cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.923kjz
title: Occurrence Download

description: A dataset containing 804 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Rhabdornis inornatus Ogilvie-Grant, 1896"
 ]
}

 The dataset includes 804 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023887-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q2bhpm
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "GadmGid is USA.45_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bombus balteatus Dahlbom, 1832"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031879-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.76jtfk
title: Occurrence Download

description: A dataset containing 10837 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección de Insectos de la Universidad del Quindío"
 ]
}

 The dataset includes 10837 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012187-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jdwhsw
title: Occurrence Download

description: A dataset containing 35467907 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Belgium"
 ]
}

 The dataset includes 35467907 records from 796 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001371-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wv3m42
title: Occurrence Download

description: A dataset containing 2873 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Blandfordiaceae)"
 ]
}

 The dataset includes 2873 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023936-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bd2bvx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Batineviaceae)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023831-240314170635999/datasets/export for details.
DOI: 10.15468/dl.jcrrmx
title: Occurrence Download

description: A dataset containing 787 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Cinnamomum cassia (L.) J.Presl",
 "TaxonKey is Cinnamomum verum J.Presl"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 787 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012187-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yh65ah
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Canis simensis Rüppell, 1840"
 ]
}

 The dataset includes 59 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0094911-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d5aa7h
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Luidia quinaria von Martens, 1865"
 ]
}

 The dataset includes 91 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012188-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.84y3nz
title: Occurrence Download

description: A dataset containing 2957 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Todus angustirostris Lafresnaye, 1851"
 ]
}

 The dataset includes 2957 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023944-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dfn3xh
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Virgin Islands (U.S.)",
 "OccurrenceStatus is Present",
 "TaxonKey is Acropora cervicornis (Lamarck, 1816)",
 "Year 2013-2021"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0345419-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ntggr4
title: Occurrence Download

description: A dataset containing 21353 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Orcinus orca (Linnaeus, 1758)"
 ]
}

 The dataset includes 21353 records from 341 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0134663-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6h3w8z
title: Occurrence Download

description: A dataset containing 18554 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Nicandra physalodes",
 "Year 1970-2020"
 ]
}

 The dataset includes 18554 records from 389 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045092-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vnvfpa
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passiflora laurifolia",
 "Country is Niue",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045095-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2h7bxx
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arothron reticularis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 131 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045094-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z6nwx2
title: Occurrence Download

description: A dataset containing 516 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carposina sasakii"
 ]
}

 The dataset includes 516 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045096-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zy4ddm
title: Occurrence Download

description: A dataset containing 2075 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fauna y flora asociada a 18 humedales del valle geográfico del río Cauca"
 ]
}

 The dataset includes 2075 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045098-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17084616
title: Finite fault models for the 2020 Puerto Rico earthquake

description: Finite fault models comparing the two possible fault planes from the moment tensor data released by the Puerto Rico seismic network (https://doi.org/10.5066/F7MS3QZH) and another model along the Investigator Fault that host the Mw 6.4 earthquake on Jan 7, 2020 following Cromwell et al. (2022).

Update on 2025-09-09: Added finite fault models using GNSS coseismic displacements from the Nevada Geodetic Laboratory (2020) and López-Venegas et al. (2023), and a resolution test using synthetic data.
DOI: 10.15468/dl.yxjsmr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passiflora laurifolia",
 "Country is Palau",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045100-250827131500795/datasets/export for details.
DOI: 10.15468/dl.ymuf3z
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passiflora laurifolia",
 "Country is Samoa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045101-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2wgg4t
title: Occurrence Download

description: A dataset containing 45023 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DwcaExtension is one of (http://rs.gbif.org/terms/1.0/DNADerivedData)",
 "DatasetKey is one of (iNaturalist Research-grade Observations)"
 ]
}

