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

description: A dataset containing 3430 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is ZUEC-HYM - Coleção de Hymenoptera do Museu de Zoologia da UNICAMP"
 ]
}

 The dataset includes 3430 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011362-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f44h5h
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Austromyrtus mendute (Guillaumin) Burret"
 ]
}

 The dataset includes 52 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038856-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uvjrph
title: Occurrence Download

description: A dataset containing 8 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 Chalcides delislei (Lataste & Rochebrune, 1876)"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003590-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdqwzc
title: Occurrence Download

description: A dataset containing 355 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Carábidos (Coleoptera: Carabidae) del Museo de Entomología de la Universidad del Valle (Cali, Colombia)"
 ]
}

 The dataset includes 355 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011364-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rakwxt
title: Occurrence Download

description: A dataset containing 165311832 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-73 -26,104 -26,104 39,-73 39,-73 -26))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1970-2024"
 ]
}

 The dataset includes 165311832 records from 12654 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003642-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.48j356
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hantzschia amphioxyss (Ehrenberg) Grunow, 1880",
 "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 ((35.6306 -23.844,35.6007 -23.8125,35.6007 -24.0157,35.6306 -23.844))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059681-250525065834625/datasets/export for details.
DOI: 10.15468/dl.n4ncer
title: Occurrence Download

description: A dataset containing 38549 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is Observation.org, Nature data from around the World",
 "GadmGid is DEU.3_1",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 38549 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059683-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7rxskb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malapterurus occidentalis Norris, 2002",
 "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 ((43.2262 -16.9066,42.991 -16.6199,42.5693 -16.563,42.237 -16.8562,42.2373 -17.2371,42.4892 -17.5028,42.907 -17.5351,43.1823 -17.3111,43.2262 -16.9066))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059684-250525065834625/datasets/export for details.
DOI: 10.5519/qd.vsx54wv6
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (5314 records)
DOI: 10.15468/dl.k9wj3s
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hapalosiphon Nägeli ex Bornet & Flahault, 1886",
 "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 ((30.0251 -31.3959,30.5701 -30.7329,30.5701 -28.5786,25.5395 -28.5786,25.5395 -32.9007,28.2048 -32.9007,28.5753 -32.6569,29.4902 -31.7517,30.0251 -31.3959))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059685-250525065834625/datasets/export for details.
DOI: 10.15468/dl.f5knny
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malapterurus occidentalis Norris, 2002",
 "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 ((40.4338 -16.6515,40.833 -15.9401,37.1382 -15.9401,37.1382 -18.642,37.5549 -18.1303,38.5882 -17.6405,39.1071 -17.6835,39.6106 -17.1715,40.0468 -17.0272,40.4338 -16.6515))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059687-250525065834625/datasets/export for details.
DOI: 10.15468/dl.83zcx2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hapalosiphon Nägeli ex Bornet & Flahault, 1886",
 "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 ((30.5701 -24.0715,25.5395 -24.0715,25.5395 -28.5786,30.5701 -28.5786,30.5701 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059688-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15624078
title: Researcher and Funder perspectives on research funders' support for Public and Patient Involvement in Research (PPI)

description: This file contains the data files from the two surveys below, and the questionnaires used to collect the data.



2021 Survey: How should Irish research funders support public and patient involvement in research? 

2021 Survey: Survey for research funders: Strategies, practices and supports to enhance public/citizen involvement 


Background: Public and Patient Involvement (PPI) means involvement in the planning and doing of research from start to finish and help tell the public about the results. This paper presents the findings of two surveys conducted by the Health Research Board (HRB) to explore how funders can support PPI and to learn about practices of other national funders. 

Methods: Two online surveys were conducted.  Survey 1 targeted researchers, asking how Irish research funders should support PPI. Results were compared to a similar survey run in 2016.

Survey 2 explored Irish research funders’ strategies, practices and supports to enhance public and citizen engagement and involvement in research. 

Results: 218 complete responses were submitted to Survey 1. Eighty one percent of respondents always or sometimes involve the public or patients in their research, and 92 percent of these were satisfied with the experience. Benefits and barriers were similar to those reported elsewhere. Two thirds of respondents rated their PPI knowledge as good or very good; however, research participation and research outreach activities were classed as PPI activity by some. Key actions by funders to support PPI were seen in the areas of funding, awareness and training. PPI Ignite Network offices and peers were key sources of learning. 

Eight Irish funders responded to Survey 2. All have adopted a range of strategies and supports for citizen engagement in research, both as funder-led activities and within research they fund. The HRB remains the only public funder in Ireland with explicit emphasis on PPI. 

Conclusion: While the first-hand experience of PPI amongst researchers has grown, the need to increase knowledge and address barriers continues. Most funders deploy strategies, practices and supports for citizen engagement in research, and some are considering strengthening their approach to shared decision making.
DOI: 10.5281/zenodo.15624079
title: Researcher and Funder perspectives on research funders' support for Public and Patient Involvement in Research (PPI)

description: This file contains the data files from the two surveys below, and the questionnaires used to collect the data.



