cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.sc7zpb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-26.8721174097585 -89.99999798751834, -26.872383920396143 -89.99999798750808, -26.872702249154024 -89.99999798749987, -26.873060157009775 -89.99999798749397, -26.8734439072722 -89.99999798749066, -26.873838755189716 -89.99999798749002, -26.874229533467243 -89.99999798749211, -26.874601177724035 -89.99999798749683, -26.874939440354108 -89.99999798750402, -26.875231320040687 -89.99999798751338, -26.875465635727263 -89.99999798752455, -26.87563331932274 -89.99999798753711, -26.87572794971048 -89.9999979875506, -26.87574592678974 -89.99999798756447, -26.875686499017135 -89.9999979875782, -26.87555195200208 -89.99999798759126, -26.875347503426863 -89.99999798760314, -26.87508099526203 -89.99999798761338, -26.874762658279597 -89.99999798762161, -26.874404732743425 -89.99999798762751, -26.87402095804983 -89.99999798763082, -26.873626082654134 -89.99999798763146, -26.87323527803769 -89.99999798762937, -26.87286361259787 -89.99999798762464, -26.872525337154343 -89.99999798761746, -26.872233454993665 -89.99999798760811, -26.87199914751817 -89.99999798759693, -26.871831481600157 -89.99999798758435, -26.871736875652548 -89.99999798757086, -26.871718926046814 -89.99999798755701, -26.87177838015623 -89.99999798754328, -26.87191294837172 -89.99999798753022, -26.8721174097585 -89.99999798751834))",
 "KingdomKey is one of (Animalia, Fungi, Plantae)",
 "Year is one of (2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026)",
 "Modified is greater than or equal to 2026-02-06"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017105-260129131611470/datasets/export for details.
DOI: 10.15468/dl.7qherx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-26.8721174097585 -89.99999798751834, -26.872383920396143 -89.99999798750808, -26.872702249154024 -89.99999798749987, -26.873060157009775 -89.99999798749397, -26.8734439072722 -89.99999798749066, -26.873838755189716 -89.99999798749002, -26.874229533467243 -89.99999798749211, -26.874601177724035 -89.99999798749683, -26.874939440354108 -89.99999798750402, -26.875231320040687 -89.99999798751338, -26.875465635727263 -89.99999798752455, -26.87563331932274 -89.99999798753711, -26.87572794971048 -89.9999979875506, -26.87574592678974 -89.99999798756447, -26.875686499017135 -89.9999979875782, -26.87555195200208 -89.99999798759126, -26.875347503426863 -89.99999798760314, -26.87508099526203 -89.99999798761338, -26.874762658279597 -89.99999798762161, -26.874404732743425 -89.99999798762751, -26.87402095804983 -89.99999798763082, -26.873626082654134 -89.99999798763146, -26.87323527803769 -89.99999798762937, -26.87286361259787 -89.99999798762464, -26.872525337154343 -89.99999798761746, -26.872233454993665 -89.99999798760811, -26.87199914751817 -89.99999798759693, -26.871831481600157 -89.99999798758435, -26.871736875652548 -89.99999798757086, -26.871718926046814 -89.99999798755701, -26.87177838015623 -89.99999798754328, -26.87191294837172 -89.99999798753022, -26.8721174097585 -89.99999798751834))",
 "KingdomKey is one of (Animalia, Fungi, Plantae)",
 "Year is one of (2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026)",
 "Modified is greater than or equal to 2026-02-06"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017107-260129131611470/datasets/export for details.
DOI: 10.5281/zenodo.18509538
title: THE ROLE OF LARGE INDUSTRIAL ENTERPRISES IN THE DEVELOPMENT OF BUKHARA REGION BASED ON THE GROWTH POLE (POLARIZATION) THEORY

