cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.m6wtdg
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((146.642 -6.128871, 146.571335 -6.134433, 146.502406 -6.150981, 146.436905 -6.178109, 146.376443 -6.215151, 146.322506 -6.261197, 146.276421 -6.315114, 146.239325 -6.375578, 146.212131 -6.441102, 146.195512 -6.510073, 146.189883 -6.580796, 146.195386 -6.651528, 146.21189 -6.720528, 146.238994 -6.786096, 146.276033 -6.846615, 146.322097 -6.900595, 146.376054 -6.946702, 146.436574 -6.9838, 146.502165 -7.010973, 146.571209 -7.02755, 146.642 -7.033121, 146.712791 -7.02755, 146.781835 -7.010973, 146.847426 -6.9838, 146.907946 -6.946702, 146.961903 -6.900595, 147.007967 -6.846615, 147.045006 -6.786096, 147.07211 -6.720528, 147.088614 -6.651528, 147.094117 -6.580796, 147.088488 -6.510073, 147.071869 -6.441102, 147.044675 -6.375578, 147.007579 -6.315114, 146.961494 -6.261197, 146.907557 -6.215151, 146.847095 -6.178109, 146.781594 -6.150981, 146.712665 -6.134433, 146.642 -6.128871))",
 "ClassKey is Aves",
 "Year is greater than or equal to 2015",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Material citation, Material sample)"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 10000"
 ]
}

 The dataset includes 46 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025078-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kea62z
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "ScientificName" : [
 "is Strix woodfordii"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025079-251120083545085/datasets/export for details.
DOI: 10.17026/ar/xqtvir
title: PAN-00134864 - arrowhead (stone)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00134864&lt;/p&gt;
description: Modified: 2025-08-29T16:31:38+02:00
DOI: 10.15468/dl.4w2me8
title: Occurrence Download

description: A dataset containing 2761 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alouatta pigra",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 2761 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025080-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uqf258
title: Occurrence Download

description: A dataset containing 768151 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 768151 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025029-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epne7g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "ScientificName" : [
 "is Lorius hypoinochrous"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025081-251120083545085/datasets/export for details.
DOI: 10.15468/dl.qu9b3r
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Cebus kaapori"
 ]
}

 The dataset includes 15 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025083-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e5ybmm
title: Occurrence Download

description: A dataset containing 1431 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Xeno-canto - Bird sounds from around the world",
 "Country is Croatia"
 ]
}

 The dataset includes 1431 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025085-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gcrcre
title: Occurrence Download

description: A dataset containing 2484 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "Geometry POLYGON((-73.509156 45.524824, -74.519611 45.014526, -71.669469 45.014526, -70.203212 46.296853,-71.032444 46.821866, -71.444314 46.686379, -73.086303 46.045787, -73.509156 45.524824))",
 "TaxonKey is Tracheophyta",
 "Year is greater than 2010",
 "GadmGid is CAN.11_1",
 "DatasetKey is one of (Herbier Louis-Marie (QFA) - Collection de plantes vasculaires, Herbier du Québec (QUE) - Collection de plantes vasculaires, Jardin botanique de Montréal (JBM), Marie-Victorin Herbarium (MT) - Plantes vasculaires, National Collection of Vascular Plants (DAO), UQTR-herbarium (Herbier Estelle-Lacoursière))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2484 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025082-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hrccsk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "ScientificName" : [
 "is Cacatua ophthalmica"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025084-251120083545085/datasets/export for details.
DOI: 10.5281/zenodo.17802798
title: Activity of silver nanoparticles obtained by green synthesis with Pfaffia glomerata (Spreng.) Pedersen for Aedes (Stegomyia) aegypti (Linnaeus, 1792) (Diptera: Culicidae).
DOI: 10.5281/zenodo.17802799
title: Activity of silver nanoparticles obtained by green synthesis with Pfaffia glomerata (Spreng.) Pedersen for Aedes (Stegomyia) aegypti (Linnaeus, 1792) (Diptera: Culicidae).
DOI: 10.18112/openneuro.ds007026.v1.0.0
title: stressrisk_openNeuro
DOI: 10.17026/ar/tzhjca
title: PAN-00003124 - coin/coin-related, Augustus (27 v.-14 n.Chr.), as

