cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16322421
title: BIWT Test Data - old

description: AnnData object used in the BIWT example, provided here for reproducibility and reference.

To use this dataset, first install PhysiCell Studio following their instructions here.

Second, launch PhysiCell Studio using the following command from a terminal:

```sh

cd path/to/studio/folder

python ./bin/studio.py --biwt

```

In the `Config Basics` tab that the GUI opens up on, set the `Xmin` and `Xmax` values to `-750` and `750`, respectively. Set `Ymin` and `Ymax` to the same values.

Navigate to the `ICs > BIWT` subtab and click the `Import` button. Select the file downloaded from here.

The first window that will pop up lists all the features of the samples (Visium spots in this dataset). Select `mle_cell_type`.

The next window will ask if you want to use the spatial data found in `imagerow` and `imagecol`. Select `Yes` and click `Continue`.

Curate the cell types as follows:



Merge: B cell, Endocrine, Endothelial, Fibroblast, Macrophage, Neutrophil, Stellate, iCAF, myCAF

Merge: all Epithelial subtypes

Keep: T cell


Click `Continue`. Rename the groups: `other`, `cancer`, and `cd8`, respectively. Click `Continue`.

Click `Plot` and then `Continue`.

Choose the name of the desired output file and `Overwrite`. Then `Finish`.

The generated file is ready for initializing the PhysiCell model provided here.
DOI: 10.5281/zenodo.16322422
title: BIWT Test Data - old

description: AnnData object used in the BIWT example, provided here for reproducibility and reference.

To use this dataset, first install PhysiCell Studio following their instructions here.

Second, launch PhysiCell Studio using the following command from a terminal:

```sh

cd path/to/studio/folder

python ./bin/studio.py --biwt

```

In the `Config Basics` tab that the GUI opens up on, set the `Xmin` and `Xmax` values to `-750` and `750`, respectively. Set `Ymin` and `Ymax` to the same values.

Navigate to the `ICs > BIWT` subtab and click the `Import` button. Select the file downloaded from here.

The first window that will pop up lists all the features of the samples (Visium spots in this dataset). Select `mle_cell_type`.

The next window will ask if you want to use the spatial data found in `imagerow` and `imagecol`. Select `Yes` and click `Continue`.

Curate the cell types as follows:



Merge: B cell, Endocrine, Endothelial, Fibroblast, Macrophage, Neutrophil, Stellate, iCAF, myCAF

Merge: all Epithelial subtypes

Keep: T cell


Click `Continue`. Rename the groups: `other`, `cancer`, and `cd8`, respectively. Click `Continue`.

Click `Plot` and then `Continue`.

Choose the name of the desired output file and `Overwrite`. Then `Finish`.

The generated file is ready for initializing the PhysiCell model provided here.
DOI: 10.15468/dl.dckgxn
title: Occurrence Download

description: A dataset containing 656 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Monitoreo satelital de condor andino (Vultur gryphus) en Ecuador"
 ]
}

 The dataset includes 656 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033853-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3dtt74
title: Occurrence Download

description: A dataset containing 967 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nycticebus coucang"
 ]
}

 The dataset includes 967 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033856-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16365450
title: Global Blackout Dataset Across Köppen Climate Zones: Real and Synthetic Records with 25+ Attributes

description: This dataset underpins the Power Outage Predictor (POP) system and includes over 1,000 structured blackout records from 55+ countries, spanning all 30 Köppen-Geiger climate zones. It combines real-world data from national reports, academic studies, and open-access sources with AI-generated synthetic entries to ensure geographic and climatic completeness. Each event is organized using a 25+ attribute schema capturing geographic, environmental, grid, and impact-specific details — including date, location, cause, weather severity, grid component failure, recovery method, and blackout classification. The dataset enables probabilistic blackout forecasting, climate-zone-level resilience planning, and integration with Bayesian inference engines. It is designed for future expansion and public contribution.
DOI: 10.5281/zenodo.16365451
title: Global Blackout Dataset Across Köppen Climate Zones: Real and Synthetic Records with 25+ Attributes

