cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5258/soton/wp00870
title: Modelled gridded population estimates for Nord Kivu Province in the Democratic Republic of Congo version 4.4.

description: This data release provides gridded population estimates (spatial resolution of 3 arc-seconds, approximately 100-metre grid cells) for Nord Kivu Province in the Democratic Republic of Congo (DRC). The project team used the Pre-Distribution Registration Survey (PDRS) data from the National Malaria Control Programme (PNLP) collected as part of anti-malarial campaigns in the DRC between the periods 2021 to 2023, settlement extents and geospatial covariates to model and estimate population numbers at grid cell level using a Bayesian statistical hierarchical modelling framework. The approach facilitated simultaneous accounting for the multiple levels of variability within the data. It also allowed the quantification of uncertainties in parameter estimates. These model-based population estimates can be considered as most accurately representing the year 2023. Although the methods were robust enough to explicitly account for key random biases within the datasets, it is noted that systematic biases, which may arise from sources other than random errors within the observed data collection process, are most likely to remain.

These data were produced by the WorldPop Research Group at the University of Southampton. This work was part of the GRID3 – Phase 2 Scaling project, with funding from the Gates Foundation (INV-044979). Project partners included GRID3 Inc, the Center for Integrated Earth System Information (CIESIN) within the Columbia Climate School at Columbia University, and WorldPop at the University of Southampton. The final statistical modelling was designed, developed, and implemented by Chris Nnanatu. Data processing was done by Ortis Yankey with additional support from Heather Chamberlain, Assane Gadiaga and Krishnaveni KS. Project oversight was done by Attila Lazar, Chris Nnanatu and Andy Tatem. The PDRS data from the malaria insecticide treated net (ITN) distribution campaigns were collected, processed, anonymised and shared by the PNLP and its implementing partners. The settlement extent data was prepared and shared by CIESIN (2024). The data has been clipped to GRID3-CIESIN health area extent (version 8.0) (CIESIN, 2025).
DOI: 10.5281/zenodo.18244508
title: Structural barriers drive gender inequality across academic careers in Brazilian ecology

description: This dataset contains both qualitative and quantitative data collected through an online survey conducted over a four-month period in Brazil, from May to August, 2023. This survey was made available via the Instagram account of the ‘Women in Ecology’ project (<https://www.instagram.com/mulheres_na_ecologia/)>, which promotes the work of women ecologists in Brazil, and through an email list compiled from postgraduate programs and faculty contacts in ecology and conservation across the country. Additionally, we also shared the survey with Brazilian institutes and organisations focused on ecological research.

The survey comprised 48 questions organised into seven sections: (1) personal information and demographics, (2) education and income, (3) work environment, (4) mentorship, (5) productivity, (6) parenthood, and (7) academic career satisfaction. The study was approved by the Human Research Ethics Committee of the Federal University of Bahia (CEpEE/UFBA) under the Certificate of Presentation for Ethical Assessment (CAAE) 69100023.3.0000.5531.

The file "data_cleaned.csv" contains data organised, translated, and filtered, with only answers gathered from scientific institutions.

The file "Metadata_data_cleaned.csv" contains all the information related to the dataset.

Reference: Costa, A.P.L.C., Ciccheto, J.R.M., Santos, M.E.F., Peres, L.N., Diele-Viegas, L., Bastiani, E. (2026). Structural barriers drive gender inequality across academic careers in Brazilian ecology. Scientific Reports.
DOI: 10.5281/zenodo.18244507
title: Structural barriers drive gender inequality across academic careers in Brazilian ecology

description: This dataset contains both qualitative and quantitative data collected through an online survey conducted over a four-month period in Brazil, from May to August, 2023. This survey was made available via the Instagram account of the ‘Women in Ecology’ project (<https://www.instagram.com/mulheres_na_ecologia/)>, which promotes the work of women ecologists in Brazil, and through an email list compiled from postgraduate programs and faculty contacts in ecology and conservation across the country. Additionally, we also shared the survey with Brazilian institutes and organisations focused on ecological research.

The survey comprised 48 questions organised into seven sections: (1) personal information and demographics, (2) education and income, (3) work environment, (4) mentorship, (5) productivity, (6) parenthood, and (7) academic career satisfaction. The study was approved by the Human Research Ethics Committee of the Federal University of Bahia (CEpEE/UFBA) under the Certificate of Presentation for Ethical Assessment (CAAE) 69100023.3.0000.5531.

The file "data_cleaned.csv" contains data organised, translated, and filtered, with only answers gathered from scientific institutions.

