the OA community at large to choose Diamond OA? For each of Africa, Europe, and Latin America, there are essential and effective arguments in favour of Diamond OA. 

Through desk research and engagement with stakeholders at the Diamond OA Policy Forum launch event, we have identified some essential talking points. These are in English, and those from Latin America are also provided in Spanish. They are categorised under six thematic questions, including

●           How is Diamond OA effective?

●           Why fund Diamond OA and its infrastructure?

●           What action must be taken to support Diamond OA?

●           What are the risks of inaction?

●           How financially sustainable is Diamond OA?

●           What needs funding?

Some talking points are common to all three regions: There is broad consensus that Diamond Open Access is an equitable public good that supports diverse, multilingual scholarly communication, but its sustainability depends on strong governance and funding. Achieving this requires collective action through shared responsibility, advocacy, collaboration across stakeholders, and investment in training, networks, and human capacity.   

For each talking point in the lists below, the stakeholders for whom that argument resonates have been identified. For instance, a Diamond OA advocate seeking to persuade funders of the value of Diamond OA should use those talking points with ‘RFOs’ as a stakeholder. This identification helps stakeholders pinpoint more easily arguments that resonate with them, but we understand that some will ring true more than others as they are also context dependent.

The lists of arguments and talking points related to Diamond OA will grow as ALMASI continues its work on Diamond OA in the three regions and engages stakeholders. We will add to the talking points collected here over the course of the project as the discourse develops to ensure that when change occurs, we use arguments that resonate and strengthen our cause: to scale up Diamond OA.
DOI: 10.5281/zenodo.17943491
title: ALMASI Talking points for Diamond OA

description: How can we convince key stakeholders to invest in and help advance Diamond OA? What reasons will persuade RPOs, scholarly societies, libraries, IPSPs, RFOs, national and institutional policymakers, and the OA community at large to choose Diamond OA? For each of Africa, Europe, and Latin America, there are essential and effective arguments in favour of Diamond OA. 

Through desk research and engagement with stakeholders at the Diamond OA Policy Forum launch event, we have identified some essential talking points. These are in English, and those from Latin America are also provided in Spanish. They are categorised under six thematic questions, including

●           How is Diamond OA effective?

●           Why fund Diamond OA and its infrastructure?

●           What action must be taken to support Diamond OA?

●           What are the risks of inaction?

●           How financially sustainable is Diamond OA?

●           What needs funding?

Some talking points are common to all three regions: There is broad consensus that Diamond Open Access is an equitable public good that supports diverse, multilingual scholarly communication, but its sustainability depends on strong governance and funding. Achieving this requires collective action through shared responsibility, advocacy, collaboration across stakeholders, and investment in training, networks, and human capacity.   

For each talking point in the lists below, the stakeholders for whom that argument resonates have been identified. For instance, a Diamond OA advocate seeking to persuade funders of the value of Diamond OA should use those talking points with ‘RFOs’ as a stakeholder. This identification helps stakeholders pinpoint more easily arguments that resonate with them, but we understand that some will ring true more than others as they are also context dependent.

The lists of arguments and talking points related to Diamond OA will grow as ALMASI continues its work on Diamond OA in the three regions and engages stakeholders. We will add to the talking points collected here over the course of the project as the discourse develops to ensure that when change occurs, we use arguments that resonate and strengthen our cause: to scale up Diamond OA.
DOI: 10.15468/2552ht
title: New and poorly known species of family Candonidae (Crustacea, Ostracoda, Podocopida) from Lake Baikal

