cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15476329
title: Data on policy support for electric vehicles

description: Climate Policy Atlas: Electric Vehicle Support Dataset Version 1

This dataset contains detailed, machine-readable data on support policies for electric vehicle adoption from the years 2000-2024 for Germany, Greece, Ireland, and France. It contains information on the following policy instruments:



Grants

Tax incentives (rebates, exemptions, deductions)

Fee decreases or exemptions

Feebates or bonus/malus schemes

Soft loans

Tenders with additional financial support

Bans

Carbon taxes

Emissions trading systems (cap and trade)


The work was performed by Silvia Weko, Franziska Bold, Aksornchan Chaianong, Dogukan Günkördü, Daria Lebedeva, Puru Malhotra, Ioannis Milioritsas, Johannes Weiß, and Johan Lilliestam, during 2024-2026. The data is published with CC BY-SA 4.0. The dataset should be cited as:

Weko, S., Bold, F., Chaianong, A., Günkördü, D., Malhotra, P., Milioritsas, I., Lebedeva, D., Weiß, J., and Lilliestam, J. (2026): Data on policy support for electric vehicles (Version 1, January 2026). Friedrich-Alexander-Universität Erlangen-Nürnberg. DOI: 10.5281/zenodo.18328109

Please note that the carbon tax and emissions trading data are via the World Bank Carbon Pricing Dashboard, and must be cited as such for subsequent analyses.

The authors would like to thank the German Federal Government, the German State Governments, and the Joint Science Conference (GWK) for their funding and support as part of the NFDI4Energy consortium. The work was funded by the German Research Foundation (DFG) – 501865131 within the German National Research Data Infrastructure (NFDI, www.nfdi.de). Silvia Weko would also like to thank the Office for Equal Opportunities for Women in Science and the Arts at the School of Business, Economics, and Law at FAU Erlangen-Nürnberg. 

The data is to the best of our knowledge correct, but we do not assume any responsibility for any remaining data errors or publication mistakes. Should you find errors or have data to fill gaps, please contact climatepolicyatlas@nfdi4energy.org.
DOI: 10.5281/zenodo.18328109
title: Data on policy support for electric vehicles

description: Climate Policy Atlas: Electric Vehicle Support Dataset Version 1

This dataset contains detailed, machine-readable data on support policies for electric vehicle adoption from the years 2000-2024 for Germany, Greece, Ireland, and France. It contains information on the following policy instruments:



Grants

Tax incentives (rebates, exemptions, deductions)

Fee decreases or exemptions

Feebates or bonus/malus schemes

Soft loans

Tenders with additional financial support

Bans

Carbon taxes

Emissions trading systems (cap and trade)


The work was performed by Silvia Weko, Franziska Bold, Aksornchan Chaianong, Dogukan Günkördü, Daria Lebedeva, Puru Malhotra, Ioannis Milioritsas, Johannes Weiß, and Johan Lilliestam, during 2024-2026. The data is published with CC BY-SA 4.0. The dataset should be cited as:

Weko, S., Bold, F., Chaianong, A., Günkördü, D., Malhotra, P., Milioritsas, I., Lebedeva, D., Weiß, J., and Lilliestam, J. (2026): Data on policy support for electric vehicles (Version 1, January 2026). Friedrich-Alexander-Universität Erlangen-Nürnberg. DOI: 10.5281/zenodo.18328109

Please note that the carbon tax and emissions trading data are via the World Bank Carbon Pricing Dashboard, and must be cited as such for subsequent analyses.

The authors would like to thank the German Federal Government, the German State Governments, and the Joint Science Conference (GWK) for their funding and support as part of the NFDI4Energy consortium. The work was funded by the German Research Foundation (DFG) – 501865131 within the German National Research Data Infrastructure (NFDI, www.nfdi.de). Silvia Weko would also like to thank the Office for Equal Opportunities for Women in Science and the Arts at the School of Business, Economics, and Law at FAU Erlangen-Nürnberg. 

