cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.31111811.v1
title: Real-world effectiveness of EV-A71 vaccine against encephalitis in children

description: While the EV-A71 vaccine is available, its real-world effectiveness against severe neurological complications such as encephalitis and its influence on circulating enterovirus serotypes require further clarification. This single-center, retrospective study analyzed 7823 children hospitalized with enterovirus-associated hand, foot, and mouth disease or herpangina between 2016 and 2023. Among them, 414 children had received EV-A71 vaccination (376 fully, 38 partially) and 7409 were unvaccinated. Encephalitis, defined by clinical symptoms, neuroimaging evidence, and CSF pleocytosis (&gt;5 WBC/mm<sup>3</sup>), occurred in 8.5% of vaccinated children compared to 16.7% in unvaccinated children, representing a 49% relative risk reduction (χ<sup>2</sup> = 19.768, <i>p</i> &lt; .001). Concurrently, a significant shift in serotype distribution was observed: the proportion of cases caused by EV-A71 decreased from 26.3% to 13.1% (<i>p</i> &lt; .001), while non-EV-A71/CVA16 serotypes became dominant, accounting for 73.2% of cases by 2023. Taken together, these results indicate a dual benefit of EV-A71 vaccination: direct protection against severe neurological disease and an indirect impact on the local epidemiology of enteroviruses. These findings demonstrate that EV-A71 vaccination is highly effective in preventing severe encephalitis and is associated with an evolving enterovirus serotype landscape, underscoring the need to expand immunization programs and develop multivalent vaccines against emerging serotypes.
DOI: 10.6084/m9.figshare.31112276
title: Local water-heat-carbon impacts of forest changes based on satellite observations and statistical modeling in two forest cities of the hilly areas in southern China

description: Changes in forest cover significantly influence carbon-climate dynamics, yet integrated assessment frameworks that connect water-heat-carbon interactions are still limited for subtropical hilly regions. This study presents a spatiotemporal framework for evaluating the impact of forest changes on water-heat-carbon and biophysical processes. Based on effective moving-window samples (Hangzhou: 168; Zhaoqing: 175), we employed partial least squares structural equation modeling (GOF: 0.81/0.71), variance partitioning analysis, and hierarchical partitioning (<i>R</i><sup>2</sup> : 0.79/0.73) to investigate their interactive relationships and evaluate their accuracy. Results indicate that forest changes exert consistent effects on water-heat-carbon dynamics and biophysical processes in Hangzhou and Zhaoqing, with afforestation and deforestation yielding opposite impacts. The net changes in land surface temperature caused by forest changes from 2000–2010 and 2010–2020 were −0.23 ± 0.40°C/–0.11 ± 0.29°C for Hangzhou and 0.4 ± 0.25°C/–0.49 ± 0.38°C for Zhaoqing, respectively. These changes were significantly larger than the variations in air temperature. Precipitation changes were 13.02 ± 4.66 mm/2.68 ± 5.09 mm and 2.88 ± 1.24 mm/0.62 ± 1.45 mm, with afforestation yielding a greater precipitation increase effect. Carbon stock changes were −8.17 ± 1.79 t/ha/–1.59 ± 1.95 t/ha and −2.76 ± 0.99 t/ha/–2.92 ± 1.28 t/ha. Deforestation resulted in greater carbon losses. We found that the combined effects of biophysical mechanisms exert a greater influence than their individual contributions, and evapotranspiration primarily controls water-heat-carbon interactions. Our study demonstrates that careful management of hilly forests and urban areas is crucial for enhancing carbon sequestration and stabilizing the regional climate. Urban planning should focus on identifying priority afforestation areas. While fully considering the water-heat-carbon benefits of forests, it is also necessary to strengthen forest supervision and establish a monitoring network to achieve sustainable development.
DOI: 10.6084/m9.figshare.31112276.v1
title: Local water-heat-carbon impacts of forest changes based on satellite observations and statistical modeling in two forest cities of the hilly areas in southern China