description: This dataset contains the digitized treatments in Plazi based on the original journal article Alekseeva, Tatyana M., Krivorotkin, Roman S., Timoshkin, Oleg A. (2025): New and poorly known species of family Candonidae (Crustacea, Ostracoda, Podocopida) from Lake Baikal. Zootaxa 5734 (1): 1-91, DOI: 10.11646/zootaxa.5734.1.1, URL: https://doi.org/10.11646/zootaxa.5734.1.1AbstractThe ostracod fauna of Lake Baikal is characterized by a high diversity of species, most of which require revision, since their structure is insufficiently studied. In this work, we present illustrated redescriptions of morphological traits of five poorly known endemic Baikalian species of the genus Pseudocandona Kaufmann, 1900: Pseudocandona alta Bronstein, 1947, Pseudocandona werestschagini (Bronstein, 1930) Bronstein 1947, Pseudocandona renalis Mazepova, 1982, Pseudocandona glauci Mazepova, 1990 and Pseudocandona olchonica Mazepova, 1990. The redescriptions were prepared on the basis of a type collection of Baikal ostracods sampled by an outstanding researcher of Baikal, Prof. G.F. Mazepova. Additionally, we describe six new species: Pseudocandona grygieri Alekseeva & Krivorotkin sp. nov., Pseudocandona geminata Alekseeva & Krivorotkin sp. nov., Candona concava Alekseeva & Krivorotkin sp. nov., Candona korolevae Alekseeva & Krivorotkin sp. nov., Candona lanata Alekseeva & Krivorotkin sp. nov. and Candona perforata Alekseeva & Krivorotkin sp. nov. All species were carefully examined by light and scanning electron microscopy. The species under study are endemics of Lake Baikal and are extremely morphologically diverse.
DOI: 10.5281/zenodo.18315281
title: Lightweight, Effective Detection and Characterization of Mobile Malware Families
title: DroidMalVet Dataset: Android Malware Families

description: DroidMalVet










DroidMalVet dataset provides a curated collection of 20 code-level metrics extracted from Android malware applications, each labeled with its corresponding malware family. It comprises 24,252 malicious apps categorized into 202 malware families. The metrics capture structural and behavioral properties of the malicious apps and are grouped into four categories: complexity, dimensional, object-oriented, and Android-oriented metrics.

These metrics were extracted by decompiling each malicious application into Smali code and analyzing it with a modified static analysis tool. This dataset enables researchers to study malware family detection, characterization, and evolution with a compact and efficient feature set.

Further details can be found in our paper “Lightweight, Effective Detection and Characterization of Mobile Malware Families” [PDF], IEEE Transactions on Computers, 2022.

If your papers or articles used our dataset, please include a citation to our paper:

@ARTICLE {DroidMalVet,      author={Elish, Karim and Elish, Mahmoud and Almohri, Hussain},      journal={IEEE Transactions on Computers},      title={Lightweight, Effective Detection and Characterization of Mobile Malware Families},       year={2022},      volume={71},      number={11},      pages={2982-2995}}
DOI: 10.5281/zenodo.17636447
title: Lightweight, Effective Detection and Characterization of Mobile Malware Families
title: DroidMalVet Dataset: Android Malware Families

description: DroidMalVet










DroidMalVet dataset provides a curated collection of 20 code-level metrics extracted from Android malware applications, each labeled with its corresponding malware family. It comprises 24,252 malicious apps categorized into 202 malware families. The metrics capture structural and behavioral properties of the malicious apps and are grouped into four categories: complexity, dimensional, object-oriented, and Android-oriented metrics.

These metrics were extracted by decompiling each malicious application into Smali code and analyzing it with a modified static analysis tool. This dataset enables researchers to study malware family detection, characterization, and evolution with a compact and efficient feature set.

Further details can be found in our paper “Lightweight, Effective Detection and Characterization of Mobile Malware Families” [PDF], IEEE Transactions on Computers, 2022.

If your papers or articles used our dataset, please include a citation to our paper:

@ARTICLE {DroidMalVet,      author={Elish, Karim and Elish, Mahmoud and Almohri, Hussain},      journal={IEEE Transactions on Computers},      title={Lightweight, Effective Detection and Characterization of Mobile Malware Families},       year={2022},      volume={71},      number={11},      pages={2982-2995}}
DOI: 10.5281/zenodo.18315696
title: Raw data for dexamethasone dexamethasone palmitate loaded solid lipid nanoparticle (encapsulation efficiency, drug loading, and release data)
DOI: 10.5281/zenodo.18315697
title: Raw data for dexamethasone dexamethasone palmitate loaded solid lipid nanoparticle (encapsulation efficiency, drug loading, and release data)
DOI: 10.5281/zenodo.18315701
title: LINF_310024400

description: Tetratricopeptide repeat-containing protein; Leishmania infantum (strain JPCM5)
DOI: 10.5281/zenodo.18315702
title: LINF_310024400

description: Tetratricopeptide repeat-containing protein; Leishmania infantum (strain JPCM5)
DOI: 10.60507/fk2/gklmog
title: Purple and White Aquilegia vulgaris genome sequence and annotation V2

description: Here we present high-quality genome sequences and annotations of Aquilegia vulgaris (commonly known as columbine), a widespread ornamental plant renowned for its extensive flower color variation. The study uncovers the flavonoid biosynthesis gene repertoire underlying anthocyanin pigmentation in this species. Using ONT long-read sequencing data, highly continuous genome assemblies were generated for both a purple-flowering and a white-flowering A. vulgaris. This data publication contains the genome sequences with corresponding structural annotations.
DOI: 10.60507/fk2/gklmog/1bkgm9
title: Aquilegia_vulgaris_purple.genomic.fasta.gz

description: Purple genome sequence
DOI: 10.60507/fk2/gklmog/a1fpyk
title: Aquilegia_vulgaris_white.genomic.fasta.gz

description: White genome sequence
DOI: 10.60507/fk2/gklmog/xpephf
title: Aquilegia_vulgaris_purple.pep.fasta.gz
DOI: 10.60507/fk2/gklmog/aymlgv
title: Aquilegia_vulgaris_purple.cds.fasta.gz

description: CDS
DOI: 10.60507/fk2/gklmog/uxoyzp
title: Aquilegia_vulgaris_purple.anno.gff.gz

description: purple structural annotation
DOI: 10.60507/fk2/gklmog/6iunjo
title: Aquilegia_vulgaris_white.pep.fasta.gz
DOI: 10.60507/fk2/gklmog/qdgvso
title: Aquilegia_vulgaris_white.anno.gff.gz

description: white structural annotation
DOI: 10.60507/fk2/gklmog/z1ze4m
title: Aquilegia_vulgaris_white.cds.fasta.gz

description: CDS
DOI: 10.60507/fk2/gklmog/7an2zq
title: Aquilegia_vulgaris_white.anno.txt.gz

description: white functional annotation
DOI: 10.60507/fk2/gklmog/h3dqth
title: Aquilegia_vulgaris_purple.anno.txt.gz

description: purple functional annotation
DOI: 10.60507/fk2/gklmog/lztg11
title: README.txt
DOI: 10.5281/zenodo.18315729
title: Towsendia parry Eaton. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.5281/zenodo.18315728
title: Towsendia parry Eaton. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.5281/zenodo.18184163
title: Repoduction package for the paper "A HyperFlash and ÉCLAT view of the local environment and energetics of the repeating FRB 20240619D"

description: This is a reproduction package for the paper "A HyperFlash and ÉCLAT view of the local environment and energetics of the repeating FRB 20240619D" by Ould-Boukattine et al., published in MNRASDOI: https://doi.org/10.1093/mnras/stag090

arXiv link: arXiv:2509.16374
This package provides the burst data (filterbank and raw voltage data in VDIF formated) used in the analysis of the paper.  The scripts used for the analysis of the data and for creating the plots from the article are available in this github repo. A copy of this github repo is also included as part of this zenodo package.

Please cite Ould-Boukattine et al. 2026 when using these data for any publications.
DOI: 10.5281/zenodo.18184162
title: Repoduction package for the paper "A HyperFlash and ÉCLAT view of the local environment and energetics of the repeating FRB 20240619D"

description: This is a reproduction package for the paper "A HyperFlash and ÉCLAT view of the local environment and energetics of the repeating FRB 20240619D" by Ould-Boukattine et al., published in MNRASDOI: https://doi.org/10.1093/mnras/stag090

arXiv link: arXiv:2509.16374
This package provides the burst data (filterbank and raw voltage data in VDIF formated) used in the analysis of the paper.  The scripts used for the analysis of the data and for creating the plots from the article are available in this github repo. A copy of this github repo is also included as part of this zenodo package.