description: This article provides a scientific analysis of the role of large industrial enterprises in regional economic development based on the growth pole (polarization) theory. Using the example of the Bukhara region, the contribution of large industrial enterprises to regional development through industrial production, employment, infrastructure development, and multiplier effects is examined. The research findings substantiate the necessity of developing large industrial enterprises as growth poles in the formation of regional economic policy.
DOI: 10.5281/zenodo.18509539
title: THE ROLE OF LARGE INDUSTRIAL ENTERPRISES IN THE DEVELOPMENT OF BUKHARA REGION BASED ON THE GROWTH POLE (POLARIZATION) THEORY

description: This article provides a scientific analysis of the role of large industrial enterprises in regional economic development based on the growth pole (polarization) theory. Using the example of the Bukhara region, the contribution of large industrial enterprises to regional development through industrial production, employment, infrastructure development, and multiplier effects is examined. The research findings substantiate the necessity of developing large industrial enterprises as growth poles in the formation of regional economic policy.
DOI: 10.5281/zenodo.18509451
title: Tight Full Moon Perigee Earthquakes

description: Earthquakes on Full Moon in perigee with delta latitude
DOI: 10.5281/zenodo.18509450
title: Tight Full Moon Perigee Earthquakes

description: Earthquakes on Full Moon in perigee with delta latitude
DOI: 10.15468/dl.j8nsea
title: Occurrence Download

description: A dataset containing 1186 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ophrys holoserica, Ophrys arachnites, Ophrys arachnites, Ophrys arachnites, Ophrys arachnites, Ophrys arachnites, Ophrys arachnites, Ophrys fuciflora, Ophrys fuciflora)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 1186 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017108-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/nrzc5g
title: Labicerus Erichson in Schomburgk, 1848 (Hemiptera: Derbidae: Otiocerinae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Bartlett, Charles R., Hoch, Hannelore (2023): Labicerus Erichson in Schomburgk, 1848 (Hemiptera: Derbidae: Otiocerinae). Cicadina 22: 27-38, DOI: 10.5281/zenodo.15077411Summary: The derbid genus Labicerus, and its single component species Labicerus elegans, was succinctly described by Erichson in Schomburgk (1848) from Guyana but subsequently remained obscure. Here we redescribe and illustrate the genus and species from a rediscovered syntype specimen. We present a preliminary key to the New World genera of Otiocerini and briefly contrast Labicerus with Platonax Metcalf, 1938, from Panama, which appears to be the superficially most similar taxon. We also provide a checklist of species of New World Otiocerini along with a synoptic distribution for each species.
DOI: 10.5281/zenodo.18509557
title: Methane Emissions from 31 European Biogas Plants: Measurements, Mitigation, and Policy Implications