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00003124&lt;/p&gt;
description: Modified: 2025-09-29T17:07:25+02:00
DOI: 10.15468/dl.h6f3bk
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is TUR Vascular plant collections of the Turku University, Herbarium generale",
 "Country is Croatia"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025086-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h2s7a7
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((145.984 -5.620862, 145.913399 -5.626425, 145.844533 -5.642974, 145.779092 -5.670105, 145.718687 -5.70715, 145.664802 -5.753199, 145.618763 -5.80712, 145.581705 -5.867587, 145.554541 -5.933113, 145.537943 -6.002087, 145.532324 -6.072811, 145.537827 -6.143545, 145.554319 -6.212545, 145.5814 -6.278112, 145.618405 -6.338631, 145.664425 -6.392609, 145.718329 -6.438715, 145.778788 -6.475811, 145.844311 -6.502983, 145.913283 -6.519559, 145.984 -6.52513, 146.054717 -6.519559, 146.123689 -6.502983, 146.189212 -6.475811, 146.249671 -6.438715, 146.303575 -6.392609, 146.349595 -6.338631, 146.3866 -6.278112, 146.413681 -6.212545, 146.430173 -6.143545, 146.435676 -6.072811, 146.430057 -6.002087, 146.413459 -5.933113, 146.386295 -5.867587, 146.349237 -5.80712, 146.303198 -5.753199, 146.249313 -5.70715, 146.188908 -5.670105, 146.123467 -5.642974, 146.054601 -5.626425, 145.984 -5.620862))",
 "ClassKey is Aves",
 "Year is greater than or equal to 2015",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Material citation, Material sample)"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 10000"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025087-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wh2v4a
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is NHMD Invertebrate Zoology Collection",
 "Country is Croatia"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025088-251120083545085/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.30774923
title: Data from: Male social dominance affects access to mates but not female mate choice in a livebearing fish

description: Male-male competition and female mate choice are often assumed to act in concert, with male social dominance serving as a reliable cue in female choice reflecting overall male quality. However, few studies have explicitly disentangled the effects of male competition and female mate choice, leaving gaps in our understanding of how these processes interact to shape male fitness. Here, we experimentally separated the effects of male-male competition and female mate choice in the pygmy halfbeak <i>Dermogenys colletei</i>, a small freshwater fish, to test whether i) male social dominance drives access to females in the presence and absence of direct male-male competition, and ii) females prefer socially dominant males. Our results show that dominant males monopolized access to females, spending more time courting females and engaging in more courtship behaviors. Additionally, female halfbeaks did not show a preference for dominant males, providing no evidence that females use male dominance when assessing males. Overall, these findings highlight that when male-male competition facilitates mate monopolization there may be less scope for pre-copulatory female mate choice.
DOI: 10.6084/m9.figshare.30774923.v1
title: Data from: Male social dominance affects access to mates but not female mate choice in a livebearing fish

description: Male-male competition and female mate choice are often assumed to act in concert, with male social dominance serving as a reliable cue in female choice reflecting overall male quality. However, few studies have explicitly disentangled the effects of male competition and female mate choice, leaving gaps in our understanding of how these processes interact to shape male fitness. Here, we experimentally separated the effects of male-male competition and female mate choice in the pygmy halfbeak <i>Dermogenys colletei</i>, a small freshwater fish, to test whether i) male social dominance drives access to females in the presence and absence of direct male-male competition, and ii) females prefer socially dominant males. Our results show that dominant males monopolized access to females, spending more time courting females and engaging in more courtship behaviors. Additionally, female halfbeaks did not show a preference for dominant males, providing no evidence that females use male dominance when assessing males. Overall, these findings highlight that when male-male competition facilitates mate monopolization there may be less scope for pre-copulatory female mate choice.
DOI: 10.15468/dl.bu6zdj
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coelops frithii",
 {
 "or" : [
 "Country is China",
 "Country is Chinese Taipei",
 "Country is Hong Kong"
 ]
 }
 ]
}

 The dataset includes 149 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025090-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2vt3aa
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "ScientificName" : [
 "is Struthio camelus"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025089-251120083545085/datasets/export for details.
DOI: 10.15468/dl.rz4nyu
title: Occurrence Download

description: A dataset containing 18545 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección de Reptiles del Museo de Zoología QCAZ"
 ]
}

 The dataset includes 18545 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025091-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.352hgx
title: Occurrence Download

description: A dataset listing the 28 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-35.42458 -9.27446,-35.39432 -9.30223,-35.33598 -9.23311,-35.36877 -9.21564,-35.42458 -9.27446))",
 "HasGeospatialIssue is false",
 "TaxonKey is Magnoliopsida"
 ]
}

