cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.bwk7jg
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((103.514 -1.436819, 103.443715 -1.442385, 103.375159 -1.458945, 103.31002 -1.486093, 103.249901 -1.523159, 103.196281 -1.569232, 103.15048 -1.623179, 103.113627 -1.68367, 103.086628 -1.749217, 103.07015 -1.818207, 103.0646 -1.888942, 103.070114 -1.959679, 103.08656 -2.028677, 103.113533 -2.094237, 103.15037 -2.154744, 103.196165 -2.208708, 103.24979 -2.254799, 103.309926 -2.291881, 103.375091 -2.319041, 103.443679 -2.33561, 103.514 -2.341179, 103.584321 -2.33561, 103.652909 -2.319041, 103.718074 -2.291881, 103.77821 -2.254799, 103.831835 -2.208708, 103.87763 -2.154744, 103.914467 -2.094237, 103.94144 -2.028677, 103.957886 -1.959679, 103.9634 -1.888942, 103.95785 -1.818207, 103.941372 -1.749217, 103.914373 -1.68367, 103.87752 -1.623179, 103.831719 -1.569232, 103.778099 -1.523159, 103.71798 -1.486093, 103.652841 -1.458945, 103.584285 -1.442385, 103.514 -1.436819))"},{"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 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036948-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.exr7hz
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((103.514 -1.436819, 103.443715 -1.442385, 103.375159 -1.458945, 103.31002 -1.486093, 103.249901 -1.523159, 103.196281 -1.569232, 103.15048 -1.623179, 103.113627 -1.68367, 103.086628 -1.749217, 103.07015 -1.818207, 103.0646 -1.888942, 103.070114 -1.959679, 103.08656 -2.028677, 103.113533 -2.094237, 103.15037 -2.154744, 103.196165 -2.208708, 103.24979 -2.254799, 103.309926 -2.291881, 103.375091 -2.319041, 103.443679 -2.33561, 103.514 -2.341179, 103.584321 -2.33561, 103.652909 -2.319041, 103.718074 -2.291881, 103.77821 -2.254799, 103.831835 -2.208708, 103.87763 -2.154744, 103.914467 -2.094237, 103.94144 -2.028677, 103.957886 -1.959679, 103.9634 -1.888942, 103.95785 -1.818207, 103.941372 -1.749217, 103.914373 -1.68367, 103.87752 -1.623179, 103.831719 -1.569232, 103.778099 -1.523159, 103.71798 -1.486093, 103.652841 -1.458945, 103.584285 -1.442385, 103.514 -1.436819))"},{"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 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036949-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k77f7p
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhynchomys soricoides",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 49 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036951-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14057711
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.38n8sb
title: Occurrence Download

description: A dataset containing 5186 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eulalia viridis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5186 records from 205 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036952-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gcd6jy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((116.061 -1.433819, 115.990715 -1.439385, 115.922159 -1.455945, 115.85702 -1.483093, 115.796901 -1.520159, 115.743281 -1.566232, 115.697481 -1.620179, 115.660627 -1.68067, 115.633629 -1.746217, 115.617151 -1.815207, 115.611601 -1.885942, 115.617115 -1.956679, 115.633561 -2.025677, 115.660534 -2.091237, 115.69737 -2.151744, 115.743165 -2.205708, 115.796791 -2.251799, 115.856927 -2.288881, 115.922091 -2.316041, 115.990679 -2.33261, 116.061 -2.338179, 116.131321 -2.33261, 116.199909 -2.316041, 116.265073 -2.288881, 116.325209 -2.251799, 116.378835 -2.205708, 116.42463 -2.151744, 116.461466 -2.091237, 116.488439 -2.025677, 116.504885 -1.956679, 116.510399 -1.885942, 116.504849 -1.815207, 116.488371 -1.746217, 116.461373 -1.68067, 116.424519 -1.620179, 116.378719 -1.566232, 116.325099 -1.520159, 116.26498 -1.483093, 116.199841 -1.455945, 116.131285 -1.439385, 116.061 -1.433819))"},{"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/0036953-251120083545085/datasets/export for details.
DOI: 10.34894/74jmqo
title: InfoMap study
title: Metadata and publications

description: Study on clinicians' information tailoring efforts and the effects on patient outcomes
DOI: 10.15468/dl.xz4wm6
title: Occurrence Download

description: A dataset containing 30743 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Vespa velutina",
 "Year is one of (2024, 2025)",
 "HasCoordinate is true",
 "Geometry POLYGON((3.5 43.5, 12.5 43.5, 12.5 50.5, 3.5 50.5, 3.5 43.5))"
 ]
}