Please cite Ould-Boukattine et al. 2026 when using these data for any publications.
DOI: 10.5281/zenodo.18315734
title: Trixis divaricata (Kunth) Spreng. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:56
DOI: 10.5281/zenodo.18315735
title: Trixis divaricata (Kunth) Spreng. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:56
DOI: 10.5281/zenodo.18315741
title: Tragopogon fritillarioides Less. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.5281/zenodo.18315742
title: Tragopogon fritillarioides Less. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.5281/zenodo.18315749
title: Zygostigma australe (Cham. & Schltdl.) Griseb. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:56
DOI: 10.5281/zenodo.18315748
title: Zygostigma australe (Cham. & Schltdl.) Griseb. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:56
DOI: 10.5281/zenodo.18315762
title: Sorghum nutans (L.) A.Gray. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.5281/zenodo.18315763
title: Sorghum nutans (L.) A.Gray. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.5281/zenodo.18150518
title: Challenges of Deploying Code Embeddings in Industry: An Industrial Case Study on Method Name Generation [Artefact]

description: Artefact for our Automated Software Engineering (ASE) Journal article ‘Challenges of Deploying Code Embeddings in Industry: An Industrial Case Study on Method Name Generation’

Abstract The recent hype around machine learning has fully captured software engineering research. Correspondingly, a variety of different ways to represent code as input to deep learning models have been proposed. These code embedding models are usually evaluated in terms of common metrics such as accuracy or BLEU scores, on benchmark tasks such as predicting method names from their body.  Although this evaluation approach is well established in research, it leaves open challenges for the deployment of these models in practice: First, comparing accuracy on standardised benchmark results conveniently avoids some of the challenges of actually running different prototype model implementations, which, however is necessary to apply the models in practice.  Second, the models are usually trained and evaluated on abundantly available open-source training data, which may be very different from closed-source industrial code.  Third, the deployment of machine learning models in an industrial environment does not only entail technical but also organisational challenges.  Finally, while competitive accuracy or BLEU scores may be indicative of relative model performance, they may not reflect to what extent the models are suitable for being used by developers.  In this paper we describe our experience of evaluating and deploying state-of-research code embedding models in an industrial environment, and present lessons learned from our struggles with each of these questions.
DOI: 10.5281/zenodo.18150519
title: Challenges of Deploying Code Embeddings in Industry: An Industrial Case Study on Method Name Generation [Artefact]

description: Artefact for our Automated Software Engineering (ASE) Journal article ‘Challenges of Deploying Code Embeddings in Industry: An Industrial Case Study on Method Name Generation’

Abstract The recent hype around machine learning has fully captured software engineering research. Correspondingly, a variety of different ways to represent code as input to deep learning models have been proposed. These code embedding models are usually evaluated in terms of common metrics such as accuracy or BLEU scores, on benchmark tasks such as predicting method names from their body.  Although this evaluation approach is well established in research, it leaves open challenges for the deployment of these models in practice: First, comparing accuracy on standardised benchmark results conveniently avoids some of the challenges of actually running different prototype model implementations, which, however is necessary to apply the models in practice.  Second, the models are usually trained and evaluated on abundantly available open-source training data, which may be very different from closed-source industrial code.  Third, the deployment of machine learning models in an industrial environment does not only entail technical but also organisational challenges.  Finally, while competitive accuracy or BLEU scores may be indicative of relative model performance, they may not reflect to what extent the models are suitable for being used by developers.  In this paper we describe our experience of evaluating and deploying state-of-research code embedding models in an industrial environment, and present lessons learned from our struggles with each of these questions.
DOI: 10.7910/dvn/b49jt9
title: CLÍNICA MÉDICA E TERAPÊUTICA DE GRANDES ANIMAIS EQUINOS

description: O trabalho tem por objetivo apresentar em linguagem, os principais fundamentos clínicos, cirúrgicos e terapêuticos aplicados à medicina veterinária equina. O material contempla o reconhecimento, diagnóstico e manejo das feridas em animais domésticos, com ênfase nos princípios de cicatrização, classificação das lesões e condutas terapêuticas adequadas à espécie equina.

