cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.8429199
title: Globe230k: A Benchmark Dense-Pixel Annotation Dataset for Global Land Cover Mapping

description: We (Intelligent Mining and Analysis of Remote Sensing big data, IMARS) create a large-scale annotated dataset (Globe230k) for land use/land cover (LULC) mapping, which is annotated on Google Earth image of 1 m spatial resolution. Globe230k is annotated by numerous experts and students major in survey and mapping after necessary training, through visual interpretation on very high-resolution images, as well as in-situ field survey, under the guidance of the organized annotation pipeline. Globe230k has three superiorities:

1) Large scale: the Globe230k includes 232,819 annotated images with the size of 512x512 and spatial resolution of 1 m, with more than 3x1010 annotated pixels, and it includes 10 first-level categories. 

2) Rich diversity: the annotated images are sampled from worldwide regions, with coverage area of over 60,000 km2, indicating a high variability and diversity. Besides, in order to ensure the category balance, we intentionally give more chance to the rare categories to be sampled, such as wetland, ice/snow, etc.

3) Multi-modal: Globe230k not only contains RGB bands, but also include other important features for Earth system research, such as Normalized differential vegetation index (NDVI), digital elevation model (DEM), vertical-vertical polarization (VV) bands, vertical-horizontal polarization (VH) bands, which can facilitate the multi-modal data fusion research. Due to the large size of the multi-modal dataset (DEM 1.91G, NDVI 164G, VVVH 372G), these dataset are stored on Baidu Yunpan, the download link is :https://pan.baidu.com/s/12AKbiqOXSf4fnm7mYkCE0g?pwd=230k, the extraction code is 230k.

The image patches and their corresponding annotated patches are respectively stored in "image_patch.zip" and "label_patch.zip" file. The RGB image is in forms of ".jpg", with size of 512x512, the pixel value is ranged from 0-255. The annotated patches is in forms of ".png", also with size of 512x512, the pixel value is ranged from 1-10, which respectively represent 1#cropland, 2#forest, 3#grass, 4#shrubland, 5#wetland, 6#water, 7#tundra, 8#impervious, 9#bareland, 10#ice/snow. The corresponding DEM, NDVI and VVVH patches are all in form of ".tif", with size of 512x512 (due to the different resolution of DEM, NDVI and VVVH patches, they are all uniformly resized to the same scale as the image patch). 

The total 232,819 pairs are officially divided into training set, validation set, and test set, based on ratio of 7:1:2, which can be find in "train_num.txt","val_num.txt","test_num.txt" file. Based on this division, the official baseline accuracy of several state-of-the-art semantic segmentation can be found in the related arcticle (https://spj.science.org/doi/10.34133/remotesensing.0078).

We hope it can be used as a benchmark to promote further development of global land cover mapping and semantic segmentation algorithm development.
DOI: 10.6084/m9.figshare.24942903
title: Supplementary Material for: Protective effect of glutathione administration on ovarian function in female rats with cyclophosphamide-induced ovarian damage