 The dataset includes 45023 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045099-250827131500795/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.28310260
title: Superloaded Multiplexed scRNA-seq Data Preserves Primary Immune Cell Heterogeneity but Necessitates Stringent Doublet Removal

description: Single-cell RNA sequencing (scRNA-seq) has improved our ability to characterize rare cell populations. In practice, cells from different tissues or donors are simultaneously loaded onto the instrument (multiplexed) at the recommended (standard loading) or higher (superloading) numbers to save time and money. Although cost-effective, superloading can stymie computational analyses owing to high multiplet rates and sample complexity. We compared the effects of superloading on multiplexed single-cell gene expression and T cell receptor (TCR) data generated from human thymus and blood samples from different donors. Minimal transcriptomic differences were observed between the data generated by either standard or superloading. Irrespective of the loading cell number, we found that over 50% of the T cells expressing multiple TCR chains were doublets. Multiple samples can be run simultaneously without compromising data quality and subsequent analyses. However, an additional doublet removal step based on TCR configuration may improve the accuracy of T cell analysis.
DOI: 10.6084/m9.figshare.28310260.v3
title: Superloaded Multiplexed scRNA-seq Data Preserves Primary Immune Cell Heterogeneity but Necessitates Stringent Doublet Removal

description: Single-cell RNA sequencing (scRNA-seq) has improved our ability to characterize rare cell populations. In practice, cells from different tissues or donors are simultaneously loaded onto the instrument (multiplexed) at the recommended (standard loading) or higher (superloading) numbers to save time and money. Although cost-effective, superloading can stymie computational analyses owing to high multiplet rates and sample complexity. We compared the effects of superloading on multiplexed single-cell gene expression and T cell receptor (TCR) data generated from human thymus and blood samples from different donors. Minimal transcriptomic differences were observed between the data generated by either standard or superloading. Irrespective of the loading cell number, we found that over 50% of the T cells expressing multiple TCR chains were doublets. Multiple samples can be run simultaneously without compromising data quality and subsequent analyses. However, an additional doublet removal step based on TCR configuration may improve the accuracy of T cell analysis.
DOI: 10.15468/dl.yh6kvc
title: Occurrence Download

description: A dataset containing 45023 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DwcaExtension is one of (http://rs.gbif.org/terms/1.0/DNADerivedData)",
 "DatasetKey is one of (iNaturalist Research-grade Observations)"
 ]
}

 The dataset includes 45023 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045102-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15753653
title: Dataset for: Accurate and Efficient Junction Mixing Prediction in Water Distribution Networks via Surrogate Modelling

description: The quality of the water flowing through Water Distribution Networks (WDNs) is a fundamental parameter for the operation of these systems, as it affects public health, local economies and the networks themselves. Hence, the use of models predicting water quality for, among others, scenario analysis, monitoring, and control is widely understood to be of high importance. However, by virtue of the extensive nature of most WDNs, these models are simplified, typically being one-dimensional and assuming perfect mixing in the network’s junctions. This assumption is often incorrect and can lead to severe misrepresentations of the expected propagation of solutes or the possible consequences of contamination events. The growing importance of contaminants of emerging concern has further increased the significance of these considerations. Accordingly, in this work, a high-resolution screening of a wide range of possible operational conditions for three junction geometries commonly found in WDNs was performed with an experimentally validated Computational Fluid Dynamics (CFD) model. The resulting extensive dataset is publicly available and was used as the basis for a surrogate model based on artificial neural networks. The proposed approach was found to be capable of accurately recovering the original CFD predictions at a fraction of the computational cost. Moreover, satisfactory interpolation along the studied operational space was observed as well. Finally, the surrogate model was coupled with the EPANET hydraulic simulator, which allowed for the efficient analysis of the influence of imperfect mixing under different conditions in a realistic urban WDN.
DOI: 10.5281/zenodo.15753654
title: Dataset for: Accurate and Efficient Junction Mixing Prediction in Water Distribution Networks via Surrogate Modelling

description: The quality of the water flowing through Water Distribution Networks (WDNs) is a fundamental parameter for the operation of these systems, as it affects public health, local economies and the networks themselves. Hence, the use of models predicting water quality for, among others, scenario analysis, monitoring, and control is widely understood to be of high importance. However, by virtue of the extensive nature of most WDNs, these models are simplified, typically being one-dimensional and assuming perfect mixing in the network’s junctions. This assumption is often incorrect and can lead to severe misrepresentations of the expected propagation of solutes or the possible consequences of contamination events. The growing importance of contaminants of emerging concern has further increased the significance of these considerations. Accordingly, in this work, a high-resolution screening of a wide range of possible operational conditions for three junction geometries commonly found in WDNs was performed with an experimentally validated Computational Fluid Dynamics (CFD) model. The resulting extensive dataset is publicly available and was used as the basis for a surrogate model based on artificial neural networks. The proposed approach was found to be capable of accurately recovering the original CFD predictions at a fraction of the computational cost. Moreover, satisfactory interpolation along the studied operational space was observed as well. Finally, the surrogate model was coupled with the EPANET hydraulic simulator, which allowed for the efficient analysis of the influence of imperfect mixing under different conditions in a realistic urban WDN.
DOI: 10.5281/zenodo.17084580
title: 6G-PATH_WP1_Dataset_UC-EDU-3_KAU
DOI: 10.5281/zenodo.17084579
title: 6G-PATH_WP1_Dataset_UC-EDU-3_KAU
DOI: 10.48366/r1470359
title: Low-level red-light (LLRL) therapy and myopia control

