cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25592/uhhfdm.16914
title: AIMD. AI for microscopy denoising - dataset 2

description: The dataset contains the second of two processed open-source datasets used in the Github repository:<br>
https://github.com/IPMI-ICNS-UKE/AIMD.AI-for-microscopy-denoising

The AIMD Github repository is demonstrating the use of open-source microscopy data for deep learning based image denoising and transfer learning as showcased in:  Lohr, D., Meyer, L., Woelk, LM., Kovacevic, D., Diercks, BP., Werner, R. (2025). Deep Learning-Based Image Restoration and Super-Resolution for Fluorescence Microscopy: Overview and Resources. In: Diercks, BP. (eds) T Cell Activation. Methods in Molecular Biology, vol 2904. Humana, New York, NY. https://doi.org/10.1007/978-1-0716-4414-0_3

<br>
The original open-source data is from "Fluorescence Microscopy Datasets for Training Deep Neural Networks" - CC0 license<br>
    • http://gigadb.org/dataset/view/id/100888<br>
    • 16 bit image data, filetype: tif
DOI: 10.25592/uhhfdm.16913
title: AIMD. AI for microscopy denoising - dataset 2

description: The dataset contains the second of two processed open-source datasets used in the Github repository:<br>
https://github.com/IPMI-ICNS-UKE/AIMD.AI-for-microscopy-denoising

The AIMD Github repository is demonstrating the use of open-source microscopy data for deep learning based image denoising and transfer learning as showcased in:  Lohr, D., Meyer, L., Woelk, LM., Kovacevic, D., Diercks, BP., Werner, R. (2025). Deep Learning-Based Image Restoration and Super-Resolution for Fluorescence Microscopy: Overview and Resources. In: Diercks, BP. (eds) T Cell Activation. Methods in Molecular Biology, vol 2904. Humana, New York, NY. https://doi.org/10.1007/978-1-0716-4414-0_3

<br>
The original open-source data is from "Fluorescence Microscopy Datasets for Training Deep Neural Networks" - CC0 license<br>
    • http://gigadb.org/dataset/view/id/100888<br>
    • 16 bit image data, filetype: tif
DOI: 10.25592/uhhfdm.16868
title: AIMD. AI for microscopy denoising - dataset 1

description: The dataset contains the first of two processed open-source datasets used in the Github repository:

https://github.com/IPMI-ICNS-UKE/AIMD.AI-for-microscopy-denoising




The AIMD Github repository is demonstrating the use of open-source microscopy data for deep learning based image denoising and transfer learning as showcased in:  Lohr, D., Meyer, L., Woelk, LM., Kovacevic, D., Diercks, BP., Werner, R. (2025). Deep Learning-Based Image Restoration and Super-Resolution for Fluorescence Microscopy: Overview and Resources. In: Diercks, BP. (eds) T Cell Activation. Methods in Molecular Biology, vol 2904. Humana, New York, NY. https://doi.org/10.1007/978-1-0716-4414-0_3

The folder models contains pre-trained denoising models generated using the code of the AIMD repository.

The original open-source data is the "Fluorescence Microscopy Denoising (FMD) dataset" - CC BY-SA 4.0 license


 https://curate.nd.edu/articles/dataset/Fluorescence_Microscopy_Denoising_FMD_dataset/24744648
 8 bit image data, filetype: png
DOI: 10.25592/uhhfdm.16867
title: AIMD. AI for microscopy denoising - dataset 1

description: The dataset contains the first of two processed open-source datasets used in the Github repository:

https://github.com/IPMI-ICNS-UKE/AIMD.AI-for-microscopy-denoising




The AIMD Github repository is demonstrating the use of open-source microscopy data for deep learning based image denoising and transfer learning as showcased in:  Lohr, D., Meyer, L., Woelk, LM., Kovacevic, D., Diercks, BP., Werner, R. (2025). Deep Learning-Based Image Restoration and Super-Resolution for Fluorescence Microscopy: Overview and Resources. In: Diercks, BP. (eds) T Cell Activation. Methods in Molecular Biology, vol 2904. Humana, New York, NY. https://doi.org/10.1007/978-1-0716-4414-0_3

The folder models contains pre-trained denoising models generated using the code of the AIMD repository.