description: Objectives:
We investigated the potential of glutathione to protect ovarian function in rats exposed to cyclophosphamide by measuring serum anti-Mullerian hormone levels, follicle counts, and related parameters. 
Design:
Forty-two adult female Sprague-Dawley rats were randomly divided into six groups and treated with various combinations of cyclophosphamide, glutathione, and sodium chloride. On day 21, the rats were anaesthetized, and their ovaries were removed for examination. 
Participants/Materials, Setting, Methods:
Histopathological examination, serum anti-Mullerian hormone (AMH) concentrations, follicle counts, anti-Mullerian hormone-positive staining of follicle percentages were analyzed. Statistical analysis was performed using a one-way analysis of variance and Tukey’s test, with significance set at p&lt;0.05. 
Primary evaluations included serum anti-Mullerian hormone concentrations and ovarian follicle counts. Secondary measures encompassed histopathological examination and percentages of anti-Mullerian hormone-positive staining of follicles.
Results
Significant differences were observed in follicle counts, anti-Mullerian hormone-positive follicle parameters, and serum anti-Mullerian hormone concentrations among the six groups. Group 2 (treated with cyclophosphamide) had the lowest primordial, primary, secondary, and antral follicle counts and the highest atretic count. Group 6, treated with cyclophosphamide and 200 mg/kg glutathione, showed improved follicle counts compared to those in group 2. Reducing the glutathione dose to 100 mg/kg was ineffective. 
Limitations
This was an experimental animal investigation with a comparatively modest sample size. Experimental studies should be conducted to determine the optimal dosage and duration of glutathione therapy. Information gathered from an experimental animal model may not yield precisely similar outcomes in humans; therefore, additional investigations are necessary to examine the impact of glutathione on women experiencing POI. 
Conclusions
The anti-oxidative protective effect of directly administered glutathione was demonstrated for the first time. Low-dose glutathione was ineffective, whereas a high dose yielded significant ovarian protection against cyclophosphamide. Our findings provide valuable insights for supplementing clinical trials on the protective effects of glutathione against ovarian damage.
DOI: 10.6084/m9.figshare.24942903.v1
title: Supplementary Material for: Protective effect of glutathione administration on ovarian function in female rats with cyclophosphamide-induced ovarian damage

description: Objectives:
We investigated the potential of glutathione to protect ovarian function in rats exposed to cyclophosphamide by measuring serum anti-Mullerian hormone levels, follicle counts, and related parameters. 
Design:
Forty-two adult female Sprague-Dawley rats were randomly divided into six groups and treated with various combinations of cyclophosphamide, glutathione, and sodium chloride. On day 21, the rats were anaesthetized, and their ovaries were removed for examination. 
Participants/Materials, Setting, Methods:
Histopathological examination, serum anti-Mullerian hormone (AMH) concentrations, follicle counts, anti-Mullerian hormone-positive staining of follicle percentages were analyzed. Statistical analysis was performed using a one-way analysis of variance and Tukey’s test, with significance set at p&lt;0.05. 
Primary evaluations included serum anti-Mullerian hormone concentrations and ovarian follicle counts. Secondary measures encompassed histopathological examination and percentages of anti-Mullerian hormone-positive staining of follicles.
Results
Significant differences were observed in follicle counts, anti-Mullerian hormone-positive follicle parameters, and serum anti-Mullerian hormone concentrations among the six groups. Group 2 (treated with cyclophosphamide) had the lowest primordial, primary, secondary, and antral follicle counts and the highest atretic count. Group 6, treated with cyclophosphamide and 200 mg/kg glutathione, showed improved follicle counts compared to those in group 2. Reducing the glutathione dose to 100 mg/kg was ineffective. 
Limitations
This was an experimental animal investigation with a comparatively modest sample size. Experimental studies should be conducted to determine the optimal dosage and duration of glutathione therapy. Information gathered from an experimental animal model may not yield precisely similar outcomes in humans; therefore, additional investigations are necessary to examine the impact of glutathione on women experiencing POI. 
Conclusions
The anti-oxidative protective effect of directly administered glutathione was demonstrated for the first time. Low-dose glutathione was ineffective, whereas a high dose yielded significant ovarian protection against cyclophosphamide. Our findings provide valuable insights for supplementing clinical trials on the protective effects of glutathione against ovarian damage.
DOI: 10.34740/kaggle/dsv/7337970
title: Mobile phone activity in Milan
DOI: 10.5281/zenodo.10457441
title: Data from: Mapping the niche of breast cancer metastases in lung and liver (clonal tracing experiment)

description: This repository contains processed high-throughput data for the clonal tracking experiment.
description: The Aceto laboratory is supported by the European Research Council (101001652), the strategic focus area of personalized health and related technologies at ETH Zurich (PHRT-541 and PHRT-960), the Swiss National Science Foundation (212183), the Swiss Cancer League (KLS-5636-08-2022), the ETH Lymphoma Challenge (LC-02-22) and ETH Zurich. M.K. Sznurkowska is a H2020 Marie Skłodowska-Curie Actions (847012) and an EMBO Long Term Fellow (ALTF 899-2018).
DOI: 10.5281/zenodo.10457442
title: Data from: Mapping the niche of breast cancer metastases in lung and liver (clonal tracing experiment)

