cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.mvvfu4
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Nymphaea heudelotii"
 ]
}

 The dataset includes 226 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028630-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9puu2x
title: Occurrence Download

description: A dataset containing 386365 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sonchus oleraceus",
 "Year 1954-2022"
 ]
}

 The dataset includes 386365 records from 2216 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028593-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pb9c2w
title: Occurrence Download

description: A dataset containing 335 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["3878251"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 335 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015004-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m5c234
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-7.86578 41.95502,-6.91848 42.13977,-6.85871 42.55999,-6.90942 42.96572,-7.51258 42.82081,-7.84224 42.60165,-7.90563 42.2738,-7.86578 41.95502))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Martes martes (Linnaeus, 1758)",
 "Year 2008-2025"
 ]
}

 The dataset includes 31 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015005-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15300029
title: MicroBIS - An integrated AI laboratory Assistant for Bacteria and Antimicrobial Resistance Identification

description: dataset.zip: Contains dataset used for training classification models.



enterobac_100_train_data.txt: PyBact synthetic dataset for training bacteria classification models.

2024_05_28_atlas_antibiotics.csv: Original 'Pfizer ATLAS dataset'.

amr_data_long_format_no_genes.csv: Dataset for training AMR (MIC) classification models, derived from '2024_05_28_atlas_antibiotics.csv'.

amr_data_long_format_no_antibiotics_preprocessed_08_24.csv: Dataset for training gene classification models, derived from '2024_05_28_atlas_antibiotics.csv'.



models.zip: Contains trained classification models









 gene_bin_classification_best.pkl: Trained model for resistant gene classification (binary).










 gene_mult_classification_best.pkl: Trained model for resistant gene classification (multi-class).










 mic_classification_best.pkl: Trained model for MIC classification.










 mic_i_classification_best.pkl: Trained model for MIC interpretation classification.










 rf_20_panel_enterobac_100.pkl: Trained model for bacterial classification for 20 panel bio-chemical tests.










 rf_8_panel_enterobac_100.pkl: Trained model for bacteria classification for 8 panel bio-chemical tests.
DOI: 10.5281/zenodo.15300030
title: MicroBIS - An integrated AI laboratory Assistant for Bacteria and Antimicrobial Resistance Identification

description: dataset.zip: Contains dataset used for training classification models.

models.zip: Contains trained classification models.
DOI: 10.5281/zenodo.15336857
title: MicroBIS - An integrated AI laboratory Assistant for Bacteria and Antimicrobial Resistance Identification

description: dataset.zip: Contains dataset used for training classification models.



enterobac_100_train_data.txt: PyBact synthetic dataset for training bacteria classification models.

2024_05_28_atlas_antibiotics.csv: Original 'Pfizer ATLAS dataset'.

amr_data_long_format_no_genes.csv: Dataset for training AMR (MIC) classification models, derived from '2024_05_28_atlas_antibiotics.csv'.

amr_data_long_format_no_antibiotics_preprocessed_08_24.csv: Dataset for training gene classification models, derived from '2024_05_28_atlas_antibiotics.csv'.



models.zip: Contains trained classification models









 gene_bin_classification_best.pkl: Trained model for resistant gene classification (binary).










 gene_mult_classification_best.pkl: Trained model for resistant gene classification (multi-class).










 mic_classification_best.pkl: Trained model for MIC classification.










 mic_i_classification_best.pkl: Trained model for MIC interpretation classification.










 rf_20_panel_enterobac_100.pkl: Trained model for bacterial classification for 20 panel bio-chemical tests.










 rf_8_panel_enterobac_100.pkl: Trained model for bacteria classification for 8 panel bio-chemical tests.
DOI: 10.15468/dl.26hy8d
title: Occurrence Download

description: A dataset containing 3152 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Haloxylon salicornicum (Moq.) Bunge ex Boiss."
 ]
}

