cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/a32-k0w-377
title: Quadrella serenei Galil 1986

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/ngb-t69-9tg
title: Menippe nodifrons Stimpson 1859

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/48v-wz6-6b0
title: Percnon gibbesi (H. Milne-Edwards 1853)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/8vv-bc7-kmq
title: Pachygrapsus minutus A. Milne-Edwards 1873

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/mhq-7fg-mtc
title: Calappa hepatica (Linnaeus 1758)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/raw-t4h-q1k
title: Eriocheir sinensis H. Milne-Edwards 1853

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/z70-qdp-3qs
title: Portunus sanguinolentus  (Herbst 1783)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/ajv-1x9-qc8
title: Palinurus elephas (Fabricius 1787)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/rhq-mkm-rm5
title: Synalpheus charon (Heller 1861)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/wbl-jnk-yp1
title: Pilumnopeus eucratoides

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/yxa-kb8-bsk
title: Tubuca demani (Ortmann 1897)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/q8t-83t-lpj
title: Ebalia yokoyai Sakai 1963

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/zkv-klm-t2v
title: Arcania undecimspinosa de Haan 1841

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/2gv-lrp-gg4
title: Urashima  pustuloides (T. Sakai 1961)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/91b-tgz-lwl
title: Merocryptus lambriformis A. Milne-Edwards 1873

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/949-z3k-kyg
title: Trapezia digitalis Latreille 1828

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/zqy-gjg-7tr
title: Petrolisthes japonicus (de Haan 1849)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/kpl-txx-g22
title: Urashima  pustuloides (T. Sakai 1961)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/71y-067-b1j
title: Pachygrapsus minutus A. Milne-Edwards 1873

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/yyy-b73-qnx
title: Trapezia garthi Galil 1983

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.15468/dl.evrn6r
title: Occurrence Download

description: A dataset containing 46684 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nereididae, Sabellidae, Syllidae, Serpulidae, Capitellidae, Spionidae, Cirratulidae, Balanidae, Caprellidae, Carcinidae, Cheluridae, Cymothoidae, Varunidae, Euphausiidae, Ischyroceridae, Corophiidae, Limnoriidae, Aoridae, Talitridae, Palaemonidae, Sphaeromatidae, Paranthuridae, Hyalidae, Penaeidae, Mastigiidae, Pseudodiaptomidae, Panopeidae, Mysidae, Stenothoidae, Vesiculariidae, Electridae, Bugulidae, Celleporidae, Cryptosulidae, Bitectiporidae, Cribrilinidae, Nolellidae, Schizoporellidae, Sinoflustridae, Candidae, Watersiporidae, Sciaenidae, Ascidiidae, Styelidae, Cionidae, Clavelinidae, Cyprinidae, Moronidae, Didemnidae, Sparidae, Perophoridae, Engraulidae, Gobiidae, Latidae, Mugilidae, Pyuridae, Molgulidae, Muraenidae, Cichlidae, Poeciliidae, Polyclinidae, Blenniidae, Scorpaenidae, Soleidae, Uranoscopidae, Bougainvilliidae, Blackfordiidae, Cassiopeidae, Cladonematidae, Hydractiniidae, Cordylophoridae, Diadumenidae, Tubulariidae, Aiptasiidae, Campanulariidae, Pennariidae, Dendrophylliidae, Bolinopsidae, Mytilidae, Calyptraeidae, Teredinidae, Dotidae, Eubranchidae, Tethydidae, Ellobiidae, Ostreidae, Tateidae, Muricidae, Veneridae, Polyceridae, Semelidae, Trinchesiidae, Kareniaceae, Peridiniaceae, Amphoriscidae, Bonnemaisoniaceae, Caulacanthaceae, Caulerpaceae, Codiaceae, Dasyaceae, Gracilariaceae, Halymeniaceae, Cystocloniaceae, Solieriaceae, Rhodomelaceae, Sargassaceae, Ulvaceae, Alariaceae, Scombridae, Serranidae)",
 "Geometry POLYGON ((33.925781 30.297018, 30.849609 30.221102, 36.738281 17.978733, 42.539063 11.867351, 46.054688 9.362353000000001, 53.613281 12.297068, 64.6875 21.616579, 66.269531 25.403585, 65.302734 29.993002, 50.976563 32.398516, 33.925781 30.297018))"
 ]
}

 The dataset includes 46684 records from 261 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017321-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/lbv-wyh-5v2
title: †Atrypa Dalman, 1828

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2dp-vkl-0pv
title: Cassidulus Lamarck, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.ezs5cx
title: Occurrence Download

description: A dataset containing 2831 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tridax procumbens",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2831 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024170-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/5l5-b83-6n5
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wl1-bc1-a7k
title: Anthozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c5r-39r-xjm
title: †Leptaena Dalman, 1828

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mq4-bp5-0lb
title: †Leptaena Dalman, 1828

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tn9-6tg-900
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xax-d74-4al
title: †Hyattoceras subgeinitzi Haniel, 1915

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cd5-a68-ej0
title: Littorinimorpha A. N. Golikov & Starobogatov, 1975