São discutidas as síndromes de choque e sepse, destacando-se a fisiopatologia, os critérios clínicos de identificação precoce e as estratégias de estabilização e tratamento intensivo, incluindo a transfusão sanguínea como ferramenta terapêutica em situações críticas. A apostila também aborda a artrite séptica, enfatizando métodos diagnósticos, terapias antimicrobianas e intervenções articulares.

O conteúdo inclui o diagnóstico e tratamento emergencial do paciente equino, com foco em avaliação clínica rápida, tomada de decisão e manejo inicial em situações de risco à vida. São apresentadas ainda as principais afecções do aparelho respiratório, abrangendo processos infecciosos, inflamatórios e obstrutivos, bem como suas abordagens terapêuticas.

No campo cirúrgico, a apostila discute as considerações pré-operatórias, a profilaxia da infecção, os processos supurativos, as distrofias cirúrgicas, as técnicas de drenagem cirúrgica e outros distúrbios de interesse cirúrgico, enfatizando princípios de assepsia, manejo do paciente, prevenção de complicações e recuperação pós-operatória.

De modo geral, o material oferece uma base teórica e prática para a atuação clínica e cirúrgica em equinos, integrando conceitos de diagnóstico, terapêutica e manejo, fundamentais para a formação e a prática profissional em medicina veterinária de grandes animais.
DOI: 10.5281/zenodo.18315235
title: Edition der Bargheer Fiedellieder

description: Die vorliegende Edition der Bargheer Fiedellieder entstand aus einer Zusammenarbeit des Musikwissenschaftlichen Seminars Detmold/Paderborn mit der Lippischen Landesbibliothek Detmold und dem Landesarchiv NRW, Abteilung Ostwestfalen-Lippe. Sie wurde mit Hilfe von TextGrid vorbereitet und in der technischen Konzeption und Umsetzung vom DFG-Projekt Edirom betreut.

Die digitale Edition der Bargheer Fiedellieder beinhaltet einen ausführlichen Kritischen Bericht, der auch die komplizierte Genese bzw. den Überarbeitungsprozess dieser Lieder im Detail verdeutlichen will. Darüber hinaus werden zahlreiche Informationen und Dokumente bereitgestellt, die über den engeren Gegenstand dieser Fiedellieder  hinausgehen und Bargheers Biographie, aber auch seine Rolle im Musikleben, speziell seine Zeit in der Detmolder Hofkapelle und die Kontakte zu Johannes Brahms, beleuchten. Dabei sind in erster Linie Briefe und Archivalien, aber auch bildliche Zeugnisse aufgenommen.
DOI: 10.21223/p3/pnb2bq
title: Dataset for: Collection of image-based points from bands of Sentinel 1, Sentinel 2, SRTM and derived indexes for the classification of vicuña grasslands in 7 communities from Ayacucho region

description: Point extraction based on Sentinel satellite imagery was used to collect georeferenced data for land use classification into nine categories. These categories included grasslands (pajonal), puna grasslands, shrublands, wetlands, forest plantations, water bodies, snow, cropland, or no vegetation (e.g., bare soil, rocks, and infrastructure) for seven communities in the Ayacucho region: Uruiza, San Cristóbal, Lucanas, Huancasancos, Cabana, Aucara, and Andamarca. As a first step, the presence of predominant and homogeneous land use categories was identified through field studies in the communities, prioritizing high-Andean soils and vegetation cover in vicuña management areas by creating a composite of Sentinel images for the dry season. In a second step, points were delineated within homogeneous land use areas using Google Earth Engine. Geographic coordinates were recorded and extracted the Sentinel-2 spectral variables, S1 radar variables, SRTM data, and indices derived from composite image for each point. This process captured the main features variables of 2245 image-based points in 22 vicuña areas across 7 communities in the Ayacucho region.