description: This dataset underpins the Power Outage Predictor (POP) system and includes over 1,000 structured blackout records from 55+ countries, spanning all 30 Köppen-Geiger climate zones. It combines real-world data from national reports, academic studies, and open-access sources with AI-generated synthetic entries to ensure geographic and climatic completeness. Each event is organized using a 25+ attribute schema capturing geographic, environmental, grid, and impact-specific details — including date, location, cause, weather severity, grid component failure, recovery method, and blackout classification. The dataset enables probabilistic blackout forecasting, climate-zone-level resilience planning, and integration with Bayesian inference engines. It is designed for future expansion and public contribution.
DOI: 10.5281/zenodo.16365440
title: Mapping the Gap in the Quality of Education Services Based on SERVQUAL and IPA in Supporting the Goals of SDG 4 - Quality Education
DOI: 10.5281/zenodo.16365441
title: Mapping the Gap in the Quality of Education Services Based on SERVQUAL and IPA in Supporting the Goals of SDG 4 - Quality Education
DOI: 10.15468/dl.svb5mh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Anaxyrus boreas)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033857-250717081556266/datasets/export for details.
DOI: 10.15468/dl.jfxen6
title: Occurrence Download

description: A dataset containing 563 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Taeniopteryx schoenemundi"
 ]
}

 The dataset includes 563 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033859-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q5y5w3
title: Occurrence Download

description: A dataset containing 1726651 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2020-2025"
 ]
}

 The dataset includes 1726651 records from 212 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033854-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ddtpbd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Anaxyrus boreas)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033858-250717081556266/datasets/export for details.
DOI: 10.15468/dl.z5hvzx
title: Occurrence Download

description: A dataset containing 5932 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((35.38933 27.57908,37.00263 23.81594,38.55831 24.28947,41.75609 26.16575,39.71066 28.29173,37.63642 28.97444,35.38933 27.57908))",
 "Year 2023-2025"
 ]
}

 The dataset includes 5932 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033860-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nn4fhm
title: Occurrence Download

description: A dataset containing 22198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Issoria lathonia"
 ]
}

 The dataset includes 22198 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033861-250717081556266/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.29626934
title: Supplementary Material for: Case report: ICI-induced bullous pemphigoid: Successful treatment with dupilumab while maintaining immunotherapy

description: Introduction: Immune checkpoint inhibitors (ICIs) represent a new class of antitumor agents in oncology. Their use has been associated with a specific safety profile, known as immune-related adverse events (irAEs), with dermatological toxicities being the most frequently encountered.

Case report: We report the case of a bullous pemphigoid (BP) in a metastatic melanoma patient, treated with ipilimumab and nivolumab. This immune-mediated toxicity was controlled by using dupilumab as a steroid-sparing therapy, allowing the reintroduction of immunotherapy without relapse.

Conclusion: This case illustrates the complexity of managing some dermatological irAEs and the need for better treatment strategies. Dupilumab is a promising agent for cutaneous irAEs, including ICI-BP. To our knowledge, our case is the first one in which a rechallenge with an ICI was attempted after a dupilumab treatment for an ICI-BP.
DOI: 10.6084/m9.figshare.29626934.v1
title: Supplementary Material for: Case report: ICI-induced bullous pemphigoid: Successful treatment with dupilumab while maintaining immunotherapy

description: Introduction: Immune checkpoint inhibitors (ICIs) represent a new class of antitumor agents in oncology. Their use has been associated with a specific safety profile, known as immune-related adverse events (irAEs), with dermatological toxicities being the most frequently encountered.

Case report: We report the case of a bullous pemphigoid (BP) in a metastatic melanoma patient, treated with ipilimumab and nivolumab. This immune-mediated toxicity was controlled by using dupilumab as a steroid-sparing therapy, allowing the reintroduction of immunotherapy without relapse.

Conclusion: This case illustrates the complexity of managing some dermatological irAEs and the need for better treatment strategies. Dupilumab is a promising agent for cutaneous irAEs, including ICI-BP. To our knowledge, our case is the first one in which a rechallenge with an ICI was attempted after a dupilumab treatment for an ICI-BP.
DOI: 10.34740/kaggle/dsv/12555542
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.t2nxub
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Anaxyrus boreas)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033862-250717081556266/datasets/export for details.
DOI: 10.15468/dl.qqqb7m
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paspalum distichum",
 "Country is Pakistan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 27 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033863-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdyghv
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paspalum distichum",
 "Country is Palau",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033865-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8d7etn
title: Occurrence Download

description: A dataset containing 294 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Limnophila connata"
 ]
}