The file "Metadata_data_cleaned.csv" contains all the information related to the dataset.

Reference: Costa, A.P.L.C., Ciccheto, J.R.M., Santos, M.E.F., Peres, L.N., Diele-Viegas, L., Bastiani, E. (2026). Structural barriers drive gender inequality across academic careers in Brazilian ecology. Scientific Reports.
DOI: 10.5281/zenodo.18244733
title: TEACHING FOREIGN LANGUAGES USING VIDEOS IN MEDICAL UNIVERSITIES

description: This article discusses the process of teaching foreign languages using videos in medical universities. Working with videos has its own specific characteristics. The use of videos contributes to the implementation of the most important requirement of communicative methodology – to present the process of language acquisition as an understanding of a living foreign culture; to individualize teaching and develop students' motivation for speech activity.
DOI: 10.5281/zenodo.18244732
title: TEACHING FOREIGN LANGUAGES USING VIDEOS IN MEDICAL UNIVERSITIES

description: This article discusses the process of teaching foreign languages using videos in medical universities. Working with videos has its own specific characteristics. The use of videos contributes to the implementation of the most important requirement of communicative methodology – to present the process of language acquisition as an understanding of a living foreign culture; to individualize teaching and develop students' motivation for speech activity.
DOI: 10.5281/zenodo.18244519
title: Global Mangrove Watch: Mangrove Habitat Mask

description: This is the habitat mask used to define the locations where mangroves can be found. It was used during the creation of the Global Mangrove Watch (GMW; https://www.globalmangrovewatch.org) extent products. Details of how this layer was originally produced are within Bunting et al., 2018 but it has subsequently been edited with further regions added as the GMW layers have been updated and improved. This is considered a living dataset which is edited, and new versions are produced when missing areas or improvements are identified. New versions will be uploaded here on zenodo.

Relevant publications:

Bunting, P., Rosenqvist, A., Lucas, R., Rebelo, L.-M., Hilarides, L., Thomas, N., Hardy, A., Itoh, T., Shimada, M., Finlayson, C., 2018. The Global Mangrove Watch—A New 2010 Global Baseline of Mangrove Extent. Remote Sens-basel 10, 1669. https://doi.org/10.3390/rs10101669

Bunting, Pete, Rosenqvist, Ake, Lucas , Richard, Rebelo, Lisa-Maria, Hilarides, Lammert, Thomas, Nathan, Hardy, Andy, Itoh, Takuya, Shimada, Masanobu, & Finlayson, Max. (2019). Global Mangrove Watch (1996 - 2016) Version 2.0 (2.0) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.5658808

Bunting, P., Rosenqvist, A., Hilarides, L., Lucas, R.M., Thomas, N., 2022. Global Mangrove Watch: Updated 2010 Mangrove Forest Extent (v2.5). Remote Sens-basel 14, 1034. https://doi.org/10.3390/rs14041034

Pete Bunting, Ake Rosenqvist, Lammert Hilarides, Richard M. Lucas, & Nathan Thomas. (2022). Global Mangrove Watch 2010 Baseline (v2.5) (2.5) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.5828339

Bunting, P., Rosenqvist, A., Hilarides, L., Lucas, R.M., Thomas, N., Tadono, T., Worthington, T.A., Spalding, M., Murray, N.J., Rebelo, L.-M., 2022. Global Mangrove Extent Change 1996–2020: Global Mangrove Watch Version 3.0. Remote Sens-basel 14, 3657. https://doi.org/10.3390/rs14153657

Bunting, P., Rosenqvist, A., Hilarides, L., Lucas, R., Thomas, N., Tadono, T., Worthington, T., Spalding, M., Murray, N., Rebelo, L.-M., (2022) Global Mangrove Watch (1996 - 2020) Version 3.0 Dataset. https://doi.org/10.5281/zenodo.6894273
DOI: 10.5281/zenodo.7478491
title: Global Mangrove Watch: Mangrove Habitat Mask

description: This is the habitat mask used to define the locations where mangroves can be found. It was used during the creation of the Global Mangrove Watch (GMW; https://www.globalmangrovewatch.org) extent products. Details of how this layer was originally produced are within Bunting et al., 2018 but it has subsequently been edited with further regions added as the GMW layers have been updated and improved. This is considered a living dataset which is edited, and new versions are produced when missing areas or improvements are identified. New versions will be uploaded here on zenodo.