 The dataset includes 30743 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036954-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f5vuhb
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036955-251120083545085/datasets/export for details.
DOI: 10.15468/dl.uyfas3
title: Occurrence Download

description: A dataset containing 30743 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Vespa velutina",
 "Year is one of (2024, 2025)",
 "HasCoordinate is true",
 "Geometry POLYGON((3.5 43.5, 12.5 43.5, 12.5 50.5, 3.5 50.5, 3.5 43.5))"
 ]
}

 The dataset includes 30743 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036956-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17736562
title: Model output and plotting codes for "Transport modelling for dynamic urban climate studies: MATSDA-roads v2.0"

description: Description

This repository contains simulation results (Pathfinder v2.0 output) generated by MATSDA-roads v2.0 for the London, UK, study by Ma et al. (2025). The dataset has routing results of MATSDA’s Pathfinder across various time intervals as well as comparative statistics between MATSDA generated routes and Google Maps references (Google Maps Directions API., https://developers.google.com/maps/documentation/directions, accessed 05 December 2025). To facilitate the reproduction of the results presented by Ma et al. (2025), this archive also includes Python plotting codes used to generate analyses and figures in the paper. 



Discussion of results in: Ma et. al. (2025). Transport modelling for dynamic urban climate studies: MATSDA-roads v2.0. Geoscientific Model Development, submitted

MATSDA-roads v2.0 model code and User Manual: https://doi.org/10.5281/zenodo.17736682 

MATSDA-roads v2.0 input data processing for the London case: https://doi.org/10.5281/zenodo.17521112 


Files in this archive 

Documentation 



MATSDA-roads_v2.0_London_simulation_output.pdf 


MATSDA-roads v2.0 simulation results:  



MATSDA-GM_routes_comparison.zip (training and evaluation; attributes listed in documentation Table 2) 

Simulation output (MATSDA-roads Pathfinder v2.0) zipped with format:  



<Run number>_<Direction>.zip 



Run number (1-7) and direction (home_to_work/work_to_home) as in Ma et al. 2025.

Note R3_<Direction>_FL_sensitivity.zip is output for sensitivity tests. 






Plotting scripts: 



Plotting_scripts.zip (contents in documentation Table 3)
DOI: 10.5281/zenodo.17736561
title: Model output and plotting codes for "Transport modelling for dynamic urban climate studies: MATSDA-roads v2.0"

description: Description

This repository contains simulation results (Pathfinder v2.0 output) generated by MATSDA-roads v2.0 for the London, UK, study by Ma et al. (2025). The dataset has routing results of MATSDA’s Pathfinder across various time intervals as well as comparative statistics between MATSDA generated routes and Google Maps references (Google Maps Directions API., https://developers.google.com/maps/documentation/directions, accessed 05 December 2025). To facilitate the reproduction of the results presented by Ma et al. (2025), this archive also includes Python plotting codes used to generate analyses and figures in the paper. 



Discussion of results in: Ma et. al. (2025). Transport modelling for dynamic urban climate studies: MATSDA-roads v2.0. Geoscientific Model Development, submitted

MATSDA-roads v2.0 model code and User Manual: https://doi.org/10.5281/zenodo.17736682 

MATSDA-roads v2.0 input data processing for the London case: https://doi.org/10.5281/zenodo.17521112 


Files in this archive 

Documentation 



MATSDA-roads_v2.0_London_simulation_output.pdf 


MATSDA-roads v2.0 simulation results:  



MATSDA-GM_routes_comparison.zip (training and evaluation; attributes listed in documentation Table 2) 

Simulation output (MATSDA-roads Pathfinder v2.0) zipped with format:  



<Run number>_<Direction>.zip 



Run number (1-7) and direction (home_to_work/work_to_home) as in Ma et al. 2025.

Note R3_<Direction>_FL_sensitivity.zip is output for sensitivity tests. 