 The dataset's 28 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025037-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q6s63t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "ScientificName" : [
 "is Lorius lory"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025092-251120083545085/datasets/export for details.
DOI: 10.14272/rogfjvkwggfmna-aweznqclsa-n.1
title: C17H22BF2N3O2S
title: InChI=1S/C17H22BF2N3O2S/c1-9-5-11(3)22-15(9)13(7-26-8-14(21)17(24)25)16-10(2)6-12(4)23(16)18(22,19)20/h5-6,14H,7-8,21H2,1-4H3,(H,24,25)/t14-/m0/s1

description: This is a physical chemical entity[CHEBI_24431] associated with a molecule[CHEBI_25367].
 The molecule[CHEBI_25367] can be described by the following structural desciptors[cheminf_000085]:
 InChI descriptor[cheminf_000113]: InChI=1S/C17H22BF2N3O2S/c1-9-5-11(3)22-15(9)13(7-26-8-14(21)17(24)25)16-10(2)6-12(4)23(16)18(22,19)20/h5-6,14H,7-8,21H2,1-4H3,(H,24,25)/t14-/m0/s1, and canonical SMILES descriptor[cheminf_000007]: OC(=O)[C@H](CSCC1=C2C(=CC(=[N+]2[B-](n2c1c(C)cc2C)(F)F)C)C)N, and by the IUPAC name[cheminf_000107]: .
 
 The physical chemical entity[CHEBI_24431] has a component solvent[CHEBI_46787] which is described by the canonical SMILES descriptor[cheminf_000007]:
 
 The physical chemical entity[CHEBI_24431] has the following Sample ID as registered in the research data repository chemotion (www.chemotion-repository.net, https://doi.org/10.25504/FAIRsharing.iagXcR): CRS-53431

 The physical chemical entity[CHEBI_24431] can be described by the physical descriptors [CHEMINF_000025]:
 Melting point descriptor[CHEMINF_000256]: 
 Boiling point descriptor[CHEMINF_000257]: 
 Refractive index descriptor[CHEMINF_000253]:

 The physical chemical entity[CHEBI_24431] can be further described by the following assays[OBI:0000070][CHMO:0001133]:
 
 CHMO:0000593 | 1H nuclear magnetic resonance spectroscopy (1H NMR)
 
 CHMO:0000595 | 13C nuclear magnetic resonance spectroscopy (13C NMR)
 
 CHMO:0000792 | ultraviolet-visible-near infrared spectrophotometry (UV-VIS-NIR)
 
 CHMO:0000060 | fluorescence detection (fluorescence (FL) detection)
 
 CHMO:0000470 | mass spectrometry (MS)
 
 The physical chemical entity[CHEBI_24431] was deposited to the Molecule Archive of the Karlsruhe Insitute of Technology (KIT) with the following Sample ID: 

 Used ontologies:
 CHEBI - Chemical Entities of Biological Interest
 CHEMINF - chemical information ontology (information entities about chemical entities)
 CHMO - Chemical Methods Ontology
 OBI - Ontology for Biomedical Investigations
DOI: 10.14272/rogfjvkwggfmna-aweznqclsa-n/chmo0000593
title: 1H nuclear magnetic resonance spectroscopy (1H NMR) ()
title: InChI=1S/C17H22BF2N3O2S/c1-9-5-11(3)22-15(9)13(7-26-8-14(21)17(24)25)16-10(2)6-12(4)23(16)18(22,19)20/h5-6,14H,7-8,21H2,1-4H3,(H,24,25)/t14-/m0/s1

description: dataset for 1H nuclear magnetic resonance spectroscopy (1H NMR)
DOI: 10.14272/rogfjvkwggfmna-aweznqclsa-n/chmo0000595
title: 13C nuclear magnetic resonance spectroscopy (13C NMR) ()
title: InChI=1S/C17H22BF2N3O2S/c1-9-5-11(3)22-15(9)13(7-26-8-14(21)17(24)25)16-10(2)6-12(4)23(16)18(22,19)20/h5-6,14H,7-8,21H2,1-4H3,(H,24,25)/t14-/m0/s1

description: dataset for 13C nuclear magnetic resonance spectroscopy (13C NMR)
DOI: 10.14272/rogfjvkwggfmna-aweznqclsa-n/chmo0000470
title: mass spectrometry (MS) ()
title: InChI=1S/C17H22BF2N3O2S/c1-9-5-11(3)22-15(9)13(7-26-8-14(21)17(24)25)16-10(2)6-12(4)23(16)18(22,19)20/h5-6,14H,7-8,21H2,1-4H3,(H,24,25)/t14-/m0/s1