Relevant publications:

Bunting, P., Rosenqvist, A., Lucas, R., Rebelo, L.-M., Hilarides, L., Thomas, N., Hardy, A., Itoh, T., Shimada, M., Finlayson, C., 2018. The Global Mangrove Watch—A New 2010 Global Baseline of Mangrove Extent. Remote Sens-basel 10, 1669. https://doi.org/10.3390/rs10101669

Bunting, Pete, Rosenqvist, Ake, Lucas , Richard, Rebelo, Lisa-Maria, Hilarides, Lammert, Thomas, Nathan, Hardy, Andy, Itoh, Takuya, Shimada, Masanobu, & Finlayson, Max. (2019). Global Mangrove Watch (1996 - 2016) Version 2.0 (2.0) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.5658808

Bunting, P., Rosenqvist, A., Hilarides, L., Lucas, R.M., Thomas, N., 2022. Global Mangrove Watch: Updated 2010 Mangrove Forest Extent (v2.5). Remote Sens-basel 14, 1034. https://doi.org/10.3390/rs14041034

Pete Bunting, Ake Rosenqvist, Lammert Hilarides, Richard M. Lucas, & Nathan Thomas. (2022). Global Mangrove Watch 2010 Baseline (v2.5) (2.5) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.5828339

Bunting, P., Rosenqvist, A., Hilarides, L., Lucas, R.M., Thomas, N., Tadono, T., Worthington, T.A., Spalding, M., Murray, N.J., Rebelo, L.-M., 2022. Global Mangrove Extent Change 1996–2020: Global Mangrove Watch Version 3.0. Remote Sens-basel 14, 3657. https://doi.org/10.3390/rs14153657

Bunting, P., Rosenqvist, A., Hilarides, L., Lucas, R., Thomas, N., Tadono, T., Worthington, T., Spalding, M., Murray, N., Rebelo, L.-M., (2022) Global Mangrove Watch (1996 - 2020) Version 3.0 Dataset. https://doi.org/10.5281/zenodo.6894273
DOI: 10.5281/zenodo.18244556
title: Changes in bryophyte diversity and composition driven by woody plant encroachment in sub-Mediterranean calcareous grasslands

description: This repository contains the data used for the analysis presented in the related article. The study investigates changes in bryophyte richness and composition between grassland and shrubland habitats. The dataset includes presence data for bryophyte species in each plot, functional trait information for each species, a list of acronyms used in the study, and data on soil, topographic, vegetation, and climatic variables. Information on the presence of vascular plant species is also included.
DOI: 10.5281/zenodo.18244557
title: Changes in bryophyte diversity and composition driven by woody plant encroachment in sub-Mediterranean calcareous grasslands

description: This repository contains the data used for the analysis presented in the related article. The study investigates changes in bryophyte richness and composition between grassland and shrubland habitats. The dataset includes presence data for bryophyte species in each plot, functional trait information for each species, a list of acronyms used in the study, and data on soil, topographic, vegetation, and climatic variables. Information on the presence of vascular plant species is also included.
DOI: 10.5258/soton/wp00871
title: Modelled gridded population estimates for Nord-Ubangi Province in the Democratic Republic of Congo version 4.4.

description: This data release provides gridded population estimates (spatial resolution of 3 arc-seconds, approximately 100-metre grid cells) for Nord-Ubangi Province in the Democratic Republic of Congo (DRC). The project team used the Pre-Distribution Registration Survey (PDRS) data from the National Malaria Control Programme (PNLP) collected as part of anti-malarial campaigns in the DRC between the periods 2021 to 2023, settlement extents and geospatial covariates to model and estimate population numbers at grid cell level using a Bayesian statistical hierarchical modelling framework. The approach facilitated simultaneous accounting for the multiple levels of variability within the data. It also allowed the quantification of uncertainties in parameter estimates. These model-based population estimates can be considered as most accurately representing the year 2023. Although the methods were robust enough to explicitly account for key random biases within the datasets, it is noted that systematic biases, which may arise from sources other than random errors within the observed data collection process, are most likely to remain.