description: Changes in forest cover significantly influence carbon-climate dynamics, yet integrated assessment frameworks that connect water-heat-carbon interactions are still limited for subtropical hilly regions. This study presents a spatiotemporal framework for evaluating the impact of forest changes on water-heat-carbon and biophysical processes. Based on effective moving-window samples (Hangzhou: 168; Zhaoqing: 175), we employed partial least squares structural equation modeling (GOF: 0.81/0.71), variance partitioning analysis, and hierarchical partitioning (<i>R</i><sup>2</sup> : 0.79/0.73) to investigate their interactive relationships and evaluate their accuracy. Results indicate that forest changes exert consistent effects on water-heat-carbon dynamics and biophysical processes in Hangzhou and Zhaoqing, with afforestation and deforestation yielding opposite impacts. The net changes in land surface temperature caused by forest changes from 2000–2010 and 2010–2020 were −0.23 ± 0.40°C/–0.11 ± 0.29°C for Hangzhou and 0.4 ± 0.25°C/–0.49 ± 0.38°C for Zhaoqing, respectively. These changes were significantly larger than the variations in air temperature. Precipitation changes were 13.02 ± 4.66 mm/2.68 ± 5.09 mm and 2.88 ± 1.24 mm/0.62 ± 1.45 mm, with afforestation yielding a greater precipitation increase effect. Carbon stock changes were −8.17 ± 1.79 t/ha/–1.59 ± 1.95 t/ha and −2.76 ± 0.99 t/ha/–2.92 ± 1.28 t/ha. Deforestation resulted in greater carbon losses. We found that the combined effects of biophysical mechanisms exert a greater influence than their individual contributions, and evapotranspiration primarily controls water-heat-carbon interactions. Our study demonstrates that careful management of hilly forests and urban areas is crucial for enhancing carbon sequestration and stabilizing the regional climate. Urban planning should focus on identifying priority afforestation areas. While fully considering the water-heat-carbon benefits of forests, it is also necessary to strengthen forest supervision and establish a monitoring network to achieve sustainable development.
DOI: 10.25824/redu/qw4lwo
title: Dataset obtained from oleogels structured with ternary mixtures of waxes

description: Data obtained from the characterization of oleogels structured with ternary mixtures of beeswax, rice bran wax and sunflower wax. The oleogels were characterized based on their oxidative stability, crystallization, mechanical, and thermal properties.
DOI: 10.5281/zenodo.10419223
title: Number and proportion of social workers in the cantonal and national parliaments of Switzerland in 2024

description: Dieser Datensatz trägt für den Stichtag 1.1.2024 die Anzahl und Anteile von Sozialarbeitenden in allen 26 kantonalen Parlamenten sowie im nationalen Parlament (National- und Ständerat) der Schweiz zusammen. Die Anzahl und Anteile werden mit anderen Berufsangaben (z.B. Jurist:innen, Landwirt:innen, Lehrpersonen) verglichen. Die Berufsangaben wurden den kantonalen Staatskalendern oder den offiziellen Webseiten der jeweiligen Parlamente entnommen. Die Berufsangaben wurden von den jeweiligen Parlamentsmitgliedern selbst gemacht und sind teils nicht eindeutig zuzuordnen (z.B. "Unternehmer:in", "Geschäftsleiter:in" etc.).

Für eine zusammenfassende Darstellung der Ergebnisse siehe: Kindler, T. (2024). Democratic advocacy: Representation of social workers in the cantonal and national parliaments of Switzerland. Eastern Switzerland University of Applied Sciences. https://doi.org/10.5281/zenodo.10413049
DOI: 10.5281/zenodo.10419092
title: Number and proportion of social workers in the cantonal and national parliaments of Switzerland in 2024

description: Dieser Datensatz trägt für den Stichtag 1.1.2024 die Anzahl und Anteile von Sozialarbeitenden in allen 26 kantonalen Parlamenten sowie im nationalen Parlament (National- und Ständerat) der Schweiz zusammen. Die Anzahl und Anteile werden mit anderen Berufsangaben (z.B. Jurist:innen, Landwirt:innen, Lehrpersonen) verglichen. Die Berufsangaben wurden den kantonalen Staatskalendern oder den offiziellen Webseiten der jeweiligen Parlamente entnommen. Die Berufsangaben wurden von den jeweiligen Parlamentsmitgliedern selbst gemacht und sind teils nicht eindeutig zuzuordnen (z.B. "Unternehmer:in", "Geschäftsleiter:in" etc.).