description: Biogas offers substantial low-carbon energy potential, but significant uncertainties remain regarding methane emissions which would hinder this benefit. This study addresses this uncertainty through a mixed-method emissions survey across three European countries, combined with environmental assessment, mitigation option analysis and regional policy comparison. Our findings reveal that methane emissions from biogas production average 14.4 kg/h per site (5.4% of methane produced) with a range of 1.3-57 kg/h (2%-21.7%). These values exceed previous estimates, yet 59% of emissions could be eliminated at no net cost. When considering full supply chain emissions, methane emerged as the dominant greenhouse gas – accounting for 47% (17-93%) of GHGs at GWP100 and 60% (32-93%) at GWP20. We advocate for revisions in EU and national policies to better account for methane’s role in biogas’s GHG footprint and enhance emissions monitoring, highlighting the need for policy interventions that incorporate recent advancements in methane measurement along with cost-effective mitigation strategies.
DOI: 10.15468/dl.nk9smd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-26.872151638743183 -89.99999794376967, -26.87241249302438 -89.99999794375941, -26.872724067883773 -89.9999979437512, -26.87307442809754 -89.99999794374529, -26.8734500400753 -89.99999794374197, -26.873836515855963 -89.99999794374133, -26.87421896559833 -89.99999794374344, -26.87458273249078 -89.99999794374816, -26.874913826765425 -89.99999794375535, -26.875199522620914 -89.99999794376471, -26.875428875856038 -89.99999794377588, -26.87559301047733 -89.99999794378844, -26.875685641267026 -89.99999794380193, -26.87570324421731 -89.9999979438158, -26.875645083504033 -89.99999794382953, -26.875513396018448 -89.99999794384259, -26.87531328859059 -89.99999794385447, -26.875052436682765 -89.99999794386471, -26.874740853948243 -89.99999794387294, -26.874390476805054 -89.99999794387885, -26.87401484141364 -89.99999794388216, -26.873628339306844 -89.9999979438828, -26.87324586433868 -89.9999979438807, -26.872882077158238 -89.99999794387597, -26.872550970611048 -89.9999979438688, -26.87226527238733 -89.99999794385944, -26.872035927009648 -89.99999794384826, -26.87187180932647 -89.99999794383568, -26.8717792019495 -89.9999979438222, -26.87176162530841 -89.99999794380834, -26.87181981125441 -89.99999794379461, -26.87195151904471 -89.99999794378155, -26.872151638743183 -89.99999794376967))",
 "KingdomKey is one of (Animalia, Fungi, Plantae)",
 "Year is one of (2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026)",
 "Modified is greater than or equal to 2026-02-06"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017109-260129131611470/datasets/export for details.
DOI: 10.15468/dl.a3shzz
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Caracterización Ecológica de la Fauna del Páramo de Frontino o del Sol"
 ]
}

 The dataset includes 29 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017110-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.crkkf7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-26.872151638743183 -89.99999794376967, -26.87241249302438 -89.99999794375941, -26.872724067883773 -89.9999979437512, -26.87307442809754 -89.99999794374529, -26.8734500400753 -89.99999794374197, -26.873836515855963 -89.99999794374133, -26.87421896559833 -89.99999794374344, -26.87458273249078 -89.99999794374816, -26.874913826765425 -89.99999794375535, -26.875199522620914 -89.99999794376471, -26.875428875856038 -89.99999794377588, -26.87559301047733 -89.99999794378844, -26.875685641267026 -89.99999794380193, -26.87570324421731 -89.9999979438158, -26.875645083504033 -89.99999794382953, -26.875513396018448 -89.99999794384259, -26.87531328859059 -89.99999794385447, -26.875052436682765 -89.99999794386471, -26.874740853948243 -89.99999794387294, -26.874390476805054 -89.99999794387885, -26.87401484141364 -89.99999794388216, -26.873628339306844 -89.9999979438828, -26.87324586433868 -89.9999979438807, -26.872882077158238 -89.99999794387597, -26.872550970611048 -89.9999979438688, -26.87226527238733 -89.99999794385944, -26.872035927009648 -89.99999794384826, -26.87187180932647 -89.99999794383568, -26.8717792019495 -89.9999979438222, -26.87176162530841 -89.99999794380834, -26.87181981125441 -89.99999794379461, -26.87195151904471 -89.99999794378155, -26.872151638743183 -89.99999794376967))",
 "KingdomKey is one of (Animalia, Fungi, Plantae)",
 "Year is one of (2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026)",
 "Modified is greater than or equal to 2026-02-06"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017112-260129131611470/datasets/export for details.
DOI: 10.15468/dl.n528f9
title: Occurrence Download