These data were produced by the WorldPop Research Group at the University of Southampton. This work was part of the GRID3 – Phase 2 Scaling project, with funding from the Gates Foundation (INV-044979). Project partners included GRID3 Inc, the Center for Integrated Earth System Information (CIESIN) within the Columbia Climate School at Columbia University, and WorldPop at the University of Southampton. The final statistical modelling was designed, developed, and implemented by Chris Nnanatu. Data processing was done by Ortis Yankey with additional support from Heather Chamberlain, Assane Gadiaga and Krishnaveni KS. Project oversight was done by Attila Lazar, Chris Nnanatu and Andy Tatem. The PDRS data from the malaria insecticide treated net (ITN) distribution campaigns were collected, processed, anonymised and shared by the PNLP and its implementing partners. The settlement extent data was prepared and shared by CIESIN (2024). The data has been clipped to GRID3-CIESIN health area extent (version 8.0) (CIESIN, 2025).
DOI: 10.5281/zenodo.18244762
title: Aspilia buphthalmiflora (DC.) 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 16:42
DOI: 10.5281/zenodo.18244763
title: Aspilia buphthalmiflora (DC.) 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 16:42
DOI: 10.5284/1138286
title: Data from a Test Pit Evaluation at Abingdon Abbey Buildings, Abingdon-on-Thames, Oxfordshire, July 2024

description: This collection consists of images, site records, reports, Harris matrices, spreadsheets, GIS and 3D data from a test pit evaluation on the site of a group of buildings known as Abingdon Abbey Buildings, Abingdon-on-Thames, Oxfordshire. The works were commissioned by Friends of Abingdon Abbey Buildings to Oxford Archaeology, to inform a proposed enhancement project to create an accessible community centre for the visual and performing arts. The work comprised the excavation of six trenches and took place between the 8th and 19th July 2024.
DOI: 10.5281/zenodo.18244757
title: РЕЗУЛЬТАТЫ ОПРОСА ПРЕПОДАВАТЕЛЕЙ И СТУДЕНТОВ НА ФОРМИРУЮЩЕМ ЭТАПЕ ПЕДАГОГИЧЕСКОГО ЭКСПЕРИМЕНТА ПРИ ОБУЧЕНИИ КОММУНИКАТИВНОЙ РЕЧИ БУДУЩИХ МЕДИКОВ С УГЛУБЛЁННЫМИ ЗНАНИЯМИ АНГЛИЙСКОГО ЯЗЫКА.

description: В данной статье изложены методологические основы организации и реализации педагогического эксперимента, предназначенного для эмпирической оценки эффективности инновационно-цифровой иммерсивной образовательной среды (ИЦИОС) в процессе формирования профессионально ориентированной коммуникативной компетенции у студентов медицинских направлений, углублённо изучающих английский язык (на примере дисциплины народная медицина). Целью исследования является выявление возможностей данной среды в подготовке конкурентоспособных специалистов.
DOI: 10.5281/zenodo.18244756
title: РЕЗУЛЬТАТЫ ОПРОСА ПРЕПОДАВАТЕЛЕЙ И СТУДЕНТОВ НА ФОРМИРУЮЩЕМ ЭТАПЕ ПЕДАГОГИЧЕСКОГО ЭКСПЕРИМЕНТА ПРИ ОБУЧЕНИИ КОММУНИКАТИВНОЙ РЕЧИ БУДУЩИХ МЕДИКОВ С УГЛУБЛЁННЫМИ ЗНАНИЯМИ АНГЛИЙСКОГО ЯЗЫКА.

description: В данной статье изложены методологические основы организации и реализации педагогического эксперимента, предназначенного для эмпирической оценки эффективности инновационно-цифровой иммерсивной образовательной среды (ИЦИОС) в процессе формирования профессионально ориентированной коммуникативной компетенции у студентов медицинских направлений, углублённо изучающих английский язык (на примере дисциплины народная медицина). Целью исследования является выявление возможностей данной среды в подготовке конкурентоспособных специалистов.
DOI: 10.5281/zenodo.18244771
title: Aspilia buphthalmiflora var. angustifolia (DC.) Baker. 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 16:42
DOI: 10.5281/zenodo.18244770
title: Aspilia buphthalmiflora var. angustifolia (DC.) Baker. 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 16:42
DOI: 10.5281/zenodo.18244157
title: Supplementary Material - "Immersive and Enjoyable Explanations - On Distinct Explainability Requirements in Games" (REFSQ'26)

description: This artifact contains the questionnaires and raw research data for the research paper "Immersive and Enjoyable Explanations - On Distinct Explainability Requirements in Games" submitted to and accepted at the REFSQ'26 conference. This artifact does not contain any automated analyses or tools.
DOI: 10.5281/zenodo.18244158
title: Supplementary Material - "Immersive and Enjoyable Explanations - On Distinct Explainability Requirements in Games" (REFSQ'26)

