cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17859444
title: Biomedical Images Dataset

description: This repository contains the data from the manuscript "MaZda versus PyRadiomics – Comparison of the Effectiveness of Texture Feature Estimation in the Context of Classifying Selected Biomedical Images". During data collection, repositories available on the Kaggle and ISIC platforms were used, as well as the authors’ own resources prepared for earlier research. Five datasets containing images recorded using various imaging techniques were prepared. The characteristics of these datasets, including their division into observation classes, were as follows:• chest X-ray images – 2000 images divided into 4 classes (Normal, Covid-19, Viral Pneumonia, Lung Opacity);• lung CT images – 1000 images divided into 2 classes (Non-Covid, Covid-19);• brain MRI images – 2000 images divided into 4 classes (Normal, Glioma Tumor, Meningioma Tumor, Pituitary Tumor);• thyroid ultrasound images – 800 images divided into 2 classes (Normal, Hashimoto’s Disease);• dermoscopic images of skin lesions – 1600 images divided into 4 classes (Nevus, Seborrheic Keratosis, Malignant Melanoma, Basal Cell Carcinoma).

As part of the image pre-processing, cropping and conversion to an 8-bit grayscale format were performed. The image-cropping method, along with the size of the individual crops, is presented in this Figure:

https://drive.google.com/file/d/1d67O_qvC-GMoeJehpp--S6eORA7PQSO2/view?usp=drive_link.

All datasets were randomly divided into training and testing parts (70% and 30% of the full set respectively). In all datasets, the observation classes are balanced (each class contains the same number of samples). The collection of images contained in this repository can be used for testing and comparing methods of texture feature estimation, such as measures based on the gray-level co-occurrence matrix (GLCM), LBP descriptors, or wavelet transform parameters. In addition, they provide a suitable environment for validating image classification algorithms, both traditional ones (K-NN, SVM, decision trees) and those based on deep neural networks. Thanks to the controlled experimental conditions and known class labels, it is possible to objectively compare the effectiveness of individual approaches and optimize model architectures.
DOI: 10.15468/dl.ns4u2u
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((99.626 0.649184, 99.555733 0.643617, 99.487196 0.6270520000000001, 99.422077 0.599897, 99.361981 0.562822, 99.308386 0.516738, 99.262613 0.462782, 99.22578900000001 0.402281, 99.198819 0.336726, 99.182368 0.267731, 99.17684 0.196994, 99.182371 0.126257, 99.198826 0.057263, 99.225798 -0.008291, 99.262625 -0.06879, 99.308398 -0.122744, 99.361992 -0.168826, 99.422087 -0.2059, 99.48720299999999 -0.233053, 99.555736 -0.249618, 99.626 -0.255185, 99.696264 -0.249618, 99.764797 -0.233053, 99.829913 -0.2059, 99.89000799999999 -0.168826, 99.943602 -0.122744, 99.989375 -0.06879, 100.026202 -0.008291, 100.053174 0.057263, 100.069629 0.126257, 100.07516 0.196994, 100.069632 0.267731, 100.053181 0.336726, 100.026211 0.402281, 99.98938699999999 0.462782, 99.943614 0.516738, 99.890019 0.562822, 99.82992299999999 0.599897, 99.764804 0.6270520000000001, 99.69626700000001 0.643617, 99.626 0.649184))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038562-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.947ene
title: Occurrence Download

description: A dataset containing 291 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ruellia paniculata"
 ]
}

 The dataset includes 291 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038561-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/zkhvor
title: PAN-00031911 - early medieval disc brooch with cross motif group E

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00031911&lt;/p&gt;
description: Modified: 2025-10-30T16:15:24+01:00
DOI: 10.15468/dl.qwh44g
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Filogranula gracilis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 91 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038564-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4cwcmt
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038565-251120083545085/datasets/export for details.
DOI: 10.15468/dl.y5e2pz
title: Occurrence Download

description: A dataset containing 335 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leaunio ortmanni"
 ]
}

 The dataset includes 335 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038566-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cj6fgv
title: Occurrence Download

description: A dataset listing the 11 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ploceus cucullatus"
 ]
}