description: dataset for mass spectrometry (MS)
DOI: 10.14272/rogfjvkwggfmna-aweznqclsa-n/chmo0000792
title: ultraviolet-visible-near infrared spectrophotometry (UV-VIS-NIR) ()
title: InChI=1S/C17H22BF2N3O2S/c1-9-5-11(3)22-15(9)13(7-26-8-14(21)17(24)25)16-10(2)6-12(4)23(16)18(22,19)20/h5-6,14H,7-8,21H2,1-4H3,(H,24,25)/t14-/m0/s1

description: dataset for ultraviolet-visible-near infrared spectrophotometry (UV-VIS-NIR)
DOI: 10.14272/rogfjvkwggfmna-aweznqclsa-n/chmo0000060
title: fluorescence detection (fluorescence (FL) detection) ()
title: InChI=1S/C17H22BF2N3O2S/c1-9-5-11(3)22-15(9)13(7-26-8-14(21)17(24)25)16-10(2)6-12(4)23(16)18(22,19)20/h5-6,14H,7-8,21H2,1-4H3,(H,24,25)/t14-/m0/s1

description: dataset for fluorescence detection (fluorescence (FL) detection)
DOI: 10.17026/ar/odbke1
title: PAN-00013345 - dog

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00013345&lt;/p&gt;
description: Modified: 2025-08-07T15:24:09+02:00
DOI: 10.15468/dl.rdevwd
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alouatta puruensis",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025093-251120083545085/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.30775004
title: LC-MS_Metabolomics_and_Bioassay_Data_for_Fermented_Milk_DL_Model

description: This dataset supports the study on predicting functional bioactivities of fermented camel and bovine milk using LC-MS metabolomic profiles. It includes untargeted LC-MS data for multiple fermented milk samples, corresponding in vitro bioactivity assay results (antioxidant, enzymatic inhibition, anticancer activity), and sample metadata. The data were used to train a supervised deep learning model linking metabolite profiles to functional outcomes.
DOI: 10.6084/m9.figshare.30775004.v1
title: LC-MS_Metabolomics_and_Bioassay_Data_for_Fermented_Milk_DL_Model

description: This dataset supports the study on predicting functional bioactivities of fermented camel and bovine milk using LC-MS metabolomic profiles. It includes untargeted LC-MS data for multiple fermented milk samples, corresponding in vitro bioactivity assay results (antioxidant, enzymatic inhibition, anticancer activity), and sample metadata. The data were used to train a supervised deep learning model linking metabolite profiles to functional outcomes.
DOI: 10.15468/dl.z9c2hm
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "NetworkKey is 99d66b6c-9087-452f-a9d4-f15f2c2d0e7e",
 "TaxonKey is Chordata"
 ]
 },
 {
 "and" : [
 {
 "or" : [
 "Preparations ~*tissue*",
 "Preparations ~*Tissue*",
 "Preparations ~*muscle*",
 "Preparations ~*Muscle*",
 "Preparations ~*liver*",
 "Preparations ~*heart*",
 "Preparations ~*blood*",
 "Preparations ~*Blood*",
 "Preparations ~*gDNA*"
 ]
 },
 "TaxonKey is one of (Emberiza aureola [GBIF Backbone Taxonomy])"
 ]
 }
 ]
}

 The dataset includes 147 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025095-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hanbez
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Bell Museum lichens",
 "Country is Croatia"
 ]
}

 The dataset includes 40 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025096-251120083545085/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.30775127
title: Enhancing digital pathology workflows: computational blur detection for H&E image quality control in preclinical toxicology

description: Toxicologic pathology is undergoing a digital transformation, with advances in imaging and computational methods enabling automation of traditionally manual workflows. Central to these digital workflows is the generation of high-quality whole slide images (WSIs), where one key determinant of image quality is focus sharpness. To address this, we have integrated a pair of productionalized computational models – ‘MiQC’ (Microscopic Quality Control) – into our routine image QC workflows. MiQC combines Local Binary Patterns (LBP) and DeepFocus-based deep learning algorithms to detect and quantify out-of-focus regions in WSIs. Subsequent to scanner-based focus metric assessment, MiQC further screens WSIs and supports technician review by generating heatmaps that highlight problematic areas. Even WSIs with scanner focus scores of 98–99% can contain unacceptable blur, which MiQC helps identify. Using this system, 85–95% of WSIs are approved without further intervention, and technician review time is reduced by nearly 50%. Compared to fully manual review, MiQC has doubled our throughput of QC’d slides per hour. This efficiency gain has accelerated the expansion of our high-quality WSI repository and provides a scalable, reproducible framework for enhancing image QC in toxicologic and broader digital pathology applications. MiQC supports higher throughput and integration of automated image analysis pipelines, laying the groundwork for robust downstream computational pathology workflows.