description: This repository contains processed high-throughput data for the clonal tracking experiment.
description: The Aceto laboratory is supported by the European Research Council (101001652), the strategic focus area of personalized health and related technologies at ETH Zurich (PHRT-541 and PHRT-960), the Swiss National Science Foundation (212183), the Swiss Cancer League (KLS-5636-08-2022), the ETH Lymphoma Challenge (LC-02-22) and ETH Zurich. M.K. Sznurkowska is a H2020 Marie Skłodowska-Curie Actions (847012) and an EMBO Long Term Fellow (ALTF 899-2018).
DOI: 10.5281/zenodo.10239614
title: Eddy centers, shapes and variations of characteristics
DOI: 10.5281/zenodo.10239615
title: eddy center & shape & sequence
DOI: 10.5281/zenodo.10457484
title: Eddy centers, shapes and vartations of characteristics
DOI: 10.5281/zenodo.10458903
title: Eddy centers, shapes and variations of characteristics
DOI: 10.6084/m9.figshare.24942984
title: 1T-NbO<sub>2</sub> CDW data

description: The crystal structure of the theoretical monolayer NbO2.
DOI: 10.5066/p9wraro7
title: Eastern migratory monarch butterfly population estimates and associated early warning signals (2006-2022)

description: The long decline of the eastern migratory population of monarch butterflies (Danaus plexippus) appears to have abated in recent years and the population now persists at a much-reduced abundance. Stochastic variation in abundance typical of monarch butterflies, and other insects, places this population at heightened risk of quasi-extinction, a level of abundance below which recovery of the migratory behavior is uncertain. These data and results provide insight into the near-term status and trajectory of the eastern migratory population of monarch butterflies. Within the stationarymonarchdata.csv, overwinter[ha] are annual monarch butterfly overwinter area occupied estimates as provided by World Wildlife Fund-Mexico and breedingcounts are annual indices of Illinois Butterfly Monitoring Network counts of monarch butterflies in summer.
DOI: 10.5281/zenodo.10457962
title: Zellkultur_Mikroskop Backup_1 20240103
DOI: 10.5281/zenodo.10457963
title: Zellkultur_Mikroskop Backup_1 20240103
DOI: 10.5522/04/24786165
title: <b>The impact of bowel dysfunction in individuals with Multiple Sclerosis, Spinal Cord Injury and Spina Bifida – data from a sociological survey</b>

description: Original survey questions and anonymised participants' replies data set.The survey (available in Microsoft Word document) is composed of 86 multiple choice questions, where multiple responses were possible. Questions are grouped in six main categories:<i>General information:</i> demographic data, bowel symptoms, how general health condition is perceived as impacting on bowel symptoms.<i>Bowel management history:</i> data on onset of bowel symptoms, bowel management methods and health care professional support.<i>Reaching good bowel care:</i><i> </i>data on healthcare seeking behaviour and access to specialist health care professionals.<i>Bowel management over time</i>: data on bowel symptom changes over time, bowel management challenges and factors influencing bowel symptoms.<i>Reaching transanal irrigation:</i> data on TAI usage to explore routine, challenges and benefits.<i>Perception of treatment</i> explored: what people would like to achieve in their bowel care and if this changes according to life situation.Partecipant answers (available in Microsoft Excel documents) are transferred in spreadsheet and reviewed by the authors. Descriptive analysis only was possible. We described how people with Multiple Sclerosis, Spinal Cord Injury and Spina bifida expressed their preference, we do not intend to add a qualitative or quantitative description.The analysis focused on the most generalisable data on the lived experience of participants with Neurogenic Bowel Dysfunction.
DOI: 10.5522/04/24786165.v1
title: <b>The impact of bowel dysfunction in individuals with Multiple Sclerosis, Spinal Cord Injury and Spina Bifida – data from a sociological survey</b>