The data is to the best of our knowledge correct, but we do not assume any responsibility for any remaining data errors or publication mistakes. Should you find errors or have data to fill gaps, please contact climatepolicyatlas@nfdi4energy.org.
DOI: 10.5281/zenodo.18449816
title: Halalaimus Morphometrics. Supplementary data from the manuscript Manuscript #187212 submitted to the scientific journal Zookeys.

description: Comparative table of morphological and morphometric characters across all known Halalaimus species.
description: Legend to Morphometric table

+ = present; - = no information or absent; * = calculated from data in text or from drawing; head capsule: sometimes visible in drawing but not mentioned, here only when mentioned; amph. = amphideal; ant. = anterior; antidr. = antidromously; B = brackish; dist. = distance from anterior end; F = Female, Fr = freshwater; gub = gubernaculum; intest. = intestine ; lat. ext. = lateral extension; L = left; M = male; Ma = marine; nom. nov. = Nomen novum; opp. = opposed; outstr. = outstretched; ov. = ovaries; post. = posterior; R = right; refl. = reflexed; sp. inq  = species inquirenda; supp. = supplements.
DOI: 10.5281/zenodo.18600591
title: Halalaimus Morphometrics. Supplementary data from the manuscript Manuscript #187212 submitted to the scientific journal Zookeys.

description: Comparative table of morphological and morphometric characters across all known Halalaimus species.
description: Legend to Morphometric table

+ = present; - = no information or absent; * = calculated from data in text or from drawing; head capsule: sometimes visible in drawing but not mentioned, here only when mentioned; amph. = amphideal; ant. = anterior; antidr. = antidromously; B = brackish; dist. = distance from anterior end; F = Female, Fr = freshwater; gub = gubernaculum; intest. = intestine ; lat. ext. = lateral extension; L = left; M = male; Ma = marine; nom. nov. = Nomen novum; opp. = opposed; outstr. = outstretched; ov. = ovaries; post. = posterior; R = right; refl. = reflexed; sp. inq  = species inquirenda; supp. = supplements.
DOI: 10.6073/pasta/ff6b8ac49926a63e0c8ad193d3570dee
title: Hubbard Brook Experimental Forest: 15-Minute Air Temperature Record, 2014 - ongoing

description: Air temperature is measured at 15-minute intervals in six clearings throughout the Hubbard Brook experimental watersheds and at the Headquarters Station. Beginning in 2014, digital sensors housed in aspirated solar radiation shields collected air temperature measurements. These data are gathered at the Hubbard Brook Experimental Forest in Woodstock, NH, which is operated and maintained by the USDA Forest Service, Northern Research Station.
DOI: 10.5281/zenodo.18600631
title: DENTAL CALCULUS AND CLEANING

description: Dental calculus, commonly referred to as tartar, is a hardened deposit that forms on the teeth due to the accumulation and mineralization of dental plaque. This condition is one of the most frequent oral health problems and affects both children and adults worldwide. Dental calculus can appear above the gum line (supragingival) or below the gum line (subgingival), and it often leads to inflammation of the gums, periodontal disease, bad breath, and tooth decay if left untreated. Its formation is influenced by multiple factors, including oral hygiene habits, diet, saliva composition, genetic predisposition, and lifestyle.

Regular oral hygiene practices, such as proper brushing and flossing, play a significant role in preventing the accumulation of plaque and the subsequent formation of dental calculus. However, once calculus has hardened, it cannot be removed by brushing alone and requires professional dental cleaning, such as scaling and polishing, performed by a dentist or dental hygienist. The removal of dental calculus is essential not only for maintaining oral health but also for preventing systemic health problems, as periodontal disease has been linked to cardiovascular conditions, diabetes, and other chronic diseases.

Scientific studies have shown that the frequency of dental calculus increases with age, and individuals with inadequate oral hygiene are at higher risk. Diet also contributes to calculus formation; foods high in sugars and starches promote plaque accumulation, which eventually mineralizes into tartar. Moreover, tobacco use and certain medical conditions can accelerate the development of dental calculus. Preventive measures, including routine dental check-ups, professional cleanings, and patient education about oral hygiene, are crucial in controlling tartar buildup and promoting long-term dental health.

In conclusion, dental calculus is a common but preventable oral health issue. Maintaining proper oral hygiene, avoiding risk factors, and seeking regular professional dental care are key strategies in preventing and managing tartar formation. Awareness of the causes and consequences of dental calculus can help individuals maintain a healthy oral environment, prevent periodontal disease, and support overall systemic health.
DOI: 10.5281/zenodo.18600632
title: DENTAL CALCULUS AND CLEANING

description: Dental calculus, commonly referred to as tartar, is a hardened deposit that forms on the teeth due to the accumulation and mineralization of dental plaque. This condition is one of the most frequent oral health problems and affects both children and adults worldwide. Dental calculus can appear above the gum line (supragingival) or below the gum line (subgingival), and it often leads to inflammation of the gums, periodontal disease, bad breath, and tooth decay if left untreated. Its formation is influenced by multiple factors, including oral hygiene habits, diet, saliva composition, genetic predisposition, and lifestyle.