description: A dataset containing 439321 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= -28.773895969281842
 AND decimallatitude &lt;= -24.552553756517728
 AND decimallongitude &gt;= 26.450229726150916
 AND decimallongitude &lt;= 32.47800532857604
 AND GBIF_Within('POLYGON ((32.478005 -28.773896, 32.478005 -24.552554, 26.450230 -24.552554, 26.450230 -28.773896, 32.478005 -28.773896))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 439321 records were derived from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017084-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fx6w5b
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-26.872151638743183 -89.99999794376967, -26.87241249302438 -89.99999794375941, -26.872724067883773 -89.9999979437512, -26.87307442809754 -89.99999794374529, -26.8734500400753 -89.99999794374197, -26.873836515855963 -89.99999794374133, -26.87421896559833 -89.99999794374344, -26.87458273249078 -89.99999794374816, -26.874913826765425 -89.99999794375535, -26.875199522620914 -89.99999794376471, -26.875428875856038 -89.99999794377588, -26.87559301047733 -89.99999794378844, -26.875685641267026 -89.99999794380193, -26.87570324421731 -89.9999979438158, -26.875645083504033 -89.99999794382953, -26.875513396018448 -89.99999794384259, -26.87531328859059 -89.99999794385447, -26.875052436682765 -89.99999794386471, -26.874740853948243 -89.99999794387294, -26.874390476805054 -89.99999794387885, -26.87401484141364 -89.99999794388216, -26.873628339306844 -89.9999979438828, -26.87324586433868 -89.9999979438807, -26.872882077158238 -89.99999794387597, -26.872550970611048 -89.9999979438688, -26.87226527238733 -89.99999794385944, -26.872035927009648 -89.99999794384826, -26.87187180932647 -89.99999794383568, -26.8717792019495 -89.9999979438222, -26.87176162530841 -89.99999794380834, -26.87181981125441 -89.99999794379461, -26.87195151904471 -89.99999794378155, -26.872151638743183 -89.99999794376967))",
 "KingdomKey is one of (Animalia, Fungi, Plantae)",
 "Year is one of (2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026)",
 "Modified is greater than or equal to 2026-02-06"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017111-260129131611470/datasets/export for details.
DOI: 10.15468/dl.v4tjpy
title: Occurrence Download

description: A dataset containing 10311 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Rubus idaeus, Rubus idaeus strigosus)"
 ]
}

 The dataset includes 10311 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017113-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18509237
title: Spatially Informed Immuno-Oncology Analysis Framework

description: This archive provides data resources supporting a spatial transcriptomics study of immune checkpoint blockade in recurrent/metastatic head and neck squamous cell carcinoma (RM-HNSCC). The deposited materials include curated gene expression signatures and processed data products used for external validation in bulk RNA-seq immunotherapy cohorts. These data accompany the associated manuscript and were used to validate spatially informed gene expression signatures derived from spatial tumor–immune architecture. Computational workflows and analysis code are hosted separately and are not included in this archive. Patient-level raw data are not redistributed due to privacy and consent restrictions.

 

Public Validation Datasets


All raw datasets used in this pipeline are hosted on ORCESTRA (https://www.orcestra.ca/clinical_icb), a reproducible biomedical data platform.

 



The dataset includes:

- Normalized RNA-seq expression profiles (TPM)

- Clinical annotations for immune checkpoint blockade (ICB) studies

- Associated metadata and processing documentation


 

Private Validation Datasets

In addition to publicly available cohorts, selected private bulk RNA-seq datasets were used for external validation of spatially informed gene expression signatures. These datasets consist of pre-treatment whole-transcriptome RNA-seq with associated clinical outcome annotations and were obtained through institutional and collaborative immunotherapy studies.Access to these data is restricted and governed by institutional review board (IRB) approvals and data-sharing agreements. All private cohorts were processed using the same harmonization, normalization, and scoring procedures as public validation datasets. Raw data are not redistributed due to patient privacy and consent restrictions.

 

Gene Expression Signatures

To perform signature scoring, association and meta-analysis, this project uses a curated collection of  RNA-based gene signatures (e.g., IO-responsive, IO-resistant).