Plotting scripts: 



Plotting_scripts.zip (contents in documentation Table 3)
DOI: 10.15468/dl.brpteh
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eumida arctica",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 121 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036958-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17853508
title: WORM metadata

description: The WORM project includes the following types of data:



interview transcripts

process descriptions

organisational documents

waste quantifications

waste typologies

waste treatment methods

quantifications for life cycle analysis

ERP data
DOI: 10.5281/zenodo.17853509
title: WORM metadata

description: The WORM project includes the following types of data:



interview transcripts

process descriptions

organisational documents

waste quantifications

waste typologies

waste treatment methods

quantifications for life cycle analysis

ERP data
DOI: 10.15468/dl.he3et4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((113.033 -1.431819, 112.962715 -1.437385, 112.89416 -1.453945, 112.829021 -1.481093, 112.768901 -1.518159, 112.715282 -1.564233, 112.669481 -1.618179, 112.632628 -1.67867, 112.605629 -1.744217, 112.589152 -1.813207, 112.583601 -1.883942, 112.589116 -1.954679, 112.605561 -2.023677, 112.632534 -2.089237, 112.669371 -2.149744, 112.715166 -2.203708, 112.768791 -2.249799, 112.828927 -2.286881, 112.894091 -2.314041, 112.962679 -2.33061, 113.033 -2.336179, 113.103321 -2.33061, 113.171909 -2.314041, 113.237073 -2.286881, 113.297209 -2.249799, 113.350834 -2.203708, 113.396629 -2.149744, 113.433466 -2.089237, 113.460439 -2.023677, 113.476884 -1.954679, 113.482399 -1.883942, 113.476848 -1.813207, 113.460371 -1.744217, 113.433372 -1.67867, 113.396519 -1.618179, 113.350718 -1.564233, 113.297099 -1.518159, 113.236979 -1.481093, 113.17184 -1.453945, 113.103285 -1.437385, 113.033 -1.431819))"},{"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/0036959-251120083545085/datasets/export for details.
DOI: 10.15468/dl.mxf92e
title: Occurrence Download

description: A dataset containing 493 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rousettus leschenaultii",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 493 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036962-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h6zqqs
title: Occurrence Download

description: A dataset containing 30743 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Vespa velutina",
 "Year is one of (2024, 2025)",
 "HasCoordinate is true",
 "Geometry POLYGON((3.5 43.5, 12.5 43.5, 12.5 50.5, 3.5 50.5, 3.5 43.5))"
 ]
}

 The dataset includes 30743 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036961-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wbhb3s
title: Occurrence Download

description: A dataset containing 30743 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Vespa velutina",
 "Year is one of (2024, 2025)",
 "HasCoordinate is true",
 "Geometry POLYGON((3.5 43.5, 12.5 43.5, 12.5 50.5, 3.5 50.5, 3.5 43.5))"
 ]
}

 The dataset includes 30743 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036963-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9dyav9
title: Occurrence Download

description: A dataset containing 30743 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Vespa velutina",
 "Year is one of (2024, 2025)",
 "HasCoordinate is true",
 "Geometry POLYGON((3.5 43.5, 12.5 43.5, 12.5 50.5, 3.5 50.5, 3.5 43.5))"
 ]
}

 The dataset includes 30743 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036960-251120083545085/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.30818813
title: Supplementary Material for: Pseudoephedrine-Associated Erythromelalgia: A Case Report of a Rare Drug Reaction

description: Introduction: Erythromelalgia is a rare disorder characterized by severe burning extremity pain, erythema and increased skin temperature. Symptoms are aggravated by warming and alleviated by cooling. It is known to be associated with multiple underlying conditions, as well as reactions in response to medications. 
Case Presentation: A 38-year-old man experienced two distinct episodes of redness and swelling of his hands after taking “cold” tablets containing paracetamol and pseudoephedrine. His symptoms would peak 72 hours after onset despite discontinuing the medication. Upon being made aware that there was an association between pseudoephedrine and erythromelalgia, he avoided all pseudoephedrine-containing medications with no recurrence. 
Conclusion: This case represents the second documented report of pseudoephedrine-associated erythromelalgia in the literature, with a proposed direct link due to the sympathetic adrenergic effects of pseudoephedrine on the vasculature.
DOI: 10.6084/m9.figshare.30818813.v1
title: Supplementary Material for: Pseudoephedrine-Associated Erythromelalgia: A Case Report of a Rare Drug Reaction

