cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10409144
title: A multi-center MRI dataset for bladder cancer and baseline evaluations of federated learning in its clinical application

description: Bladder cancer (BCa), as the most common malignant tumor of the urinary system, has received significant attention in research on the clinical application of artificial intelligence algorithms. Nevertheless, it has been observed that certain investigations employ data from diverse medical facilities to train models for BCa, thereby posing a potential risk of leaking patients' privacy. Ensuring the privacy of patients during the training of machine learning algorithms is a vital consideration that deserves significant attention. Federated learning (FL) is an emerging machine learning paradigm that enables multiple entities to collaboratively build machine learning models while preserving data privacy and security. In this study, we present a multi-center BCa magnetic resonance imaging (MRI) dataset,  aimed at evaluating the baseline performance of FL. The dataset comprises 275 three-dimensional bladder T2-weighted MRI scans collected from four medical centers, and each scan includes diagnostic pathological labels for muscle invasion and fine pixel-level annotations of tumor contours. Four FL methods are used to assess the baseline of the dataset for both the task of diagnosing muscle-invasive bladder cancer and automatic bladder tumor lesion segmentation.
description: The BCa dataset is provided under the terms of the Creative Commons Attribution 4.0 International (CC-BY-4.0) license (CC BY 4.0 Deed | Attribution 4.0 International | Creative Commons), aiming to promote open and collaborative research. Authors using this dataset for publications are respectfully requested to cite the original paper. We encourage contributors to openly share their methods and models, thereby enhancing reproducibility and advancing the field of medical imaging research.
DOI: 10.5281/zenodo.13622759
title: A multi-center MRI dataset for bladder cancer and baseline evaluations of federated learning in its clinical application

description: Bladder cancer (BCa), as the most common malignant tumor of the urinary system, has received significant attention in research on the clinical application of artificial intelligence algorithms. Nevertheless, it has been observed that certain investigations employ data from diverse medical facilities to train models for BCa, thereby posing a potential risk of leaking patients' privacy. Ensuring the privacy of patients during the training of machine learning algorithms is a vital consideration that deserves significant attention. Federated learning (FL) is an emerging machine learning paradigm that enables multiple entities to collaboratively build machine learning models while preserving data privacy and security. In this study, we present a multi-center BCa magnetic resonance imaging (MRI) dataset,  aimed at evaluating the baseline performance of FL. The dataset comprises 275 three-dimensional bladder T2-weighted MRI scans collected from four medical centers, and each scan includes diagnostic pathological labels for muscle invasion and fine pixel-level annotations of tumor contours. Four FL methods are used to assess the baseline of the dataset for both the task of diagnosing muscle-invasive bladder cancer and automatic bladder tumor lesion segmentation.
description: The BCa dataset is provided under the terms of the Creative Commons Attribution 4.0 International (CC-BY-4.0) license (CC BY 4.0 Deed | Attribution 4.0 International | Creative Commons), aiming to promote open and collaborative research. Authors using this dataset for publications are respectfully requested to cite the original paper. We encourage contributors to openly share their methods and models, thereby enhancing reproducibility and advancing the field of medical imaging research.
DOI: 10.15468/dl.b3padb
title: Occurrence Download

description: A dataset containing 445 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solanum morelliforme Bitter & Münch)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 445 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110623-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdjmrv
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Iris subdecolorata Vved."
 ]
}

 The dataset includes 53 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110624-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.276eqa
title: Occurrence Download

description: A dataset containing 420 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solanum multiinterruptum Bitter)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 420 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110625-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yj9jg9
title: Occurrence Download

description: A dataset containing 198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solanum muricatum Aiton)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 198 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110626-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dwbbfs
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solanum neorickii D.M.Spooner, G.J.Anderson & R.K.Jansen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 146 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110627-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h72e9j
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solanum neorossii Hawkes & Hjert.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 115 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110628-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rrbv7w
title: Occurrence Download

description: A dataset containing 1720590 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Country is United States of America",
 "Geometry POLYGON((-125.58010 27.30324,-62.03355 27.30324,-62.03355 58.54695,-125.58010 58.54695,-125.58010 27.30324))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Antigone canadensis (Linnaeus, 1758)"
 ]
}