 The dataset includes 3152 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015006-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c2n2xz
title: Occurrence Download

description: A dataset containing 9098 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Pinaceae, Myrtaceae)",
 "Geometry POLYGON((-76.26602465453483 6.493451457809513,-76.26602465453483 5.597188306053511,-73.79409130023868 5.597188306053511,-73.79409130023868 6.493451457809513,-76.26602465453483 6.493451457809513))"
 ]
 }
 ]
}

 The dataset includes 9098 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015008-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5c24r10p
title: MassIVE MSV000097792 - GNPS_GC_ProspecTER_Sponge (Fmd)_20250504_Yunhai Li
title: GC-MS profiling of fraction MeOH/DCM (1:1, v/v) of 29 sponge extracts from Irish waters. Freeze-dried sponges extracted by MeOH/DCM (1:1) and then fractionated by RP-SPE (1 g C18 stationary phase) into 4 fractions: H2O, H2O/MeOH (1:1), MeOH, MeOH/DCM (1:1).
DOI: 10.15468/dl.xpnq8u
title: Occurrence Download

description: A dataset containing 994 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhanterium epapposum Oliv."
 ]
}

 The dataset includes 994 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015010-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ms8vhd
title: Occurrence Download

description: A dataset containing 21306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((94.46193 -55.25989,206.86453 -55.25989,206.86453 -10.25989,94.46193 -10.25989,94.46193 -55.25989))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acacia paradoxa DC."
 ]
}

 The dataset includes 21306 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015009-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqyzh3
title: Occurrence Download

description: A dataset containing 2862 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-171.86129 22.16548,-55.13871 22.16548,-55.13871 68.83452,-171.86129 68.83452,-171.86129 22.16548))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Myotis grisescens A.H.Howell, 1909"
 ]
}

 The dataset includes 2862 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015011-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15337078
title: nemastylis_tenuis_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.15337079
title: nemastylis_tenuis_decontaminated_FSCR.fasta.gz
DOI: 10.15468/dl.2njeuv
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Raffaelea quercivora Kubono & Shin.Ito"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015012-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qwqvhm
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Raffaelea lauricola T.C.Harr., Fraedrich & Aghayeva"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015013-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bx2k3d
title: Occurrence Download

description: A dataset containing 496070 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 Parkesia motacilla (Vieillot, 1809)",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 496070 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015007-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t7q4w7
title: Occurrence Download

description: A dataset containing 1019968 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-108.8314 37.02301, -106.5938 37.02301, -106.5938 37.92853, -108.8314 37.92853, -108.8314 37.02301))"
 ]
}

 The dataset includes 1019968 records from 441 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014980-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15337087
title: Overview electric Non-Road Mobile Machinery

description: Dataset about the available electric NRMM in the market (April 2025) with relevant specifications like operating power, charging power and battery capacity.
DOI: 10.5281/zenodo.15337088
title: Overview electric Non-Road Mobile Machinery

description: Dataset about the available electric NRMM in the market (April 2025) with relevant specifications like operating power, charging power and battery capacity.
DOI: 10.15468/dl.ab9rwp
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Spain",
 "GadmGid is ESP.12_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Martes martes (Linnaeus, 1758)",
 "Year 2010-2025"
 ]
}

 The dataset includes 160 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015014-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15337131
title: neofundulus_paraguayensis_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.15337132
title: neofundulus_paraguayensis_decontaminated_FSCR.fasta.gz
DOI: 10.15468/dl.rtr5yc
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Iomys sipora Chasen & Kloss, 1928"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015017-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mkv7ua
title: Occurrence Download

description: A dataset containing 873 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendroctonus ponderosae Hopkins, 1902"
 ]
}

 The dataset includes 873 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015018-250426092105405/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.28927784
title: Data Analysis zip

description: The zip folder contains codes used for data analysis and the data used for the codes.
DOI: 10.6084/m9.figshare.28927784.v1
title: Data Analysis zip

description: The zip folder contains codes used for data analysis and the data used for the codes.
DOI: 10.15468/dl.xqbw6u
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bretziella fagacearum (Bretz) Z.W.de Beer, Marinc., T.A.Duong & M.J.Wingf."
 ]
}