Regular oral hygiene practices, such as proper brushing and flossing, play a significant role in preventing the accumulation of plaque and the subsequent formation of dental calculus. However, once calculus has hardened, it cannot be removed by brushing alone and requires professional dental cleaning, such as scaling and polishing, performed by a dentist or dental hygienist. The removal of dental calculus is essential not only for maintaining oral health but also for preventing systemic health problems, as periodontal disease has been linked to cardiovascular conditions, diabetes, and other chronic diseases.

Scientific studies have shown that the frequency of dental calculus increases with age, and individuals with inadequate oral hygiene are at higher risk. Diet also contributes to calculus formation; foods high in sugars and starches promote plaque accumulation, which eventually mineralizes into tartar. Moreover, tobacco use and certain medical conditions can accelerate the development of dental calculus. Preventive measures, including routine dental check-ups, professional cleanings, and patient education about oral hygiene, are crucial in controlling tartar buildup and promoting long-term dental health.

In conclusion, dental calculus is a common but preventable oral health issue. Maintaining proper oral hygiene, avoiding risk factors, and seeking regular professional dental care are key strategies in preventing and managing tartar formation. Awareness of the causes and consequences of dental calculus can help individuals maintain a healthy oral environment, prevent periodontal disease, and support overall systemic health.
DOI: 10.6084/m9.figshare.31306804
title: Chinese tranditional value and song preferences

description: Data were collected in China
DOI: 10.6084/m9.figshare.31306804.v1
title: Chinese tranditional value and song preferences

description: Data were collected in China
DOI: 10.15468/dl.muzf4f
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Atriplex belangeri"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006192-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ecyfkp
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phenacogaster naevata",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006191-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.31306809
title: Alkaloids in <i>Portulaca oleracea</i> L.: a review of extraction and purification, structural characteristics, bioactivity, and application

description: <i>Portulaca oleracea</i> L. (POL), which can be used for both medicinal and edible purposes, is distributed all over the world. In Traditional Chinese Medicine, it clears heat, resolves toxins, and cools blood etc. POL is rich in various compounds, including alkaloids, flavonoids, and polysaccharides. Among these, alkaloids are recognised as one of the primary active constituents, exhibiting diverse biological activities such as anti-inflammatory, antibacterial, and anti-tumor effects. To date, the literature has predominantly focused on the structural identification, biological activities, and application. However, the extraction and purification methods, biological activities, mechanisms of action, and applications are poorly understood. Moreover, there is a notable lack of comprehensive review studies dedicated to POL alkaloids. This review aims to fill this gap by summarising the extraction and purification techniques, structural characteristics, biological activities, and modern applications of POL alkaloids, thereby providing a valuable reference for future research and development in this area.
DOI: 10.6084/m9.figshare.31306809.v1
title: Alkaloids in <i>Portulaca oleracea</i> L.: a review of extraction and purification, structural characteristics, bioactivity, and application

description: <i>Portulaca oleracea</i> L. (POL), which can be used for both medicinal and edible purposes, is distributed all over the world. In Traditional Chinese Medicine, it clears heat, resolves toxins, and cools blood etc. POL is rich in various compounds, including alkaloids, flavonoids, and polysaccharides. Among these, alkaloids are recognised as one of the primary active constituents, exhibiting diverse biological activities such as anti-inflammatory, antibacterial, and anti-tumor effects. To date, the literature has predominantly focused on the structural identification, biological activities, and application. However, the extraction and purification methods, biological activities, mechanisms of action, and applications are poorly understood. Moreover, there is a notable lack of comprehensive review studies dedicated to POL alkaloids. This review aims to fill this gap by summarising the extraction and purification techniques, structural characteristics, biological activities, and modern applications of POL alkaloids, thereby providing a valuable reference for future research and development in this area.
DOI: 10.15468/dl.q7tzmh
title: Occurrence Download

description: A dataset containing 3037 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is The cryptogamy collection (PC) at the Herbarium of the Muséum national d'Histoire Naturelle (MNHN - Paris)",
 "TaxonKey is Corallinales"
 ]
}

 The dataset includes 3037 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006195-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18450078
title: Halalaimus Distribution. Supplementary data from the manuscript Manuscript #187212 submitted to the scientific journal Zookeys.

description: The dataset contains three tabs:



Distribution – lists the Halalaimus species in alphabetical order. Empty cells represent repetitions of the last filled value; we left them blank to improve readability.

