cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18733625
title: Recovery Latency as a Dynamic Biomarker of Adaptive Capacity — Data, Code, and Supplementary Materials

description: Multi-dataset validation study of Recovery Latency (RL) and the Dynamic Adaptive Capacity (DAC) model. Repository contains: full manuscript (preprint), structured abstract, supplementary documentation (S1–S13), analytical scripts (Python 3.9+), dataset snapshots from Kaggle public repositories, intermediate outputs (28,472 RL events, individual slope files, DAC trajectories), and figure files. 27 datasets identified (23 unique after deduplication), ~230,000 observations across athletic, clinical, and behavioral populations.
DOI: 10.5281/zenodo.17700428
title: KP RC Reports b25
DOI: 10.5281/zenodo.17700427
title: KP RC Reports b25
DOI: 10.15468/dl.z89gut
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",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Ehirava fluviatilis"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000715-260225131425191/datasets/export for details.
DOI: 10.15468/dl.cu9yta
title: Occurrence Download

description: A dataset containing 2279 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Zealand",
 "OccurrenceStatus is Present",
 "TaxonKey is Metrosideros excelsa",
 "Year 2021-2026"
 ]
}

 The dataset includes 2279 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000717-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rykwaz
title: Occurrence Download

description: A dataset containing 488763 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Megaptera novaeangliae)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 488763 records from 598 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000615-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6073/pasta/e19ed92f3784d3c18a586b13a7f96981
title: Monitoring juvenile Chinook salmon outmigration using rotary screw traps on the Lower Feather River

description: CDFW issued Incidental Take Permit No. 2081-2019-006-00 (ITP) to the
 California Department of Water Resources (DWR) on March 31, 2020,
 for the long-term operation of the State Water Project (SWP) in the
 Sacramento San Joaquin Delta (Delta). Condition 7.5.2 of the ITP
 requires the development and establishment of a spring-run Chinook
 salmon (Oncorhynchus tshawytscha) juvenile production estimate (JPE)
 to increase understanding of the impacts that water operations have
 on the spring-run Chinook salmon population in the Sacramento River
 watershed and to inform the development of minimization measures to
 reduce take of spring-run Chinook salmon at Delta fish salvage
 facilities.  
 
 
 As a part of the JPE effort, CDFW began operating a new rotary screw
 trap (RST) monitoring station on the lower Feather River near River
 Mile 17, approximately 1 mile downstream of Star Bend Park and Boat
 Ramp near Olivehurst, in January 2022. This RST location represents
 the lowest point in the Feather River Watershed where juvenile
 salmon are sampled with an RST prior to entering the Sacramento
 River and includes salmon emigrating from the Yuba River. The
 expanded juvenile monitoring effort will help resource agencies and
 water managers identify numbers of salmon emigrating from the
 Feather River Watershed and contributing to the spring-run Chinook
 salmon population entering the Delta.
 
 
 Monitoring is conducted annually from October through June utilizing
 a pair of eight-foot rotary screw traps (RST). Data collected at the
 Lower Feather River RST site provides information on the temporal
 distribution, relative abundance, and race composition of juvenile
 Chinook salmon; and temporal distribution and relative abundance of
 steelhead trout (O. mykiss) emigrating from the Feather River and
 tributaries, including the Yuba River, to the Delta. Salmonid data
 collected from the Lower Feather River RST, among other datasets, is
 also used by the Salmon Monitoring Team (SaMT) to understand the
 movement of juvenile salmon in the Sacramento River Watershed to
 estimate the number of winter-run and spring-run Chinook salmon that
 have entered the Delta. SaMT is a real-time operations monitoring
 team required by Condition of Approval 8.1.2 of the ITP which meets
 weekly from October through June, to provide advice for real-time
 management of SWP operations to DWR, CDFW, and the Water Operation
 Management Team (WOMT) to minimize take of winter-run and spring-run
 Chinook salmon in the Delta.
 
 
 Note: data within the current year’s monitoring season are
 considered provisional.
DOI: 10.5281/zenodo.18776324
title: SWOTANALYSISOFUZBEKISTANAIRWAYS'OPERATIONS

description: ThisarticleexaminesthestrategicdevelopmentdirectionsofUzbekistan’snationalaviationsystem.BasedonaSWOTanalysis,thestrengths,weaknesses,opportunities,andthreatsofthecountry’sairtransportsectorhavebeenidentified,andaneffectivedevelopmentmodelhasbeendesigned.Thearticleincludespracticalandscientificrecommendationsaimedatensuringthesustainablegrowthoftheaviationsector.Furthermore,itprovidesacomprehensiveoverviewofUzbekistan’sairtransportinfrastructurepotential,servicequality,competitivenessfactors,anditsroleininternationalintegration.Inaddition,thestudydevelopsmodernmechanisms,astrategicdevelopmentmodel,andapproachesalignedwithglobaltrendsforthemodernizationofthenationalaviationsystembasedonananalysisofinternalandexternalfactors
DOI: 10.5281/zenodo.18776323
title: SWOTANALYSISOFUZBEKISTANAIRWAYS'OPERATIONS