description: This artifact contains the questionnaires and raw research data for the research paper "Immersive and Enjoyable Explanations - On Distinct Explainability Requirements in Games" submitted to and accepted at the REFSQ'26 conference. This artifact does not contain any automated analyses or tools.
DOI: 10.5281/zenodo.18244780
title: Aspilia montevidensis (Spreng.) Kuntze. 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 16:42
DOI: 10.5281/zenodo.18244781
title: Aspilia montevidensis (Spreng.) Kuntze. 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 16:42
DOI: 10.5281/zenodo.18244796
title: Aspilia montevidensis var. angustifolia (DC.) Kuntze. 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 16:42
DOI: 10.5281/zenodo.18244795
title: Aspilia montevidensis var. angustifolia (DC.) Kuntze. 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 16:42
DOI: 10.5281/zenodo.18244786
title: PROFESSOR O'QITUVCHILARNING REYTINGINI ANIQLOVCHI DASTURIY TAMINOT YARATISH

description: Ushbu maqolada oliy ta’lim muassasalarida professor-o‘qituvchilarning reytingini aniqlash uchun qo‘llanilayotgan usullar, metrikalar va dasturiy yechimlarni tizimli tahlil qilishga bag‘ishlangan. Tadqiqotning asosiy maqsadi baholash jarayonida keng tarqalgan yondashuvlarning ishonchliligi va cheklovlarini aniqlash hamda ko‘p indikatorli, shaffof va amaliy jihatdan joriy etilishi mumkin bo‘lgan reyting modelini asoslab berishdan iborat. Maqolada student evaluations of teaching, bibliometrik ko‘rsatkichlar, xususan h-indeks, hamda faculty activity reporting tizimlari ilmiy adabiyotlar va amaliy platformalar asosida ko‘rib chiqildi. Tahlil natijalari shuni ko‘rsatdiki, bitta indikatorga asoslangan baholash professor faoliyatining murakkab va ko‘p qirrali tabiatini to‘liq aks ettira olmaydi. Shu sababli, ta’lim sifati, ilmiy faoliyat, peer review va xizmat faoliyatini birlashtirgan ko‘p komponentli model eng maqbul yondashuv sifatida asoslandi. Maqola natijalari O‘zbekiston oliy ta’lim tizimida mavjud axborot tizimlari asosida reytingni avtomatlashtirish va takomillashtirish uchun metodologik asos bo‘lib xizmat qiladi.
DOI: 10.5281/zenodo.18244787
title: PROFESSOR O'QITUVCHILARNING REYTINGINI ANIQLOVCHI DASTURIY TAMINOT YARATISH

description: Ushbu maqolada oliy ta’lim muassasalarida professor-o‘qituvchilarning reytingini aniqlash uchun qo‘llanilayotgan usullar, metrikalar va dasturiy yechimlarni tizimli tahlil qilishga bag‘ishlangan. Tadqiqotning asosiy maqsadi baholash jarayonida keng tarqalgan yondashuvlarning ishonchliligi va cheklovlarini aniqlash hamda ko‘p indikatorli, shaffof va amaliy jihatdan joriy etilishi mumkin bo‘lgan reyting modelini asoslab berishdan iborat. Maqolada student evaluations of teaching, bibliometrik ko‘rsatkichlar, xususan h-indeks, hamda faculty activity reporting tizimlari ilmiy adabiyotlar va amaliy platformalar asosida ko‘rib chiqildi. Tahlil natijalari shuni ko‘rsatdiki, bitta indikatorga asoslangan baholash professor faoliyatining murakkab va ko‘p qirrali tabiatini to‘liq aks ettira olmaydi. Shu sababli, ta’lim sifati, ilmiy faoliyat, peer review va xizmat faoliyatini birlashtirgan ko‘p komponentli model eng maqbul yondashuv sifatida asoslandi. Maqola natijalari O‘zbekiston oliy ta’lim tizimida mavjud axborot tizimlari asosida reytingni avtomatlashtirish va takomillashtirish uchun metodologik asos bo‘lib xizmat qiladi.
DOI: 10.5281/zenodo.15783862
title: Data for "Certification of stellar ranks of quantum states of light with a pair of click detectors"

description: This dataset contains results of numerical calculations that were used to create graphs in Figures 4 and 5 of the article "Certification of high stellar ranks of quantum states of light with a pair of click detectors". Each data file contains results of numerical calculations. The data are stored as ordinary text files. The variables stored in each column of each data file are specified in the PDF file certification_data_specification.pdf. Also the Matlab scripts which were used to generate these data are provided, including the Matlab scripts that generate the data listed in Tables I and II in the paper.  Note that the plots in Figures 2 and 3 of the paper are based on analytical formulas that are provided in the paper.