The original open-source data is the "Fluorescence Microscopy Denoising (FMD) dataset" - CC BY-SA 4.0 license


 https://curate.nd.edu/articles/dataset/Fluorescence_Microscopy_Denoising_FMD_dataset/24744648
 8 bit image data, filetype: png
DOI: 10.15468/dl.4scmgt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes apus Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.2593 -20.2058,35.9648 -19.5556,35.9648 -16.1504,26.9648 -16.1504,26.9648 -25.1504,35.1352 -25.1504,35.2524 -25.1064,35.8302 -24.5319,35.9648 -24.1383,35.9648 -21.4413,35.6073 -21.0389,35.2593 -20.2058))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012362-250525065834625/datasets/export for details.
DOI: 10.15468/dl.bkatjc
title: Occurrence Download

description: A dataset containing 6580 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pennisetum polystachion (L.) Schult."
 ]
}

 The dataset includes 6580 records from 188 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012363-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e88m3f
title: Occurrence Download

description: A dataset containing 19 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 Hedysarum brachypterum Bunge",
 "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 19 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012364-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ut4m9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes apus Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((33.4566 -25.7816,35.1352 -25.1504,26.9648 -25.1504,26.9648 -34.0826,27.209 -34.0314,28.1962 -33.4486,30.3395 -31.6744,31.7308 -29.6968,32.7846 -28.846,33.3559 -27.1274,33.4566 -25.7816))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012365-250525065834625/datasets/export for details.
DOI: 10.15468/dl.nmtzeb
title: Occurrence Download

description: A dataset containing 73 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 Helichrysum miconiifolium DC.",
 "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 73 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012367-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nvaxrf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes apus Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.9648 1.8496,26.9648 1.8496,26.9648 -7.1504,35.9648 -7.1504,35.9648 1.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012368-250525065834625/datasets/export for details.
DOI: 10.15468/dl.xkwes5
title: Occurrence Download

description: A dataset containing 6779 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pennisetum purpureum Schumach."
 ]
}

 The dataset includes 6779 records from 367 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012366-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8b2bes
title: Occurrence Download

description: A dataset containing 8627 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dipsacus sativus (L.) Honck.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 8627 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012372-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x7kafa
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes apus Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.9648 -7.1504,26.9648 -7.1504,26.9648 -16.1504,35.9648 -16.1504,35.9648 -7.1504))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012373-250525065834625/datasets/export for details.
DOI: 10.15468/dl.4r3bk3
title: Occurrence Download

description: A dataset containing 669 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 Helichrysum nudifolium (L.) Less.",
 "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 669 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012374-250525065834625/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/12020087
title: BOS Kemdikbud
DOI: 10.7910/dvn/xcbhj1
title: Replication Data for: Antiracist Expert Evidence

description: Since 2020, when mass protests against racism swept across the United States, scholars, law-yers, and the general public have become increasingly aware that racism permeates society and the criminal legal system, from overt racial animus to the nuanced effects of structural racism. Demonstrating the influence of racism is therefore vital to the practice of criminal defense, yet many attorneys do not know how to prove racism in court. We surveyed over seven hundred criminal-defense attorneys across the United States, and nearly half had never heard of expert witnesses testifying or submitting written reports on racism—what we call “antiracist expert evidence.” This finding would be unremarkable if such experts were unhelpful, but nearly nine-ty percent of surveyed attorneys expected that antiracist expert evidence would benefit their criminal-defense practices.