Bezerra_et_al_2026_Dataset

Bezerra_et_al_Public_Datas


The last two tabs were used to generate an interactive map showing the global distribution of Halalaimus: https://alvesrms.web.app/NematodeMaps

Abbreviations:



sp. inq. = species inquirenda

nom. nov. = nomen novum
DOI: 10.5281/zenodo.18600678
title: Halalaimus Distribution. Supplementary data from the manuscript Manuscript #187212 submitted to the scientific journal Zookeys.

description: The dataset contains three tabs:



Distribution – lists the Halalaimus species in alphabetical order. Empty cells represent repetitions of the last filled value; we left them blank to improve readability.

Bezerra_et_al_2026_Dataset

Bezerra_et_al_Public_Datas


The last two tabs were used to generate an interactive map showing the global distribution of Halalaimus: https://alvesrms.web.app/NematodeMaps

Abbreviations:



sp. inq. = species inquirenda

nom. nov. = nomen novum
DOI: 10.15468/dl.9vwrpc
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is New black fungus gnats (Diptera: Sciaridae) from Eastern Australia"
 ]
}

 The dataset includes 90 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006197-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7v4b77
title: Occurrence Download

description: A dataset containing 596 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Registros de ocurrencia de Citronella mucronata entre las regiones de Coquimbo y La Araucanía, Chile"
 ]
}

 The dataset includes 596 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006198-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18600679
title: DEVELOPMENT OF PROFESSIONAL COMPETENCE OF SPECIALISTS OF EDUCATIONAL INSTITUTIONS

description: The article analytically discusses various approaches to the concept of competence, types of professional pedagogical competence, its structure, and reflects the ways of professional formation of future specialists in the educational process. In addition, a scientific analysis of the problem of professional competence of specialists in educational institutions was carried out by scientists in the field.
DOI: 10.5281/zenodo.18600680
title: DEVELOPMENT OF PROFESSIONAL COMPETENCE OF SPECIALISTS OF EDUCATIONAL INSTITUTIONS

description: The article analytically discusses various approaches to the concept of competence, types of professional pedagogical competence, its structure, and reflects the ways of professional formation of future specialists in the educational process. In addition, a scientific analysis of the problem of professional competence of specialists in educational institutions was carried out by scientists in the field.
DOI: 10.5281/zenodo.18599644
title: Database of Alternative Pharmaceutical R&D Initiatives

description: We conducted research on the political, economic, scientific and organizational factors required to implement alternative business models of pharmaceutical research and development (R&D) that may better serve the global public interest (e.g., deliver both innovation and global access). 

As part of this research, we created a database of initiatives that appear to fund, implement or facilitate pharmaceutical R&D in a manner that differs from the traditional business model. 

We define the traditional business model as one in which a commercial profit-maximizing firm conducts the later stages of R&D (e.g., preclinical to clinical trials) and brings a product to market. Competition between companies and market incentives influence which diseases or technologies the firm prioritizes; how it manages knowledge such as data and intellectual property; and its strategies for obtaining regulatory approval, production, marketing, distribution and pricing. Usually, this firm is based in a high-income country. 

The characteristics of alternative business models can differ in a number of ways from traditional models, including the organization’s:





Mission (e.g., equity, health impact, joint profit and health goals),




Priority-setting process (e.g., unmet health need), 




Organizational form (e.g., nonprofit, public benefit corporation), 




Financing (e.g., mixed private and public, philanthropic or social impact investor funding), 




Role in different phases of the R&D process (e.g., academic institutions conducting later-stage development),




Approach to research and knowledge management (e.g., open science, public and private collaboration, data sharing, no patenting, non-exclusive licensing, or participating in patent pools), 




Approach to regulatory standards (e.g., active collaboration with regulator; prioritizing developing country regulators), 




Manufacturing strategy (e.g., small scale, collaborative agreements), 




Distribution strategy (e.g., prioritizing disease-endemic developing countries), 




Pricing of final products (e.g., affordability caps, limited profit, tiered pricing),




Home country (e.g., low- or middle-income, international network)



The initiatives included in the database differ from the traditional business model in at least one of these characteristics, often more than one, but not necessarily all.

There is no central, recently-updated source of information on such initiatives, nor is there a single definition of an alternative business model. Here we make the database publicly available for further research, and describe the different initiatives we identified (see a description of the data collection method here).