 The dataset's 11 records were derived from 273 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038545-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.emc27j
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((103.01 0.649184, 102.939733 0.643617, 102.871196 0.6270520000000001, 102.806077 0.599897, 102.745981 0.562822, 102.692386 0.516738, 102.646613 0.462782, 102.609789 0.402281, 102.582819 0.336726, 102.566368 0.267731, 102.56084 0.196994, 102.566371 0.126257, 102.582826 0.057263, 102.609798 -0.008291, 102.646625 -0.06879, 102.692398 -0.122744, 102.745992 -0.168826, 102.806087 -0.2059, 102.871203 -0.233053, 102.939736 -0.249618, 103.01 -0.255185, 103.080264 -0.249618, 103.148797 -0.233053, 103.213913 -0.2059, 103.274008 -0.168826, 103.327602 -0.122744, 103.373375 -0.06879, 103.410202 -0.008291, 103.437174 0.057263, 103.453629 0.126257, 103.45916 0.196994, 103.453632 0.267731, 103.437181 0.336726, 103.410211 0.402281, 103.373387 0.462782, 103.327614 0.516738, 103.274019 0.562822, 103.213923 0.599897, 103.148804 0.6270520000000001, 103.080267 0.643617, 103.01 0.649184))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038567-251120083545085/datasets/export for details.
DOI: 10.15468/dl.gmtg6w
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((3.74693 -5.79812,30.25307 -5.79812,30.25307 4.79812,3.74693 4.79812,3.74693 -5.79812))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Umma gumma"
 ]
}

 The dataset includes 30 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038568-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/t7ocwq
title: PAN-00175166 - pinch lead

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00175166&lt;/p&gt;
description: Modified: 2025-11-05T12:01:09+01:00
DOI: 10.15151/esrf-es-2303919546
title: IBS BAG

description: The IBS BAG includes teams from IBS (Grenoble) and external groups from CEA-Cadarache (St Paul lez Durance) and IRBA (Brétigny-sur-Orge). We study the structure-function relationships of proteins with a focus on human health, biotechnology and methodology. Most of the projects are a continuation of the MX-2586 proposal and can be grouped under the following themes: host-pathogen interaction, new therapeutic targets, fundamental cellular mechanisms, membrane proteins, biotechnological applications and methodology. Some of these projects use integrative approaches (X-ray crystallography, cryo-EM, SAXS and NMR) together with other biophysical and biochemical studies and, more recently, the use of AI (AlphaFold) to fully understand the complexity of the biological macromolecular systems under study.
DOI: 10.15468/dl.hhpvrn
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Filogranula stellata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 101 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038571-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.demprg
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038573-251120083545085/datasets/export for details.
DOI: 10.15468/dl.mxnmbb
title: Occurrence Download

description: A dataset containing 243 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "TaxonKey is Hohenbergia ridleyi"
 ]
}

 The dataset includes 243 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038572-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17859471
title: Restructure This: Using AI to Restructure Onboarding Documents to reduce Cognitive Overload
DOI: 10.5281/zenodo.17859472
title: Restructure This: Using AI to Restructure Onboarding Documents to reduce Cognitive Overload
DOI: 10.15468/dl.dgtegt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((101.276 0.661184, 101.205732 0.655617, 101.137195 0.639052, 101.072077 0.611897, 101.01198 0.574821, 100.958386 0.528738, 100.912613 0.474781, 100.875788 0.414281, 100.848818 0.348726, 100.832367 0.27973, 100.826839 0.208994, 100.832371 0.138257, 100.848826 0.06926300000000001, 100.875798 0.003709, 100.912625 -0.05679, 100.958399 -0.110744, 101.011993 -0.156826, 101.072087 -0.1939, 101.137203 -0.221053, 101.205736 -0.237618, 101.276 -0.243185, 101.346264 -0.237618, 101.414797 -0.221053, 101.479913 -0.1939, 101.540007 -0.156826, 101.593601 -0.110744, 101.639375 -0.05679, 101.676202 0.003709, 101.703174 0.06926300000000001, 101.719629 0.138257, 101.725161 0.208994, 101.719633 0.27973, 101.703182 0.348726, 101.676212 0.414281, 101.639387 0.474781, 101.593614 0.528738, 101.54002 0.574821, 101.479923 0.611897, 101.414805 0.639052, 101.346268 0.655617, 101.276 0.661184))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038574-251120083545085/datasets/export for details.
DOI: 10.17026/ar/n08kp7
title: PAN-00180738 - military button, Dutch, post-Napoleonic