This Article is the first to provide an empirical, theoretical, and doctrinal examination of the use of expert testimony to prove racism. It first conceptualizes, categorizes, and instantiates six different expressions, manifestations, or mechanisms of racism relevant to criminal defense: (1) racist affiliations and views; (2) racist language, sounds, and imagery; (3) racial stereotypes; (4) racial disparities; (5) implicit racial bias; and (6) the impact of racism on health and behavior. It next presents and analyzes survey results showing criminal-defense attorneys’ levels of familiarity with antiracist expert evidence, their perceptions of its utility, and the barriers they anticipate to its introduction. This Article then examines these barriers and identifies means of overcoming them. By elevating the voices of criminal defenders and reviewing federal and state case law, we seek to spark the collective imagination about how antiracist expert evidence can help level the evidentiary playing field for criminal defendants.
DOI: 10.15468/dl.sw3fr2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes apus Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.9648 19.8496,26.9648 19.8496,26.9648 10.8496,35.9648 10.8496,35.9648 19.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012376-250525065834625/datasets/export for details.
DOI: 10.15468/dl.zzb8cg
title: Occurrence Download

description: A dataset containing 242 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 Helictotrichon filifolium (Lag.) Henrard",
 "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 242 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012378-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mhj7xd
title: Occurrence Download

description: A dataset containing 26460 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dittrichia graveolens (L.) Greuter)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 26460 records from 493 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012377-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ey937q
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes apus Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.9648 10.8496,26.9648 10.8496,26.9648 1.8496,35.9648 1.8496,35.9648 10.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012379-250525065834625/datasets/export for details.
DOI: 10.15468/dl.cxme4x
title: Occurrence Download

description: A dataset containing 55 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 Helictotrichon hookeri (Scribn.) Henrard",
 "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 55 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012380-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vd3v6f
title: Occurrence Download

description: A dataset containing 8333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Drymaria cordata (L.) Willd. ex Schult.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 8333 records from 310 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012382-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7ra4m
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes apus Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((54.0145 -15.8532,54.1138 -16.1504,54.9312 -16.1504,55.0218 -15.961,54.8989 -15.5532,54.5521 -15.3811,54.2381 -15.4633,54.0145 -15.8532))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012384-250525065834625/datasets/export for details.
DOI: 10.15468/dl.esvnyt
title: Occurrence Download

description: A dataset containing 8607 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 Helictotrichon pratense (L.) Besser",
 "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 8607 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012385-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h6meuj
title: Occurrence Download

description: A dataset containing 302 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sophora fulvida (Allan) Heenan & de Lange"
 ]
}

 The dataset includes 302 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012387-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.953rp7
title: Occurrence Download

description: A dataset containing 4388 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Otospermophilus variegatus (Erxleben, 1777)",
 "Year 2000-2025"
 ]
}

 The dataset includes 4388 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010200-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60594/w4rc71
title: Clip Plot, Macroplot, and Hemispherical Photographs Collected at the Winter Burn Plots located at Osceola National Forest in December 2021 and February 2022

description: To characterize fine-scale variations in vegetation structure, quantify heterogeneity, and capture fuel estimation and consumption, clip plot, macroplot, and hemispherical photographs were taken. This data set provides the photographs collected before (December 2021) and after (February 2022) the prescribed burns.
DOI: 10.7910/dvn/c2zhkh
title: Replication Data for: "Trade and Inequality: A Sufficient Statistics Approach"

description: This is the replication package for "Trade and Inequality: A Sufficient Statistics Approach," accepted in 2024 by the Journal of Political Economy Macroeconomics.
DOI: 10.7910/dvn/qnbmvm
title: Replication Package for: How did the European Marriage Pattern persist? Social versus familial inheritance: England and Quebec, 1650–1850

description: Replication Package
DOI: 10.7910/dvn/221jlj
title: Replication data for: Electoral Selection with Parties and Primaries
DOI: 10.7910/dvn/bb8osj
title: Data repository for "Durable lymph node expansion is associated with the efficacy of therapeutic vaccination"

description: Data repository for lymph node manuscript
DOI: 10.7910/dvn/bu0kb6
title: Wright Casebook Edited; Docketed Case: 85-5958
DOI: 10.7910/dvn/bzlsla
title: Replication Data for: Traceability in the Wild: Automatically Augmenting Incomplete Trace Links

description: The dataset contains the training and test data for machine learning algorithm described in the associated publication "Traceability in the Wild: Automatically Augmenting Incomplete Trace Links"
DOI: 10.7910/dvn/q6tszy
title: Wright Files I-Z Edited; Docketed Case: 21754