 The dataset includes 18 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015019-250426092105405/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.28925753
title: Design Justice Zine: Loot boxes

description: For my Design Justice zine, I chose to discuss loot boxes in video games and how they are a form of unregulated gambling.
DOI: 10.15468/dl.my2nsp
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "Country is Spain",
 "GadmGid is ESP.12_1",
 "Geometry POLYGON((-7.86578 41.95502,-6.91848 42.13977,-6.85871 42.55999,-6.90942 42.96572,-7.51258 42.82081,-7.84224 42.60165,-7.90563 42.2738,-7.86578 41.95502))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Martes martes (Linnaeus, 1758)"
 ]
}

 The dataset includes 58 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015021-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rtb742
title: Occurrence Download

description: A dataset containing 4280 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dryocosmus kuriphilus Yasumatsu, 1951"
 ]
}

 The dataset includes 4280 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015020-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15337137
title: ocymyrmex_robustior_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.15337138
title: ocymyrmex_robustior_decontaminated_FSCR.fasta.gz
DOI: 10.6084/m9.figshare.28685312.v44
title: Supplementary Material for: Evidence on protective factors for dementia and cognitive impairment in older adults: an umbrella review

description: Introduction: Dementia represents a global public health challenge, and no conclusive evidence exists on how to prevent its onset or at least reduce the risk. This umbrella review aims to identify interventions or exposures that can reduce the incidence of dementia or cognitive impairment.
Methods: A search of meta-analyses and systematic reviews published from 2018 to 2025 (January) was conducted across four databases. Articles assessing associations between interventions or exposures to protective factors and incidence of dementia or cognitive decline in non-demented older adults were selected.
Results: Out of 6,324 articles, 177 underwent full-text screening, and 17 were included. They showed that psychosocial factors (social engagement, purpose in life, life satisfaction, and cognitive reserve) and influenza vaccination protect against dementia. Evidence on antihypertensives is promising, while evidence on low-dose aspirin is promising yet inconclusive. No clear results emerged for both single- and multi-domain lifestyle interventions.
Conclusions: These results offer new insight on potential targets for dementia prevention, a global public health priority. In particular, favorable psychosocial factors and influenza vaccination, undervalued in the scientific debate on dementia prevention, emerged as promising and feasible targets for preventive initiatives. Future research should focus on fine-tuning interventions to promote brain health, exploring their underlying mechanisms, and developing targeted and personalized strategies for specific population subgroups.
DOI: 10.15468/dl.kd4m5u
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phytophthora lateralis Tucker & Milbrath"
 ]
}

 The dataset includes 136 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015022-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xb7nv6
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Specimen, Material citation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cryptocentroides gobioides (Ogilby, 1886)"
 ]
}

 The dataset includes 137 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015023-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.39cgjc
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Material sample, Occurrence evidence, Living Specimen, Material citation, Fossil, Machine Observation)",
 "Continent is Asia",
 "Country is Nepal",
 "TaxonKey is Phyllanthus emblica L."
 ]
}

 The dataset includes 55 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015024-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bcqe5z
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thecodiplosis japonensis Uchida & Inouye, 1955"
 ]
}

 The dataset includes 19 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015025-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e8xumf
title: Occurrence Download

description: A dataset containing 6470918 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 Haliaeetus leucocephalus (Linnaeus, 1766)",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 6470918 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015016-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21979/n9/sscuft
title: Histograms of Significant and Insignificant Log Bigram Rank Movements for the ACM-TWEB Corpus

description: Python script to generate histograms of significant and insignificant log bigram rank movements for the ACM-TWEB corpus.
DOI: 10.15468/dl.msc7ek
title: Occurrence Download

description: A dataset containing 227 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "Country is Spain",
 "GadmGid is ESP.12_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Martes martes (Linnaeus, 1758)"
 ]
}

 The dataset includes 227 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015026-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfqxvy
title: Occurrence Download

description: A dataset containing 129714582 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Year 2000-2025"
 ]
}

 The dataset includes 129714582 records from 1722 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015015-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3acztm
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sorbus haesitans Meierott"
 ]
}

 The dataset includes 7 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027187-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bafhdh
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076109-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.