description: While low-level red-light (LLRL) therapy is new and used in the control of myopia progression, this comparison assesses the efficacy and safety of such therapy among children. 

Relevant literatures were identified using PubMed, Google Scholar and Scopus with search terms: 
((((((((((myopia[Title/Abstract]) OR (shortsightedness[Title/Abstract])) OR (nearsightedness[Title/Abstract])) OR (error, refractive[MeSH Terms])) OR (myopia progression[Title/Abstract])) OR (myopia development[Title/Abstract])) OR (ocular growth[Title/Abstract])) AND (clinicaltrial[Filter] OR observationalstudy[Filter] OR randomizedcontrolledtrial[Filter]))) AND (((((((((((low-level red-light therapy[Title/Abstract]) OR (LLRL[Title/Abstract])) OR (low-level laser light therapy[Title/Abstract])) OR (red light therapy[Title/Abstract])) OR (low-power laser therapy[Title/Abstract])) OR (non-thermal LED light[Title/Abstract])) OR (phototherapy[Title/Abstract])) OR (low-level red light[Title/Abstract])) OR (photonic stimulation[Title/Abstract])) AND (clinicaltrial[Filter] OR observationalstudy[Filter] OR randomizedcontrolledtrial[Filter])))) AND (((((((children[Title/Abstract]) OR (teenager[Title/Abstract])) OR (child[Title/Abstract])) OR (school children[Title/Abstract])) OR (school-aged[Title/Abstract])) AND (clinicaltrial[Filter] OR observationalstudy[Filter] OR randomizedcontrolledtrial[Filter])))

The references of all included studies were also searched manually to identify any additional papers.
DOI: 10.15468/dl.eew5bf
title: Occurrence Download

description: A dataset containing 21734387 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 21734387 records from 12224 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045011-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d6d3w2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Petrocephalus wesselsi Kramer & van der Bank, 2000",
 "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 ((25.5395 -23.2724,25.1306 -24.0715,25.5395 -24.0715,25.5395 -23.2724))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024231-250525065834625/datasets/export for details.
DOI: 10.15468/dl.xmtq43
title: Occurrence Download

description: A dataset containing 25742 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Boa imperator Daudin, 1803, Bothrops asper (Garman, 1883), Coniophanes imperialis (Baird & Girard, 1859), Eleutherodactylus cystignathoides (Cope, 1877), Ficimia streckeri Taylor, 1931, Hemidactylus frenatus Schlegel, 1836, Holcosus undulatus (Wiegmann, 1834), Hypopachus variolosus (Cope, 1866), Incilius nebulifer (Girard, 1854), Kinosternon herrerai Stejneger, 1925, Laemanctus serratus Cope, 1864, Leptodactylus melanonotus (Hallowell, 1861), Notophthalmus meridionalis (Cope, 1880), Plestiodon lynxe (Wiegmann, 1834), Ecnomiohyla miotympanum (Cope, 1863), Rhinella horribilis (Wiegmann, 1833), Sceloporus variabilis Wiegmann, 1834, Scinax staufferi (Cope, 1865), Smilisca baudinii (Duméril & Bibron, 1841), Trachemys venusta (Gray, 1855), Trachycephalus typhonius (Linnaeus, 1758))",
 "Year 1970-2025"
 ]
}

 The dataset includes 25742 records from 201 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024230-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c1eym8
title: Occurrence Download

description: A dataset containing 432 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Quercus michauxii Nutt.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 432 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002260-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ur4fc
title: Occurrence Download

description: A dataset containing 1596 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Deparia dimorphophylla (Koidz.) M.Kato",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 1596 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002266-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.knvq86
title: Occurrence Download

description: A dataset containing 16547 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "MediaType is Image",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "GenusKey is Viburnum L."
 ]
}

 The dataset includes 16547 records from 182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191344-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.