description: Original survey questions and anonymised participants' replies data set.The survey (available in Microsoft Word document) is composed of 86 multiple choice questions, where multiple responses were possible. Questions are grouped in six main categories:<i>General information:</i> demographic data, bowel symptoms, how general health condition is perceived as impacting on bowel symptoms.<i>Bowel management history:</i> data on onset of bowel symptoms, bowel management methods and health care professional support.<i>Reaching good bowel care:</i><i> </i>data on healthcare seeking behaviour and access to specialist health care professionals.<i>Bowel management over time</i>: data on bowel symptom changes over time, bowel management challenges and factors influencing bowel symptoms.<i>Reaching transanal irrigation:</i> data on TAI usage to explore routine, challenges and benefits.<i>Perception of treatment</i> explored: what people would like to achieve in their bowel care and if this changes according to life situation.Partecipant answers (available in Microsoft Excel documents) are transferred in spreadsheet and reviewed by the authors. Descriptive analysis only was possible. We described how people with Multiple Sclerosis, Spinal Cord Injury and Spina bifida expressed their preference, we do not intend to add a qualitative or quantitative description.The analysis focused on the most generalisable data on the lived experience of participants with Neurogenic Bowel Dysfunction.
DOI: 10.5281/zenodo.10458957
title: Dataset associated with manuscript "mBARq: a versatile and user-friendly framework for the analysis of DNA barcodes from transposon insertion libraries, knockout mutants and isogenic strain populations"
DOI: 10.5281/zenodo.10458958
title: Dataset associated with manuscript "mBARq: a versatile and user-friendly framework for the analysis of DNA barcodes from transposon insertion libraries, knockout mutants and isogenic strain populations"
DOI: 10.34740/kaggle/ds/4198515
title: Individual trees in UAV LiDAR point clouds
DOI: 10.6084/m9.figshare.24635379
title: JAPPL-00491-2023 Supplemental Material

description: Supplementary data for the manuscript JAPPL-00491-2023.
DOI: 10.6084/m9.figshare.24942696
title: <b>Short-lived Reactive Components Drive Particulate Matter Oxidative Potential and Toxicity</b>

description: Data presented in the manuscript <b>Short-lived Reactive Components Drive Particulate Matter Oxidative Potential and Toxicity</b> by Campbell et al (in rev).
DOI: 10.22008/fk2/0gp8mg
title: Geologisk kort over Danmark, 1:50 000. Kortbladet 1215 IV Viborg

description: Geology, geomorphology, pre-Quaternary
DOI: 10.5281/zenodo.10458445
title: Ecofeminism and gender migrations in today's international law. Challenges for the near future

description: This paper aims to investigate the ecofeminist method in international law where migration is the result of climate change or of other types of deteriorating phenomena such as the environment and what we call slow violence. The notions of climate violence and gender migration start from the analysis of the problem which proposes to some bodies at an international level an explanation for the ecofeminism method as well as of providing theoretical and more sophisticated positions. The protection par ricochet to migration cases from climate change as well as the Teitiota case and the analysis proposed by the Human Rights Committee of the UN of 24 October 2019 clearly show that women are certainly vulnerable and that they need help in order to be faced not only as women but also as individuals who deserve greater protection from men.
DOI: 10.5281/zenodo.10458446
title: Ecofeminism and gender migrations in today's international law. Challenges for the near future

description: This paper aims to investigate the ecofeminist method in international law where migration is the result of climate change or of other types of deteriorating phenomena such as the environment and what we call slow violence. The notions of climate violence and gender migration start from the analysis of the problem which proposes to some bodies at an international level an explanation for the ecofeminism method as well as of providing theoretical and more sophisticated positions. The protection par ricochet to migration cases from climate change as well as the Teitiota case and the analysis proposed by the Human Rights Committee of the UN of 24 October 2019 clearly show that women are certainly vulnerable and that they need help in order to be faced not only as women but also as individuals who deserve greater protection from men.
DOI: 10.5281/zenodo.10458467
title: Thoughts on irregular and regular immigration in West Africa. What does the future of this area look like?