Für eine zusammenfassende Darstellung der Ergebnisse siehe: Kindler, T. (2024). Democratic advocacy: Representation of social workers in the cantonal and national parliaments of Switzerland. Eastern Switzerland University of Applied Sciences. https://doi.org/10.5281/zenodo.10413049
DOI: 10.15468/dl.sb45uw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((100.154 1.581182, 100.083711 1.575614, 100.015153 1.559047, 99.95001600000001 1.531889, 99.889904 1.49481, 99.836298 1.448722, 99.79051800000001 1.394762, 99.753691 1.334257, 99.726722 1.268699, 99.71027599999999 1.199702, 99.704756 1.128965, 99.710297 1.05823, 99.72676300000001 0.989237, 99.753747 0.923687, 99.790584 0.863192, 99.83636799999999 0.809242, 99.88997000000001 0.763165, 99.95007200000001 0.726095, 100.015194 0.698945, 100.083732 0.682383, 100.154 0.676816, 100.224268 0.682383, 100.292806 0.698945, 100.357928 0.726095, 100.41803 0.763165, 100.471632 0.809242, 100.517416 0.863192, 100.554253 0.923687, 100.581237 0.989237, 100.597703 1.05823, 100.603244 1.128965, 100.597724 1.199702, 100.581278 1.268699, 100.554309 1.334257, 100.517482 1.394762, 100.471702 1.448722, 100.418096 1.49481, 100.357984 1.531889, 100.292847 1.559047, 100.224289 1.575614, 100.154 1.581182))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002401-260120142942310/datasets/export for details.
DOI: 10.15468/dl.4smn6k
title: Occurrence Download

description: A dataset containing 29720 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhododendron groenlandicum"
 ]
}

 The dataset includes 29720 records from 288 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002398-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18325753
title: Data for a publication - Machine Learning-Based Semantic Analysis of Scientific Publications for Knowledge Extraction in Safety-Critical Domains

description: This article presents the development of a modular software suite for automated analysis of scientific publications in PDF format. The system integrates vectorization, clustering, topic modelling, dimensionality reduction, and fuzzy logic to combine both formal (vector based) and semantic (topic-based) approaches. Interactive 3D visualization supports intuitive exploration of thematic clusters, allowing users to highlight relevant documents and adjust analytical parameters. Validation on a maritime safety case study confirmed Received: 7 October 2025 Revised: 4 November 2025 Accepted: 21 November 2025 Published: 24 November 2025 Citation: Nosov, P.; Melnyk, O.; Malaksiano, M.; Mamenko, P.; Onyshko, D.; Fomin, O.; Píštˇek, V.; Kuˇcera, P. Machine Learning-Based Semantic Analysis of Scientific Publications for Knowledge Extraction in Safety-Critical Domains. Mach. Learn. Knowl. Extr. 2025, 7, 150. https://doi.org/10.3390/ make7040150 Copyright: © 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/ licenses/by/4.0/). the system’s ability to process large publication collections, identify relevant sources, and reveal underlying knowledge structures. Compared to established frameworks such as PRISMAor Scopus/WoS Analytics, the proposed tool operates directly on full-text content, provides deeper thematic classification, and does not require subscription-based databases. The study also addresses the limitations arising from data bias and reproducibility issues in the semantic interpretability of safety-critical decision-making systems. The approach offers practical value for organizations in safety-critical domains—including transportation, energy, cybersecurity, and human–machine interaction—where rapid access to thematically related research is essential.
DOI: 10.5281/zenodo.18325754
title: Data for a publication - Machine Learning-Based Semantic Analysis of Scientific Publications for Knowledge Extraction in Safety-Critical Domains