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vbf-web-324
title: Steinmannites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/23c-qt4-z3p
title: Halorites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c71-9gy-53b
title: Adrianites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ne6-5pn-qcj
title: †Gryphaea Lamarck, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/laa-nwd-zyg
title: †Gryphaea Lamarck, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/byk-ewn-c94
title: †Gryphaea Lamarck, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/er2-846-7ba
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7910/dvn/l6yknr
title: Replication Data for: Gray Area
title: Population Aging and Immigration Attitudes in Japan

description: This is the data and replication material for the above article.
DOI: 10.3535/107-315-ybq
title: †Spirifer Sowerby, 1818

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h1x-4h6-mx6
title: Turbinaria Oken, 1815

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nzv-76v-069
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cvq-gv1-2mg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j7g-eps-c89
title: Tibia Röding, 1798

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/29t-mez-zeg
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bfl-2hz-qyh
title: †Nummulites gizehensis (Forskål in Niebuhr, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f2m-gkh-yxh
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/amt-cd6-z64
title: Meekoceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jvp-6wa-2gf
title: Aegocrioceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ey3-cpz-8dm
title: †Gryphaea Lamarck, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nw2-6j4-50r
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lhf-r9p-pnp
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n3d-5bs-ht9
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pq4-r40-agn
title: †Anasibirites kingianus (Waagen, 1895)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7n9-e1t-tdb
title: Anthozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k9b-48a-z2k
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3lj-vsl-r3w
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wb9-hm7-698
title: †Cycloclypeus neglectus var. transiens Tan, 1930

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.68zs22
title: Occurrence Download

description: A dataset containing 1857568643 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year 2015-2025"
 ]
}

 The dataset includes 1857568643 records from 31985 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024073-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2634nt
title: Occurrence Download

description: A dataset containing 2475 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spartina pectinata",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2475 records from 150 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044453-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sxgbna
title: Occurrence Download

description: A dataset containing 623 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((84.62952 17.85786,155.37048 17.85786,155.37048 46.14214,84.62952 46.14214,84.62952 17.85786))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cymbidium goeringii"
 ]
}

 The dataset includes 623 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044452-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qchud4
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-111.2688 26.84913, -111.1188 26.84913, -111.1188 26.99913, -111.2688 26.99913, -111.2688 26.84913))"
 ]
}

 The dataset includes 75 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044455-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k48b5j
title: Occurrence Download

description: A dataset containing 442 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudomassaria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 442 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044454-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17397500
title: Segmentation and deconvolution prediction models for the MEDUSSA pipeline. From the article "Deep-learning-based deconvolution and segmentation of fluorescent membranes for high precision bacterial cell size profiling".

description: Models for segmentation of membranes in fluorescent images and prediction of deconvolved membranes from either membranes or cytoplasmic fluorescence. 

Deconvolution prediction models

For the FM2FM and FP2FM models, you'll need the csbdeep and TensorFlow Python libraries installed in a conda software environment. The models must first be downloaded and unzipped. Then can be loaded this way in, for example, a Jupyter notebook:

from csbdeep.models import CAREfrom csbdeep.utils import normalizemodel = CARE(config=None, name=$MODEL_NAME$, basedir=$MODEL_DIRECTORY$)
prediction = model.predict(normalize(image),axes='YX',n_tiles=(4,4))

FM2FM is a CARE-trained TensorFlow model (doi:10.1038/s41592-018-0216-7) for the prediction of deconvolved membranes from non-deconvolved membrane images

FP2FM is a CARE-trained TensorFlow model for the prediction of deconvolved membranes from non-deconvolved cytoplasmic fluorescence images

Instance segmentation models

For the RawFMSeg and FMSeg models, you'll need the omnipose (doi:10.1038/s41592-022-01639-4) Python library installed in a conda software environment. The models must first be downloaded and unzipped. Then can be loaded this way in, for example, a Jupyter notebook:

from cellpose_omni import modelsfrom omnipose.utils import normalize99model = models.CellposeModel(pretrained_model=$MODEL_PATH$, nclasses=3, nchan=1,diam_mean=0)
masks, flows, styles = model.eval(normalize99(image))Alternatively, if you use the Omnipose GUI, in the "Models" tab you can click on "Add custom torch model to GUI" option and then navigate to the downloaded and unzipped model

RawFMSeg is an Omnipose-trained PyTorch model to segment raw fluorescent membranes 

FMSeg is an Omnipose-trained PyTorch model to segment deconvolved fluorescent membranes
DOI: 10.5281/zenodo.17397501
title: Segmentation and deconvolution prediction models for the MEDUSSA pipeline. From the article "Deep-learning-based deconvolution and segmentation of fluorescent membranes for high precision bacterial cell size profiling".

description: Models for segmentation of membranes in fluorescent images and prediction of deconvolved membranes from either membranes or cytoplasmic fluorescence. 