 The dataset includes 1720590 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110613-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s9f5um
title: Occurrence Download

description: A dataset containing 1484 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is VNM.43_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 1484 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110629-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r8tks8
title: Occurrence Download

description: A dataset containing 235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solanum ochranthum Humb. & Bonpl. ex Dunal)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 235 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110631-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nqyrjc
title: Occurrence Download

description: A dataset containing 236 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solanum okadae Hawkes & Hjert.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 236 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110632-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pftq59
title: Occurrence Download

description: A dataset containing 74097 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xenus cinereus (Güldenstädt, 1775)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2011",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 74097 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110630-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ejrfx
title: Occurrence Download

description: A dataset containing 282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solanum palustre Poepp.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 282 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110633-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqnwu8
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solanum paucissectum Ochoa)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 48 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110634-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twry55
title: Occurrence Download

description: A dataset containing 318 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solanum pennellii Correll)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 318 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110635-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pexec3
title: Occurrence Download

description: A dataset containing 637 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solanum peruvianum L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 637 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110636-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3dz9q8
title: Occurrence Download

description: A dataset containing 27240 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Records of protected animals species in Ukraine"
 ]
}

 The dataset includes 27240 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110637-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tag77z
title: Occurrence Download

description: A dataset containing 1402 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solanum pimpinellifolium L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1402 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110638-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/9287542
title: Global Genomic Neurofibromatosis Neoplasia
DOI: 10.15468/dl.cyz9wq
title: Occurrence Download

description: A dataset containing 349 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solanum pinnatisectum Dunal)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 349 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110639-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.krmdwq
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solanum piurae Bitter)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 66 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110640-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bxawmw
title: Occurrence Download

description: A dataset containing 7204 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solanum prinophyllum Dunal)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7204 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110641-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z35p3m
title: Occurrence Download

description: A dataset containing 12566 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solanum pseudocapsicum L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12566 records from 322 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110642-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7vhwez
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eriocaulon magnum Abbiatti"
 ]
}

 The dataset includes 104 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0158640-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vxnybd
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isatis armena L."
 ]
}

 The dataset includes 104 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063034-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yybpao
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atraphaxis pungens (M.Bieb.) Jaub. & Spach"
 ]
}

 The dataset includes 95 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014434-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbj33d
title: Occurrence Download

description: A dataset containing 223 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epidendrum arachnoglossum Rchb.f. ex André"
 ]
}

 The dataset includes 223 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0158641-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgr5w3
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Université Pédagogique Nationale de Kinshasa (UPN). Plantes phytosanitaires. - Projet CABIN"
 ]
}

 The dataset includes 50 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0314450-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8msgi
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oxymycterus akodontius Thomas, 1921",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006759-180508205500799/datasets/export for details.
DOI: 10.15468/dl.9jd2g5
title: Occurrence Download

description: A dataset containing 5797 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus sulcatus Vest ex Tratt., 1823",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5797 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0300131-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jxfgpg
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isatis aucheri Boiss."
 ]
}

 The dataset includes 77 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063037-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jf1c2j
title: Occurrence Download

description: A dataset containing 1681 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atlapetes melanocephalus (Salvin & Godman, 1880)"
 ]
}

 The dataset includes 1681 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010277-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j4rzme
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isatis arenaria Azn."
 ]
}

 The dataset includes 20 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063032-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zvtc2t
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eugenia botequimensis Kiaersk."
 ]
}

 The dataset includes 51 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0158642-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cgwyjn
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAN9294"
 ]
}

 The dataset includes 45 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0308017-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bstlmt
title: Occurrence Download

description: A dataset containing 3038 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ramphotyphlops braminus Daudin, 1803"
 ]
}

 The dataset includes 3038 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010277-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hcth47
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isatis boissieriana Rchb.f."
 ]
}

 The dataset includes 41 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063040-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vsamnt
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anemone trullifolia Hook.fil. & Thomson",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 45 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0319483-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fxcy7h
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isatis bitlisica P.H.Davis"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063039-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tszxuq
title: Occurrence Download

description: A dataset containing 195 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diospyros mespiliformis Hochst."
 ]
}

 The dataset includes 195 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010277-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.