description: ThisarticleexaminesthestrategicdevelopmentdirectionsofUzbekistan’snationalaviationsystem.BasedonaSWOTanalysis,thestrengths,weaknesses,opportunities,andthreatsofthecountry’sairtransportsectorhavebeenidentified,andaneffectivedevelopmentmodelhasbeendesigned.Thearticleincludespracticalandscientificrecommendationsaimedatensuringthesustainablegrowthoftheaviationsector.Furthermore,itprovidesacomprehensiveoverviewofUzbekistan’sairtransportinfrastructurepotential,servicequality,competitivenessfactors,anditsroleininternationalintegration.Inaddition,thestudydevelopsmodernmechanisms,astrategicdevelopmentmodel,andapproachesalignedwithglobaltrendsforthemodernizationofthenationalaviationsystembasedonananalysisofinternalandexternalfactors
DOI: 10.5281/zenodo.18776295
title: hypsolebias_brunoi_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18776296
title: hypsolebias_brunoi_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.17700438
title: KP RC Reports b26
DOI: 10.5281/zenodo.17700439
title: KP RC Reports b26
DOI: 10.15468/dl.2gj99u
title: Occurrence Download

description: A dataset containing 96114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Chamaenerion",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 96114 records from 409 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000640-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k9pj37
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phaethornis superciliosus",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 115 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000718-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h232ud
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",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Dayella malabarica"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000719-260225131425191/datasets/export for details.
DOI: 10.15468/dl.c6xwru
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acacia mayana"
 ]
}

 The dataset includes 115 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000720-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17700470
title: KP RC Reports b27
DOI: 10.5281/zenodo.17700469
title: KP RC Reports b27
DOI: 10.15468/dl.hzjmg8
title: Occurrence Download

description: A dataset containing 20030 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phaethornis syrmatophorus",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20030 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000722-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/mdd6zr
title: Stolephorus falco sp. nov. (Teleostei, Clupeiformes, Engraulidae), a new anchovy from Sumatra, Indonesia

description: This dataset contains the digitized treatments in Plazi based on the original journal article Hata, Harutaka, Sallan, Lauren, Motomura, Hiroyuki (2026): Stolephorus falco sp. nov. (Teleostei, Clupeiformes, Engraulidae), a new anchovy from Sumatra, Indonesia. ZooKeys 1270: 255-268, DOI: 10.3897/zookeys.1270.175032AbstractA new anchovy species, Stolephorus falco sp. nov., is described based on three museum specimens collected from northern Sumatra, Indonesia. Although the new species resembles S. baganensis Delsman, 1931, S. dubiosus Wongratana, 1983, S. taurus Hata, Lavoué & Motomura, 2022, and S. tri (Bleeker, 1852) in having a predorsal scute and a spine on the pelvic scute, it differs from all four of these taxa in having a distinctively deeper body, fewer scales on the longitudinal series, and additional differences in a number of other characters.
DOI: 10.15468/dl.t35699
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",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Clupeoides borneensis"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000724-260225131425191/datasets/export for details.
DOI: 10.15468/dl.cer2jk
title: Occurrence Download

description: A dataset containing 11490 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "OccurrenceStatus is Present",
 "TaxonKey is Unionida"
 ]
}

 The dataset includes 11490 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000723-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.knjmg7
title: Occurrence Download

description: A dataset containing 52501 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mesoplodon densirostris)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 52501 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000616-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wrjzv6
title: Occurrence Download

description: A dataset containing 247 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.countrycode = 'FR'
 AND occurrence.occurrencestatus = 'PRESENT'
 AND GBIF_STRINGARRAYCONTAINS(occurrence.classifications['d7dddbf4-2cf0-4f39-9b2a-bb099caae36c'], '5219173', TRUE)
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND (occurrence.classificationdetails['d7dddbf4-2cf0-4f39-9b2a-bb099caae36c']['specieskey'] &lt;&gt; '' AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 247 records were derived from 163 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000632-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/avt-9jc-5n2
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pn5-9rd-2dl
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cm7-9e1-fmn
title: Phyllolepidum Trinajstic

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/frs-q8b-hw5
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jjb-ddh-46l
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wfs-ypb-gc5
title: Rodentia Bowdich, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/tn322t9gjj
title: Contrasting zinc isotope fractionation during magnetite and ilmenite crystallization: implications for tracing magma redox states

description: High-precision data of Zn concentrations and isotope compositions for coexisting cpx, plagioclase, magnetite, and ilmenite from the Panzhihua mafic layered intrusion, southwest China.
DOI: 10.3535/a5s-mv2-k1k
title: Orthiopteris Copel.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ttt-hk3-48y
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/tn322t9gjj.1
title: Contrasting zinc isotope fractionation during magnetite and ilmenite crystallization: implications for tracing magma redox states