description: This article presents the development of a modular software suite for automated analysis of scientific publications in PDF format. The system integrates vectorization, clustering, topic modelling, dimensionality reduction, and fuzzy logic to combine both formal (vector based) and semantic (topic-based) approaches. Interactive 3D visualization supports intuitive exploration of thematic clusters, allowing users to highlight relevant documents and adjust analytical parameters. Validation on a maritime safety case study confirmed Received: 7 October 2025 Revised: 4 November 2025 Accepted: 21 November 2025 Published: 24 November 2025 Citation: Nosov, P.; Melnyk, O.; Malaksiano, M.; Mamenko, P.; Onyshko, D.; Fomin, O.; Píštˇek, V.; Kuˇcera, P. Machine Learning-Based Semantic Analysis of Scientific Publications for Knowledge Extraction in Safety-Critical Domains. Mach. Learn. Knowl. Extr. 2025, 7, 150. https://doi.org/10.3390/ make7040150 Copyright: © 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/ licenses/by/4.0/). the system’s ability to process large publication collections, identify relevant sources, and reveal underlying knowledge structures. Compared to established frameworks such as PRISMAor Scopus/WoS Analytics, the proposed tool operates directly on full-text content, provides deeper thematic classification, and does not require subscription-based databases. The study also addresses the limitations arising from data bias and reproducibility issues in the semantic interpretability of safety-critical decision-making systems. The approach offers practical value for organizations in safety-critical domains—including transportation, energy, cybersecurity, and human–machine interaction—where rapid access to thematically related research is essential.
DOI: 10.15493/dea.mims.43042025
title: Short-term observations of hourly currents on the continental shelf in the vicinity of Algoa Bay, along the southeast coast of South Africa at location ABay02 (06 December 2013 - 07 December 2014)

description: Short-term observations of hourly currents on the continental shelf in the vicinity of Algoa Bay, along the southeast coast of South Africa at location ABay02 (06 December 2013 - 07 December 2014)
description: Between 2005 and 2014, multiple short-term studies were conducted to determine the circulation patterns across the continental shelf in the vicinity of Algoa Bay, along the southeast coast of South Africa. One mooring (CR01) was deployed off Cape Recife at a depth of 65m, between June 2013 and December 2014. A set of four moorings (ABay01; ABay02; ABay03 and ABay04) were deployed between the mouth of Algoa Bay and the edge of the continental slope, at depths of 75m, 115m, 120m and 160m, between December 2013 and December 2014. A set of three moorings (PA01, PA02 and PA03) were deployed off Port Alfred at depths of 30m, 85m and 165m, between May 2005 and April 2006.  The purpose of these moorings were to measure currents and sub-surface temperatures. Here we present processed magnitude and direction of hourly currents throughout the water column (37 - 105m) from an Acoustic Doppler Current Profiler (ADCP) at location ABay02 (34.05°S; 26.34°E) on the inner shelf off Algoa Bay, between 06 December 2013 and 07 December 2014.
description: A bottom-mounted, upward-looking, 300 kHz RD Instruments Acoustic Doppler Current Profiler (ADCP) was configured with a bin size of 2m and a blanking distance of 1.76m, and deployed at location ABay02  (34.05°S; 26.34°E), on the shelf of Algoa Bay. The instrument measured hourly magnitude and direction throughout the water column (37 - 105m) between 06 December 2013 17h00 - 07 December 2014 11h00. These hourly values were corrected for magnetic declination. Only hourly values which showed ≥ 75% good beam data were used.
DOI: 10.15493/dea.mims.44042025
title: Short-term observations of hourly currents on the continental shelf in the vicinity of Algoa Bay, along the southeast coast of South Africa at location ABay03 (06 December 2013 - 07 December 2014)

description: Short-term observations of hourly currents on the continental shelf in the vicinity of Algoa Bay, along the southeast coast of South Africa at location ABay03 (06 December 2013 - 07 December 2014)
description: Between 2005 and 2014, multiple short-term studies were conducted to determine the circulation patterns across the continental shelf in the vicinity of Algoa Bay, along the southeast coast of South Africa. One mooring (CR01) was deployed off Cape Recife at a depth of 65m, between June 2013 and December 2014. A set of four moorings (ABay01; ABay02; ABay03 and ABay04) were deployed between the mouth of Algoa Bay and the edge of the continental slope, at depths of 75m, 115m, 120m and 160m, between December 2013 and December 2014. A set of three moorings (PA01, PA02 and PA03) were deployed off Port Alfred at depths of 30m, 85m and 165m, between May 2005 and April 2006. The purpose of these moorings were to measure currents and sub-surface temperatures. Here we present processed magnitude and direction of hourly currents throughout the water column (40.9 - 110.9m) from an Acoustic Doppler Current Profiler (ADCP) at location ABay03 (34.13°S; 26.43°E) on the inner shelf off Algoa Bay, between 06 December 2013 and 07 December 2014.
description: A bottom-mounted, upward-looking, 300 kHz RD Instruments Acoustic Doppler Current Profiler (ADCP) was configured with a bin size of 2m and a blanking distance of 1.76m, and deployed at location ABay03  (34.13°S; 26.43°E), on the shelf of Algoa Bay. The instrument measured hourly magnitude and direction throughout the water column (40.9 - 110.9m) between 06 December 2013 19h00 - 07 December 2014 09h00. These hourly values were corrected for magnetic declination. Only hourly values which showed ≥ 75% good beam data were used.
DOI: 10.15493/dea.mims.45042025
title: Short-term observations of hourly currents on the continental shelf in the vicinity of Algoa Bay, along the southeast coast of South Africa at location ABay04 (06 December 2013 - 02 July 2014)