description: The irregular circulation of migrants throughout Europe was now a necessary daily occurrence in recent years for the European context as well as for other reasons and with other modes of circulation also from Africa. This paper seeks to analyze regular and irregular migrations in West Africa according to the ECOWAS system and towards the process of sub-regional economic integration. The ECOWAS treaty offered us a mechanism that achieved an ambitious regional economic integration project, revealing an implementation that prefigured a management mechanism for irregular migration. The regulation that operates in the adoption of the ECOWAS treaty, as well as the high rate of migration in the area represent a notable increase in irregular flows that are linked to phenomena of political instability. Of course, they escape the regulatory mechanism that was envisaged both by the treaty and by the additional protocol. The control of irregular migratory flows has taken on an important value for African countries given the pressures that are exerted by the European Union and are focused on the pathological aspect of migratory phenomenon. The European pressure policies seem to follow an important change in the African countries of the migratory phenomenon which continues to be conceived in the context of a local and regional integration project and an economic development which outlines an ECOWAS system remaining on a path that is not been done.
DOI: 10.5281/zenodo.10458468
title: Thoughts on irregular and regular immigration in West Africa. What does the future of this area look like?

description: The irregular circulation of migrants throughout Europe was now a necessary daily occurrence in recent years for the European context as well as for other reasons and with other modes of circulation also from Africa. This paper seeks to analyze regular and irregular migrations in West Africa according to the ECOWAS system and towards the process of sub-regional economic integration. The ECOWAS treaty offered us a mechanism that achieved an ambitious regional economic integration project, revealing an implementation that prefigured a management mechanism for irregular migration. The regulation that operates in the adoption of the ECOWAS treaty, as well as the high rate of migration in the area represent a notable increase in irregular flows that are linked to phenomena of political instability. Of course, they escape the regulatory mechanism that was envisaged both by the treaty and by the additional protocol. The control of irregular migratory flows has taken on an important value for African countries given the pressures that are exerted by the European Union and are focused on the pathological aspect of migratory phenomenon. The European pressure policies seem to follow an important change in the African countries of the migratory phenomenon which continues to be conceived in the context of a local and regional integration project and an economic development which outlines an ECOWAS system remaining on a path that is not been done.
DOI: 10.5281/zenodo.10459019
title: Zellkultur_Mikroskop Backup_3 20240103
DOI: 10.5281/zenodo.10459020
title: Zellkultur_Mikroskop Backup_3 20240103
DOI: 10.6084/m9.figshare.24347287.v1
title: Data for <b><i>Zr isotopes of </i></b><b><i>basalts derived from typical metasomatized mantle</i></b>

description: This dataset includes Zr isotopes and other compositions of basalts in this study and standards.
DOI: 10.5281/zenodo.10458423
title: Legal analysis of the EU-Turkey statement of 18 March 2016: past and future

description: The present paper tries to analyze the statement of 18 March 2016 through the historical path of the migration policy between EU and Turkey. This is yet another stage that shows the intensity not so much of the relations between Greece and Turkey but of EU and Turkey. The continuous flows from Syria and especially now after the crisis of the war in Ukraine allow us to investigate this statement which remains relevant to this day and shows the attempts and struggles between the EU and external borders to address the problem of migration. A continuous challenge that becomes even more interesting through the sentences coming from the ECtHR and the CJEU.
DOI: 10.5281/zenodo.10458424
title: Legal analysis of the EU-Turkey statement of 18 March 2016: past and future

description: The present paper tries to analyze the statement of 18 March 2016 through the historical path of the migration policy between EU and Turkey. This is yet another stage that shows the intensity not so much of the relations between Greece and Turkey but of EU and Turkey. The continuous flows from Syria and especially now after the crisis of the war in Ukraine allow us to investigate this statement which remains relevant to this day and shows the attempts and struggles between the EU and external borders to address the problem of migration. A continuous challenge that becomes even more interesting through the sentences coming from the ECtHR and the CJEU.