2021 Survey: How should Irish research funders support public and patient involvement in research? 

2021 Survey: Survey for research funders: Strategies, practices and supports to enhance public/citizen involvement 


Background: Public and Patient Involvement (PPI) means involvement in the planning and doing of research from start to finish and help tell the public about the results. This paper presents the findings of two surveys conducted by the Health Research Board (HRB) to explore how funders can support PPI and to learn about practices of other national funders. 

Methods: Two online surveys were conducted.  Survey 1 targeted researchers, asking how Irish research funders should support PPI. Results were compared to a similar survey run in 2016.

Survey 2 explored Irish research funders’ strategies, practices and supports to enhance public and citizen engagement and involvement in research. 

Results: 218 complete responses were submitted to Survey 1. Eighty one percent of respondents always or sometimes involve the public or patients in their research, and 92 percent of these were satisfied with the experience. Benefits and barriers were similar to those reported elsewhere. Two thirds of respondents rated their PPI knowledge as good or very good; however, research participation and research outreach activities were classed as PPI activity by some. Key actions by funders to support PPI were seen in the areas of funding, awareness and training. PPI Ignite Network offices and peers were key sources of learning. 

Eight Irish funders responded to Survey 2. All have adopted a range of strategies and supports for citizen engagement in research, both as funder-led activities and within research they fund. The HRB remains the only public funder in Ireland with explicit emphasis on PPI. 

Conclusion: While the first-hand experience of PPI amongst researchers has grown, the need to increase knowledge and address barriers continues. Most funders deploy strategies, practices and supports for citizen engagement in research, and some are considering strengthening their approach to shared decision making.
DOI: 10.5281/zenodo.15704624
title: LycheeGuardianNotebook
DOI: 10.5281/zenodo.15704625
title: LycheeGuardianNotebook
DOI: 10.57967/hf/5832
title: jewelry
DOI: 10.5258/soton/d3360
title: An Investigation into Extreme Light Scattering in Disordered Photonic Networks

description: Dataset for the doctoral thesis of the name given above. Contains:
Total Transmission and reflection, Coherent Backsscattering, Spatio-temporal pump probe time of flight, and optical memory effect speckle cross correlation measurements.
DOI: 10.6084/m9.figshare.25794694
title: Fiber Photometry

description: Fiber photometry recordings of extracellular 5-HT using GRAB5-HT3.0 sensors in 6 mice across 12 sessions during spontaneous behavior in the home cage.
DOI: 10.6084/m9.figshare.25794694.v2
title: Fiber Photometry

description: Fiber photometry recordings of extracellular 5-HT using GRAB5-HT3.0 sensors in 6 mice across 12 sessions during spontaneous behavior in the home cage.
DOI: 10.6084/m9.figshare.25794694.v3
title: Fiber Photometry

description: Fiber photometry recordings of extracellular 5-HT using GRAB5-HT3.0 sensors in 6 mice across 12 sessions during spontaneous behavior in the home cage.
DOI: 10.15468/dl.mx7kqw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malapterurus occidentalis Norris, 2002",
 "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 ((43.7407 -15.8768,43.6816 -15.9401,46.1382 -15.9401,46.1382 -15.1614,46.0559 -15.2167,45.4781 -15.3105,44.725 -15.7042,43.7407 -15.8768))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059689-250525065834625/datasets/export for details.
DOI: 10.15468/dl.63s8e4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hapalosiphon Nägeli ex Bornet & Flahault, 1886",
 "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 ((27.1332 -20.158,25.5395 -23.2724,25.5395 -24.0715,30.5701 -24.0715,30.5701 -20.3186,29.6496 -19.6123,28.947 -19.4003,28.1821 -19.4609,27.6072 -19.7214,27.1332 -20.158))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059690-250525065834625/datasets/export for details.
DOI: 10.15468/dl.u8ydmd
title: Occurrence Download

description: A dataset containing 552998 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is NABU|naturgucker",
 "GadmGid is DEU.3_1",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 552998 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059680-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.af8x9e
title: Occurrence Download