description: Short-term observations of hourly currents on the continental shelf in the vicinity of Algoa Bay, along the southeast coast of South Africa at location ABay04 (06 December 2013 - 02 July 2014)
description: Between 2005 and 2014, multiple short-term studies were conducted to determine the circulation patterns across the continental shelf in the vicinity of Algoa Bay, along the southeast coast of South Africa. One mooring (CR01) was deployed off Cape Recife at a depth of 65m, between June 2013 and December 2014. A set of four moorings (ABay01; ABay02; ABay03 and ABay04) were deployed between the mouth of Algoa Bay and the edge of the continental slope, at depths of 75m, 115m, 120m and 160m, between December 2013 and December 2014. A set of three moorings (PA01, PA02 and PA03) were deployed off Port Alfred at depths of 30m, 85m and 165m, between May 2005 and April 2006. The purpose of these moorings were to measure currents and sub-surface temperatures. Here we present processed magnitude and direction of hourly currents throughout the water column (17 - 143 m) from an Acoustic Doppler Current Profiler (ADCP) at location ABay04 (34.27°S; 26.54°E) on the inner shelf off Algoa Bay, between 06 December 2013 and 02 July 2014.
description: A bottom-mounted, upward-looking, 150 kHz RD Instruments Acoustic Doppler Current Profiler (ADCP) was configured with a bin size of 6m and a blanking distance of 3.52m, and deployed at location ABay04  (34.24°S; 26.54°E), on the shelf of Algoa Bay. The instrument measured hourly magnitude and direction throughout the water column (17 - 143m) between 06 December 2013 21h00 - 02 July 2014 08h00. These hourly values were corrected for magnetic declination. Only hourly values which showed ≥ 75% good beam data were used.
DOI: 10.15493/dea.mims.48042025
title: Short-term observations of hourly currents on the continental shelf in the vicinity of Algoa Bay, along the southeast coast of South Africa at location PA01 (06 May 2005 - 05 September 2005)

description: Short-term observations of hourly currents on the continental shelf in the vicinity of Algoa Bay, along the southeast coast of South Africa at location PA01 (06 May 2005 - 05 September 2005)
description: Between 2005 and 2014, multiple short-term studies were conducted to determine the circulation patterns across the continental shelf in the vicinity of Algoa Bay, along the southeast coast of South Africa. One mooring (CR01) was deployed off Cape Recife at a depth of 65m, between June 2013 and December 2014. A set of four moorings (ABay01; ABay02; ABay03 and ABay04) were deployed between the mouth of Algoa Bay and the edge of the continental slope, at depths of 75m, 115m, 120m and 160m, between December 2013 and December 2014. A set of three moorings (PA01, PA02 and PA03) were deployed off Port Alfred at depths of 30m, 85m and 165m, between May 2005 and April 2006. The purpose of these moorings were to measure currents and sub-surface temperatures. Here we present processed magnitude and direction of hourly currents throughout the water column (1 - 27m) from an Acoustic Doppler Current Profiler (ADCP) at location PA01 (33.70°S; 26.72°E) on the inner shelf off Algoa Bay, between  06 May 2005 and 05 September 2005.
description: A bottom-mounted, upward-looking, 600 kHz RD Instruments Acoustic Doppler Current Profiler (ADCP) was configured with a bin size of 2m and a blanking distance of 0.88m, and deployed at location PA01  (33.70°S; 26.72°E), on the shelf of Algoa Bay. The instrument measured hourly magnitude and direction throughout the water column (1 - 27m) between 06 May 2005 13h00 - 05 September 2005 10h00. These hourly values were corrected for magnetic declination. Only hourly values which showed ≥ 75% good beam data were used.