description: Introduction: Erythromelalgia is a rare disorder characterized by severe burning extremity pain, erythema and increased skin temperature. Symptoms are aggravated by warming and alleviated by cooling. It is known to be associated with multiple underlying conditions, as well as reactions in response to medications. 
Case Presentation: A 38-year-old man experienced two distinct episodes of redness and swelling of his hands after taking “cold” tablets containing paracetamol and pseudoephedrine. His symptoms would peak 72 hours after onset despite discontinuing the medication. Upon being made aware that there was an association between pseudoephedrine and erythromelalgia, he avoided all pseudoephedrine-containing medications with no recurrence. 
Conclusion: This case represents the second documented report of pseudoephedrine-associated erythromelalgia in the literature, with a proposed direct link due to the sympathetic adrenergic effects of pseudoephedrine on the vasculature.
DOI: 10.6084/m9.figshare.30818816
title: Supplementary Material for: Evaluating the Impact of Sample Volume on Cytological Diagnosis of Pleural Effusion: A Single-Institution Study Using the International System for Reporting Serous Fluid Cytopathology

description: Introduction: Malignant pleural effusion is a frequent manifestation in cancer patients, with effusion cytology playing a vital role in diagnosis and subtyping. Present study evaluated the effect of sample volume on malignancy detection and estimated the risk of malignancy (ROM) by using the International System for Reporting Serous Fluid Cytopathology (TIS).
Methods: Pleural effusions submitted from May 2021 to December 2022 were reclassified using the International System for Reporting Serous Fluid Cytopathology (TIS) into five categories: non-diagnostic (ND), negative for malignancy (NFM), atypia of uncertain significance (AUS), suspicious for malignancy (SFM), and malignant (MAL). Risk of malignancy (ROM) and performance metrics were calculated based on follow-up histology and/or repeat cytology, ancillary tests and clinico-radiology. Volume data from 493 samples were grouped into six bins (0–10 mL to &gt;300 mL), and malignancy fractions were analysed. Generalized Estimating Equations (GEE) logistic regression assessed the impact of volume, sex, and age on diagnostic outcomes. Analysis was performed in R.
Results: Of 1265 samples from 1107 patients, 875 (69.2%) had follow-up data. ROM estimates were: ND 23.6%, NFM 11.6%, AUS 57.1%, SFM 100%, MAL 97.5%. MAL samples had significantly higher median volume than NFM (100 vs 35 mL; p&lt;0.000). False negatives had lower volumes than true positives (50 vs 80 mL; p=0.027). Malignancy detection was lowest in samples &lt;10 mL (7.4%) and highest in &gt;300 mL (40.4%). Volumes &lt;25 mL were significantly associated with reduced odds of malignancy detection (p&lt;0.05).
Conclusion: Sample volumes &lt;25 mL are linked to lower malignancy detection, underscoring the importance of adequate volume and supporting TIS implementation in routine cytology.
DOI: 10.6084/m9.figshare.30818816.v1
title: Supplementary Material for: Evaluating the Impact of Sample Volume on Cytological Diagnosis of Pleural Effusion: A Single-Institution Study Using the International System for Reporting Serous Fluid Cytopathology

description: Introduction: Malignant pleural effusion is a frequent manifestation in cancer patients, with effusion cytology playing a vital role in diagnosis and subtyping. Present study evaluated the effect of sample volume on malignancy detection and estimated the risk of malignancy (ROM) by using the International System for Reporting Serous Fluid Cytopathology (TIS).
Methods: Pleural effusions submitted from May 2021 to December 2022 were reclassified using the International System for Reporting Serous Fluid Cytopathology (TIS) into five categories: non-diagnostic (ND), negative for malignancy (NFM), atypia of uncertain significance (AUS), suspicious for malignancy (SFM), and malignant (MAL). Risk of malignancy (ROM) and performance metrics were calculated based on follow-up histology and/or repeat cytology, ancillary tests and clinico-radiology. Volume data from 493 samples were grouped into six bins (0–10 mL to &gt;300 mL), and malignancy fractions were analysed. Generalized Estimating Equations (GEE) logistic regression assessed the impact of volume, sex, and age on diagnostic outcomes. Analysis was performed in R.
Results: Of 1265 samples from 1107 patients, 875 (69.2%) had follow-up data. ROM estimates were: ND 23.6%, NFM 11.6%, AUS 57.1%, SFM 100%, MAL 97.5%. MAL samples had significantly higher median volume than NFM (100 vs 35 mL; p&lt;0.000). False negatives had lower volumes than true positives (50 vs 80 mL; p=0.027). Malignancy detection was lowest in samples &lt;10 mL (7.4%) and highest in &gt;300 mL (40.4%). Volumes &lt;25 mL were significantly associated with reduced odds of malignancy detection (p&lt;0.05).
Conclusion: Sample volumes &lt;25 mL are linked to lower malignancy detection, underscoring the importance of adequate volume and supporting TIS implementation in routine cytology.