description: A dataset containing 165316 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is DEU.3_1",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 165316 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059679-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cysrcy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malapterurus occidentalis Norris, 2002",
 "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 ((45.0245 -12.136,44.6652 -11.6088,43.9782 -11.7142,43.8575 -11.1854,43.5561 -10.9013,42.9255 -11.043,42.7331 -11.7654,43.2052 -12.6542,43.4803 -12.8847,44.5705 -12.8806,44.7256 -13.3177,45.1376 -13.5063,45.5464 -13.3432,45.7456 -13.0171,45.7852 -12.6623,45.638 -12.4031,45.0245 -12.136))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059691-250525065834625/datasets/export for details.
DOI: 10.15468/dl.6h6vct
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hapalosiphon Nägeli ex Bornet & Flahault, 1886",
 "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 ((25.0214 -34.0501,25.5395 -34.1098,25.5395 -32.9007,20.509 -32.9007,20.509 -34.5676,20.524 -34.555,20.8859 -34.5419,20.9606 -34.4398,21.2995 -34.5131,21.5296 -34.4338,21.8696 -34.4439,22.0323 -34.2835,22.221 -34.2428,22.2566 -34.1304,22.5993 -34.0741,22.9652 -34.1674,23.4069 -34.1858,23.4955 -34.0792,23.6056 -34.0563,24.8471 -34.2877,24.9447 -34.2397,25.0214 -34.0501))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059692-250525065834625/datasets/export for details.
DOI: 10.15468/dl.bbyvgp
title: Occurrence Download

description: A dataset containing 705 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pheretima Kinberg, 1866"
 ]
}

 The dataset includes 705 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059693-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15704588
title: Implementation of Convolutional Neural Networks with Transfer Learning for Brain Tumor Detection Using Large-Scale Magnetic Resonance Image Datasets

description: Fast and accurate brain tumor identification via MRI is crucial for treatment. This research presents a CAD pipeline using CNNs and transfer learning to classify axial T1-weighted brain MRI scans. Using a public dataset of 3,264 scans (glioma, meningioma, pituitary, non-tumor), we preprocessed and augmented the data. We compared a custom CNN with a fine-tuned VGG16. The transfer-learning model achieved superior performance (98% accuracy, 0.98 precision, 0.97 recall, 0.97 F1, 0.99 AUC) with fewer epochs, outperforming the baseline. McNemar’s test confirmed statistical significance (α = 0.05). This suggests pre-trained networks with augmentation offer state-of-the-art results even with limited medical data, paving the way for deployable brain tumor screening tools.
DOI: 10.5281/zenodo.15704589
title: Implementation of Convolutional Neural Networks with Transfer Learning for Brain Tumor Detection Using Large-Scale Magnetic Resonance Image Datasets

description: Fast and accurate brain tumor identification via MRI is crucial for treatment. This research presents a CAD pipeline using CNNs and transfer learning to classify axial T1-weighted brain MRI scans. Using a public dataset of 3,264 scans (glioma, meningioma, pituitary, non-tumor), we preprocessed and augmented the data. We compared a custom CNN with a fine-tuned VGG16. The transfer-learning model achieved superior performance (98% accuracy, 0.98 precision, 0.97 recall, 0.97 F1, 0.99 AUC) with fewer epochs, outperforming the baseline. McNemar’s test confirmed statistical significance (α = 0.05). This suggests pre-trained networks with augmentation offer state-of-the-art results even with limited medical data, paving the way for deployable brain tumor screening tools.
DOI: 10.15468/dl.t8d7zk
title: Occurrence Download

description: A dataset containing 322 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "RecordedBy is Alexandre Dumas",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 322 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059694-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.44ermm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malapterurus occidentalis Norris, 2002",
 "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 ((40.2507 -7.283,40.3593 -6.9401,37.1382 -6.9401,37.1382 -15.9401,40.833 -15.9401,41.2799 -15.1437,41.3393 -14.5415,41.0746 -13.7303,41.0605 -13.1401,41.2083 -10.8702,40.8137 -10.0044,40.2891 -9.7011,40.0279 -8.7703,40.4084 -7.7006,40.2507 -7.283))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059696-250525065834625/datasets/export for details.
DOI: 10.15468/dl.6ycmzj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hapalosiphon Nägeli ex Bornet & Flahault, 1886",
 "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 ((32.064 -28.9416,32.4847 -28.5786,30.5701 -28.5786,30.5701 -30.7329,30.6252 -30.6659,31.4179 -29.4257,31.8178 -29.0299,32.064 -28.9416))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059695-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15704610
title: Affective Touch in Anorexia Nervosa and Attachment Dimensions.
DOI: 10.5281/zenodo.15704611
title: Affective Touch in Anorexia Nervosa and Attachment Dimensions.
DOI: 10.15468/dl.fq9aqu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hapalosiphon Nägeli ex Bornet & Flahault, 1886",
 "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 ((35.5808 -24.13,35.5909 -24.0715,30.5701 -24.0715,30.5701 -28.5786,32.4847 -28.5786,32.55 -28.5222,33.0346 -26.8668,32.9741 -26.7838,33.0415 -26.059,32.9304 -26.0011,32.7994 -26.1281,32.6834 -26.0015,32.813 -25.8728,32.8513 -25.7166,33.3048 -25.3731,35.1489 -24.6699,35.5808 -24.13))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059698-250525065834625/datasets/export for details.