 The dataset includes 294 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033864-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/mywiem
title: The cryptogamy collection (PC) at the Herbarium of the Muséum national d'Histoire Naturelle (MNHN - Paris)

description: The herbarium of the museum, referred to by code PC, includes a large number of important collections amongst its 2 000 000 cryptogams (algae, bryophyta, fungi and lichens) specimens. These collections are constitued by a general herbarium and numerous particular collections. Among these last, Allorge, Bescherelle, Bourdot & Galzin, Heim, Hue, Montagne, Romagnesi, Sauvageau, Thuret & Bornet herbaria.
DOI: 10.15468/dl.6msqgs
title: Occurrence Download

description: A dataset containing 282446 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Falco tinnunculus"
 ]
}

 The dataset includes 282446 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033824-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16363903
title: Waveforms and apparent source time functions

description: This dataset contains the data of Apparent Source Time Functions for the study titled "Deep-focus earthquakes under Northeast China - An imprint of the complex tectonic history of Pacific Plate subduction". If you use this dataset in your research, please cite the following paper:

Author(s). (Year). Title of the Paper. *Journal Name*, Volume(Issue), Pages. DOI:XXXX/XXXX

For the dataset itself, please cite:Liu, J. (2025). Waveforms and apparent source time functions. [Dataset]. Zenodo. https://doi.org/10.5281/zenodo.16363903
DOI: 10.5281/zenodo.16365570
title: Gamified FOMO or Brand Experience: Unveiling the Better Strategy for Compulsive Buying in Sports Apparel for Generation Z
DOI: 10.5281/zenodo.16365571
title: Gamified FOMO or Brand Experience: Unveiling the Better Strategy for Compulsive Buying in Sports Apparel for Generation Z
DOI: 10.5281/zenodo.16365759
title: Dataset of Geospatial Disparities in Post-Pandemic SARS-CoV-2 Vaccination: Evidence from La Serena and Talca, Chile
DOI: 10.5281/zenodo.16365760
title: Dataset of Geospatial Disparities in Post-Pandemic SARS-CoV-2 Vaccination: Evidence from La Serena and Talca, Chile
DOI: 10.15468/dl.8dw9k2
title: Occurrence Download

description: A dataset containing 1133 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lactuca orientalis"
 ]
}

 The dataset includes 1133 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033869-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.md6mkr
title: Occurrence Download

description: A dataset containing 5991 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lathyrus ochroleucus"
 ]
}

 The dataset includes 5991 records from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033870-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jxq3v9
title: Occurrence Download

description: A dataset containing 368647 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Papaver rhoeas"
 ]
}

 The dataset includes 368647 records from 2806 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033782-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/are-q11-psv
title: Lolium perenne L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/kq8-33z-bcl
title: Euphorbia seguieriana Neck.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wt1-zyz-zg5
title: Equisetum arvense L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.9ja33a
title: Occurrence Download

description: A dataset containing 2875 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "TaxonKey is Varanus panoptes Storr, 1980"
 ]
}

 The dataset includes 2875 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112917-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/3ls-bes-7fe
title: Lolium perenne L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/l4q-1y6-qn1
title: Silene viridiflora L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dbf-a39-z4t
title: Carduus tmoleus Boiss.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ydy-5ke-btb
title: Silene viridiflora L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/mhl-kkz-16m
title: Digitalis lanata Ehrh.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qn5-t5m-18r
title: Digitalis lanata Ehrh.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/r0v-jlc-fcd
title: Silene viridiflora L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6ra-5tb-ac1
title: Euphorbia seguieriana Neck.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/t1n-5zf-b7j
title: Prunella × intermedia Link

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9pv-a2z-h8t
title: Prunella × intermedia Link

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/n9s-681-2y2
title: Lolium temulentum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nx8-y32-5ms
title: Stachys tymphaea Hausskn.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/r46-qqd-45x
title: Epilobium roseum (Schreb.) Schreb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/cdd-04p-875
title: Stachys tymphaea Hausskn.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1yc-q09-h5q
title: Dysphania botrys (L.) Mosyakin & Clemants

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/axn-rx1-shz
title: Scabiosa ochroleuca L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.6jaack
title: Occurrence Download

description: A dataset containing 814 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aldrovandia affinis (Günther, 1877)"
 ]
}

 The dataset includes 814 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112918-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/m56-0mv-n82
title: Dysphania botrys (L.) Mosyakin & Clemants

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/eph-lvs-fb0
title: Plantae

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/kph-v8s-xjx
title: Knautia ambigua (Friv.) Boiss. & Orph.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.