IO signatures - https://github.com/bhklab/SignatureSets
DOI: 10.5281/zenodo.18509236
title: Spatially Informed Immuno-Oncology Analysis Framework

description: This archive provides data resources supporting a spatial transcriptomics study of immune checkpoint blockade in recurrent/metastatic head and neck squamous cell carcinoma (RM-HNSCC). The deposited materials include curated gene expression signatures and processed data products used for external validation in bulk RNA-seq immunotherapy cohorts. These data accompany the associated manuscript and were used to validate spatially informed gene expression signatures derived from spatial tumor–immune architecture. Computational workflows and analysis code are hosted separately and are not included in this archive. Patient-level raw data are not redistributed due to privacy and consent restrictions.

 

Public Validation Datasets


All raw datasets used in this pipeline are hosted on ORCESTRA (https://www.orcestra.ca/clinical_icb), a reproducible biomedical data platform.

 



The dataset includes:

- Normalized RNA-seq expression profiles (TPM)

- Clinical annotations for immune checkpoint blockade (ICB) studies

- Associated metadata and processing documentation


 

Private Validation Datasets

In addition to publicly available cohorts, selected private bulk RNA-seq datasets were used for external validation of spatially informed gene expression signatures. These datasets consist of pre-treatment whole-transcriptome RNA-seq with associated clinical outcome annotations and were obtained through institutional and collaborative immunotherapy studies.Access to these data is restricted and governed by institutional review board (IRB) approvals and data-sharing agreements. All private cohorts were processed using the same harmonization, normalization, and scoring procedures as public validation datasets. Raw data are not redistributed due to patient privacy and consent restrictions.

 

Gene Expression Signatures

To perform signature scoring, association and meta-analysis, this project uses a curated collection of  RNA-based gene signatures (e.g., IO-responsive, IO-resistant).

IO signatures - https://github.com/bhklab/SignatureSets
DOI: 10.34740/kaggle/dsv/14756047
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.w729yh
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "NetworkKey is 99d66b6c-9087-452f-a9d4-f15f2c2d0e7e",
 "TaxonKey is Chordata"
 ]
 },
 {
 "and" : [
 "StateProvince is one of (South Carolina)",
 "TaxonKey is one of (Spilogale putorius [GBIF Backbone Taxonomy], Mustela frenata [GBIF Backbone Taxonomy], Mustela nivalis [GBIF Backbone Taxonomy], Mustela vison [GBIF Backbone Taxonomy])"
 ]
 }
 ]
}

 The dataset includes 23 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017114-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5hm4ug
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-26.872184427026262 -89.999997900021, -26.87243986063097 -89.99999790001074, -26.872745006208028 -89.99999790000251, -26.873088046851457 -89.99999789999663, -26.873455859632344 -89.9999978999933, -26.873834312108094 -89.99999789999266, -26.874208823528484 -89.99999789999477, -26.874565084456506 -89.99999789999949, -26.874889309056634 -89.99999790000666, -26.87516907873228 -89.99999790001603, -26.875393633117966 -89.99999790002721, -26.875554366640426 -89.99999790003979, -26.87564508115604 -89.99999790005327, -26.8756623255869 -89.99999790006713, -26.875605379146798 -89.99999790008086, -26.875476432058566 -89.99999790009392, -26.875280484894205 -89.99999790010581, -26.875025053571186 -89.99999790011606, -26.874719900446905 -89.99999790012428, -26.87437684356578 -89.99999790013018, -26.874009008339616 -89.99999790013351, -26.873630530618524 -89.99999790013413, -26.873255995010958 -89.99999790013204, -26.872899714618885 -89.99999790012733, -26.872575478246933 -89.99999790012015, -26.872295706296292 -89.99999790011078, -26.872071159475666 -89.9999979000996, -26.871910442183694 -89.99999790008701, -26.871819750115478 -89.99999790007354, -26.871802530909022 -89.99999790005967, -26.871859501541504 -89.99999790004594, -26.871988468101872 -89.99999790003288, -26.872184427026262 -89.999997900021))",
 "KingdomKey is one of (Animalia, Fungi, Plantae)",
 "Year is one of (2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026)",
 "Modified is greater than or equal to 2026-02-06"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017116-260129131611470/datasets/export for details.