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00180738&lt;/p&gt;
description: Modified: 2025-10-08T13:08:18+02:00
DOI: 10.15468/dl.hs6nuc
title: Occurrence Download

description: A dataset containing 2477 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is England Non Native Species records 1965 to 2017",
 "Geometry POLYGON((-20.16277 45.74421,16.16277 45.74421,16.16277 60.25579,-20.16277 60.25579,-20.16277 45.74421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pacifastacus leniusculus"
 ]
}

 The dataset includes 2477 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038575-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17859381
title: Dataset for "You Only Look Once (YOLO) Based Machine Learning Algorithm for Real-Time Detection of Loop-Mediated Isothermal Amplification (LAMP) Diagnostics"

description: This dataset provides the raw digital images employed to train, validate, and test a machine-learning model for automatic classification of Loop-Mediated Isothermal Amplification (LAMP) assay outcomes. It includes labeled images of LAMP reaction tubes under different lighting and visual conditions, organized into training, validation, and testing subsets.

The dataset supports the development of an automated diagnostic system based on YOLOv8, which detects and classifies tubes as positive or negative. These data were used in a study demonstrating that machine-learning–based analysis can significantly reduce human interpretation errors in LAMP assays and enable rapid, objective, and real-time result classification.

Researchers can use this dataset for:



Training object detection or classification models

Evaluating automated diagnostic systems

Reproducing or extending the results presented in our study


Please cite this dataset using the DOI assigned by Zenodo.
DOI: 10.5281/zenodo.17859382
title: Dataset for "You Only Look Once (YOLO) Based Machine Learning Algorithm for Real-Time Detection of Loop-Mediated Isothermal Amplification (LAMP) Diagnostics"

description: This dataset provides the raw digital images employed to train, validate, and test a machine-learning model for automatic classification of Loop-Mediated Isothermal Amplification (LAMP) assay outcomes. It includes labeled images of LAMP reaction tubes under different lighting and visual conditions, organized into training, validation, and testing subsets.

The dataset supports the development of an automated diagnostic system based on YOLOv8, which detects and classifies tubes as positive or negative. These data were used in a study demonstrating that machine-learning–based analysis can significantly reduce human interpretation errors in LAMP assays and enable rapid, objective, and real-time result classification.

Researchers can use this dataset for:



Training object detection or classification models

Evaluating automated diagnostic systems

Reproducing or extending the results presented in our study


Please cite this dataset using the DOI assigned by Zenodo.
DOI: 10.15468/dl.84hp3r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paralepas maculata Utinomi, 1980",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066277-240229165702484/datasets/export for details.
DOI: 10.15468/dl.jmjaku
title: Occurrence Download

description: A dataset containing 48011 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Brachyscome Cass.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 48011 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028803-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hnb6cm
title: Occurrence Download

description: A dataset containing 113928 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "Year is 1979",
 "Country is Brazil"
 ]
}

 The dataset includes 113928 records from 211 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0177820-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w247em
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aulosepalum nelsonii (Greenm.) Garay"
 ]
}

 The dataset includes 97 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145064-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2u8cx6
title: Occurrence Download

description: A dataset containing 69647 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Egretta gularis (Bosc, 1792)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 69647 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031872-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.og6d5f
title: Occurrence Download

description: A dataset containing 2478470 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2478470 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028804-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zktph
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Potentilla pulcherrima Lehm.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 186 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0177785-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.byc49j
title: Occurrence Download

description: A dataset containing 28917 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-99 52.24306, -90 52.24306, -90 54.20435, -99 54.20435, -99 52.24306))"
 ]
}

 The dataset includes 28917 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031881-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3grc1x
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ophrys atlantica Munby"
 ]
}

 The dataset includes 66 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028803-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pf4eba
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus mundus L.H.Bailey",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0177861-200613084148143/datasets/export for details.
DOI: 10.15468/dl.vdrq7m
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hartliella suffruticosa (Lisowski & Mielcarek) Eb.Fisch."
 ]
}

 The dataset includes 16 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013741-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ylglcz
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phlegmariurus schlimii (Herter) B.Øllg."
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028807-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.