Deconvolution prediction models

For the FM2FM and FP2FM models, you'll need the csbdeep and TensorFlow Python libraries installed in a conda software environment. The models must first be downloaded and unzipped. Then can be loaded this way in, for example, a Jupyter notebook:

from csbdeep.models import CAREfrom csbdeep.utils import normalizemodel = CARE(config=None, name=$MODEL_NAME$, basedir=$MODEL_DIRECTORY$)
prediction = model.predict(normalize(image),axes='YX',n_tiles=(4,4))

FM2FM is a CARE-trained TensorFlow model (doi:10.1038/s41592-018-0216-7) for the prediction of deconvolved membranes from non-deconvolved membrane images

FP2FM is a CARE-trained TensorFlow model for the prediction of deconvolved membranes from non-deconvolved cytoplasmic fluorescence images

Instance segmentation models

For the RawFMSeg and FMSeg models, you'll need the omnipose (doi:10.1038/s41592-022-01639-4) Python library installed in a conda software environment. The models must first be downloaded and unzipped. Then can be loaded this way in, for example, a Jupyter notebook:

from cellpose_omni import modelsfrom omnipose.utils import normalize99model = models.CellposeModel(pretrained_model=$MODEL_PATH$, nclasses=3, nchan=1,diam_mean=0)
masks, flows, styles = model.eval(normalize99(image))Alternatively, if you use the Omnipose GUI, in the "Models" tab you can click on "Add custom torch model to GUI" option and then navigate to the downloaded and unzipped model

RawFMSeg is an Omnipose-trained PyTorch model to segment raw fluorescent membranes 

FMSeg is an Omnipose-trained PyTorch model to segment deconvolved fluorescent membranes
DOI: 10.15468/dl.k8q2ru
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spergula rubra",
 "HasCoordinate is true"
 ]
}

 The dataset includes 31 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044456-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xd2249
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-111.1188 26.84913, -110.9688 26.84913, -110.9688 26.99913, -111.1188 26.99913, -111.1188 26.84913))"
 ]
}

 The dataset includes 116 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044457-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15151/esrf-es-2232204129
title: Application for Israeli cryo-EM SPR BAG 2025-I and 2025-II

description: This continuation proposal for the Israeli Cryo-EM SPR BAG 09/2024 at the ESRF seeks to advance our understanding of biological processes and develop new therapeutic strategies through diverse research projects in molecular virology, microbiology, cell biology, neurodegeneration, cellular energetics, and protein translation. Key objectives include investigating post-transcriptional modifications in extremophiles’ ribosomal RNA to understand specialization under extreme conditions, elucidating the 3D architecture of Asgard archaea ESCRT-III proteins to provide insights into cellular membrane remodeling, and studying the Lassa virus spike complex's conformational changes for antiviral therapy development. Additionally, the proposal aims to understand cyanobacterial PSI antenna's structural features for light-harvesting system enhancements, reveal photosynthetic membrane complexes' structures to improve biomass production, study ribosomal mutations in diseases like Diamond Blackfan Anemi.
DOI: 10.6084/m9.figshare.30646865
title: Digital Health Interventions in Strengthening Primary Healthcare Systems in Sub-Saharan Africa: Insights from Ethiopia, Ghana, and Zimbabwe: Datasets for Ethiopia, Ghana and Zimbabwe

description: This paper synthesizes findings from three independent studies in Ethiopia (DHIS2), Ghana (DHIMS and LHIMS), and Zimbabwe (Impilo E-HR), each playing a unique role in strengthening their respective health systems. We explore how the DHIs have contributed to key health system functions, highlighting successes in data utilization, patient management, and decision-making. At the same time, we report on the challenges faced by implementers, including infrastructure limitations, interoperability issues, and sustainability concerns.
DOI: 10.6084/m9.figshare.30646865.v2
title: Digital Health Interventions in Strengthening Primary Healthcare Systems in Sub-Saharan Africa: Insights from Ethiopia, Ghana, and Zimbabwe: Datasets for Ethiopia, Ghana and Zimbabwe

description: This paper synthesizes findings from three independent studies in Ethiopia (DHIS2), Ghana (DHIMS and LHIMS), and Zimbabwe (Impilo E-HR), each playing a unique role in strengthening their respective health systems. We explore how the DHIs have contributed to key health system functions, highlighting successes in data utilization, patient management, and decision-making. At the same time, we report on the challenges faced by implementers, including infrastructure limitations, interoperability issues, and sustainability concerns.
DOI: 10.6084/m9.figshare.30646865.v1
title: The Role of Digital Health Interventions in Strengthening Primary Healthcare Systems in Sub-Saharan Africa: Insights from Ethiopia, Ghana, and Zimbabwe: Datasets for Ethiopia, Ghana and Zimbabwe

description: This paper synthesizes findings from three independent studies in Ethiopia (DHIS2), Ghana (DHIMS and LHIMS), and Zimbabwe (Impilo E-HR), each playing a unique role in strengthening their respective health systems. We explore how the DHIs have contributed to key health system functions, highlighting successes in data utilization, patient management, and decision-making. At the same time, we report on the challenges faced by implementers, including infrastructure limitations, interoperability issues, and sustainability concerns.
DOI: 10.15468/dl.xh44f5
title: Occurrence Download

description: A dataset containing 3908 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pleospora",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3908 records from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044458-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.