description: High-precision data of Zn concentrations and isotope compositions for coexisting cpx, plagioclase, magnetite, and ilmenite from the Panzhihua mafic layered intrusion, southwest China.
DOI: 10.3535/bst-w7g-26j
title: Orthiopteris Copel.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cb9-lq9-47c
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q2c-kkf-83j
title: Sus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/52f-711-qfd
title: Sus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t4g-54z-nde
title: Sus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/97fvt6c7wb
title: Ki-67 Assessment Data in Breast Carcinoma: Core Needle Biopsy vs. Resection Specimens (2020–2025, Medica Ruse University Hospital, Bulgaria)

description: This dataset contains fully anonymized clinicopathological data from 63 cases of breast carcinoma diagnosed between 2020 and 2025 at Medica Ruse University Hospital, Ruse, Bulgaria.

For each case, both core needle biopsy (CNB) and resection specimens were available, and the Ki-67 proliferation index was independently assessed by two pathologists. Along with Ki-67 indices, the dataset includes patient sex, age at diagnosis, TNM stage, and detailed tumor characteristics such as histological type, molecular subtype, receptor status, focality, grade, size, presence/absence of necrosis, stromal elastosis, and desmoplastic reaction.

Abbreviations:

M = Rater 1

D = Rater 2

C = Core needle biopsy

R = Resection specimen

CM = Ki-67 index on core needle biopsy assessed by Rater 1

CD = Ki-67 index on core needle biopsy assessed by Rater 2

RM = Ki-67 index on resection specimen assessed by Rater 1

RD = Ki-67 index on resection specimen assessed by Rater 2

NST = Invasive breast carcinoma of no special type

ILC = Invasive lobular carcinoma

ER = Estrogen receptor

PR = Progesterone receptor

HER2 = Human epidermal growth factor receptor 2

Exclusion criteria:
Cases that had received neoadjuvant therapy or showed noticeable morphological heterogeneity, including intertumoral heterogeneity in multifocal tumors, were excluded from this dataset.

Purpose and use:
The dataset supports research on interobserver variability in Ki-67 scoring and the comparison of Ki-67 indices between CNB and resection specimens.

Anonymization statement:
All patient information has been removed in compliance with GDPR, HIPAA, and Elsevier’s patient consent policy. No identifying details are included.
DOI: 10.3535/jm2-pxm-6r0
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s2z-a3l-8lv
title: Hystrix Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gx5-4hy-k59
title: Cyathodes Labill.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wc7-d2y-3m3
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/97fvt6c7wb.1
title: Ki-67 Assessment Data in Breast Carcinoma: Core Needle Biopsy vs. Resection Specimens (2020–2025, Medica Ruse University Hospital, Bulgaria)

description: This dataset contains fully anonymized clinicopathological data from 63 cases of breast carcinoma diagnosed between 2020 and 2025 at Medica Ruse University Hospital, Ruse, Bulgaria.

For each case, both core needle biopsy (CNB) and resection specimens were available, and the Ki-67 proliferation index was independently assessed by two pathologists. Along with Ki-67 indices, the dataset includes patient sex, age at diagnosis, TNM stage, and detailed tumor characteristics such as histological type, molecular subtype, receptor status, focality, grade, size, presence/absence of necrosis, stromal elastosis, and desmoplastic reaction.

Abbreviations:

M = Rater 1

D = Rater 2

C = Core needle biopsy

R = Resection specimen

CM = Ki-67 index on core needle biopsy assessed by Rater 1

CD = Ki-67 index on core needle biopsy assessed by Rater 2

RM = Ki-67 index on resection specimen assessed by Rater 1

RD = Ki-67 index on resection specimen assessed by Rater 2

NST = Invasive breast carcinoma of no special type

ILC = Invasive lobular carcinoma

ER = Estrogen receptor

PR = Progesterone receptor

HER2 = Human epidermal growth factor receptor 2

Exclusion criteria:
Cases that had received neoadjuvant therapy or showed noticeable morphological heterogeneity, including intertumoral heterogeneity in multifocal tumors, were excluded from this dataset.

Purpose and use:
The dataset supports research on interobserver variability in Ki-67 scoring and the comparison of Ki-67 indices between CNB and resection specimens.

Anonymization statement:
All patient information has been removed in compliance with GDPR, HIPAA, and Elsevier’s patient consent policy. No identifying details are included.
DOI: 10.3535/9gk-2tm-ggj
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dt3-6bw-qrs
title: Sus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9ft-9db-k0b
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/j7tjmjzks5
title: Dataset and Code for Transfer Learning Approaches for EfficientNetV2 B0 and ImageNet skin cancer classification in convolutional neural network

description: The dataset is collected through online. This collection, which was created by the International Skin Imaging Collaboration (ISIC), includes a number of images of benign and malignant oncological conditions. Except for melanomas and moles, whose images are marginally dominating, all photos were sorted based on the classification obtained using ISIC, and each subgroup was split into an equal number of images.
DOI: 10.3535/34k-lnm-b80
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.