cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21233/0tvx-2t97
title: Seminole Sink [41VV620] vertebrate fauna dataset

description: Raw data for the Seminole Sink [41VV620] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/6zbj-n573
title: Bingham Lake (Stauffer Elephant 71) vertebrate fauna dataset

description: Raw data for the Bingham Lake (Stauffer Elephant 71) vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/sd6y-3816
title: Lake Alpine diatom dataset

description: Raw data for the Lake Alpine diatom dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/5e0p-j986
title: Bakchar mire testate amoebae surface sample dataset

description: Raw data for the Bakchar mire testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/nph8-p733
title: Great Whale River pollen surface sample dataset

description: Raw data for the Great Whale River pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/pf2v-gk18
title: Zirahuen pollen surface sample dataset

description: Raw data for the Zirahuen pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/aa9j-yp34
title: Potrerillo-2 pollen dataset

description: Raw data for the Potrerillo-2 pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/ryzv-q323
title: Fleet Moss testate amoebae surface sample dataset

description: Raw data for the Fleet Moss testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/q2ne-xx75
title: RP-77 diatom surface sample dataset

description: Raw data for the RP-77 diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/t23q-qw85
title: Overslagbrug pollen dataset

description: Raw data for the Overslagbrug pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/rn3h-1d47
title: Etang du Lautrey pollen dataset

description: Raw data for the Etang du Lautrey pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.nq7gh6
title: Occurrence Download

description: A dataset containing 122915 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "Geometry POLYGON((-75.11458 -9.52558,-72.79692 -9.52558,-72.79692 -7.13197,-75.11458 -7.13197,-75.11458 -9.52558))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 122915 records from 272 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024818-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/yvx6-c398
title: LDDsite1312 water chemistry dataset

description: Raw data for the LDDsite1312 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/jzzc-hf29
title: Waverveen I (B31B0863) pollen dataset

description: Raw data for the Waverveen I (B31B0863) pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/1cnb-m133
title: Yeniçaga Gölü pollen dataset

description: Raw data for the Yeniçaga Gölü pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/2y21-ax21
title: Kraví hora pollen dataset

description: Raw data for the Kraví hora pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/g3vd-sd60
title: Upper Lake Wurawina cirque pollen dataset

description: Raw data for the Upper Lake Wurawina cirque pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/96q0-8r58
title: Okanagan Lake ostracode surface sample dataset

description: Raw data for the Okanagan Lake ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/d2zk-9b70
title: Center for Tropical Forest Science Forest Dynamics Plot pollen trap dataset

description: Raw data for the Center for Tropical Forest Science Forest Dynamics Plot pollen trap dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/qnk5-xn40
title: Mazeppa (Stauffer Elephant 70) vertebrate fauna dataset

description: Raw data for the Mazeppa (Stauffer Elephant 70) vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/gdpk-ef76
title: Bouchard Lake ostracode surface sample dataset

description: Raw data for the Bouchard Lake ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/necx-ty29
title: Lac du Bonnet water chemistry dataset

description: Raw data for the Lac du Bonnet water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/pe1x-j881
title: Harriet L. diatom dataset

description: Raw data for the Harriet L. diatom dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/w7zz-v602
title: Barnegat Bay, Oyster Creek loss-on-ignition dataset

description: Raw data for the Barnegat Bay, Oyster Creek loss-on-ignition dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.15381479
title: Reassessing Latin America's Research Capacity: A Regional Comparison Using UNESCO Indicators

description: Title: Reassessing Latin America’s Research Capacity: A Regional Comparison Using UNESCO IndicatorsAuthors: Scott Matthew Brown, Theany Calderon, and Arleen HernandezInstitution: University of Puerto RicoContact: Scott.brown@upr.eduPublication Date: 2025-05-11

This dataset and project description accompanies the study "Reassessing Latin America’s Research Capacity: A Regional Comparison Using UNESCO Indicators." The study presents a novel AI-augmented, open-source research workflow developed at a bankrupt public university in Puerto Rico. It documents how a lone faculty member, using tools such as ChatGPT, Google Colab, and public data from UNESCO and the World Bank, built a high-productivity research pipeline that generated 40 unique manuscripts and 77 submissions across 53 journals within just 55 days.

The project combines autoethnographic artifact analysis with regional slope regressions of UNESCO R&D and education data, focusing on five indicators:





GERD (% of GDP)




Government Education Spending (% of total budget)




Tertiary Enrollment (Gross HE enrollment rate)




Researchers per Capita (Public Sector)




Researchers per Capita (Private Sector)



The analysis highlights statistically significant growth in Latin America's research workforce—particularly in the private sector—despite stagnant investment trends, challenging assumptions that elite R1 infrastructure is necessary for research productivity. Findings suggest the emergence of a “Post-R1 Researcher” archetype, capable of scholarly contribution through digital improvisation, methodological agility, and cognitive empowerment via AI tools.

The full manuscript includes:





Background on academic precarity in Latin America




Methodology for bottom-up digital workflow construction and UNESCO slope analysis




Detailed regression slope results across six global regions (Africa, Asia, Europe, Latin America, North America, Other)




Theoretical implications for institutional theory, capacity-building, and reverse innovation



Key empirical finding: Latin America shows strong growth in researcher density, particularly in private-sector positions, without corresponding increases in government R&D or education spending. Meanwhile, North America shows significant decline in public investment metrics, potentially due to political retrenchment. These trends point to a decentralizing model of knowledge production increasingly shaped by open infrastructure and generative AI rather than institutional abundance.

This Zenodo archive contains the full dataset and code needed to replicate the study’s quantitative findings, in accordance with FAIR principles (Findable, Accessible, Interoperable, Reusable).
DOI: 10.5281/zenodo.15381480
title: Reassessing Latin America's Research Capacity: A Regional Comparison Using UNESCO Indicators

description: Title: Reassessing Latin America’s Research Capacity: A Regional Comparison Using UNESCO IndicatorsAuthors: Scott Matthew Brown, Theany Calderon, and Arleen HernandezInstitution: University of Puerto RicoContact: Scott.brown@upr.eduPublication Date: 2025-05-11

This dataset and project description accompanies the study "Reassessing Latin America’s Research Capacity: A Regional Comparison Using UNESCO Indicators." The study presents a novel AI-augmented, open-source research workflow developed at a bankrupt public university in Puerto Rico. It documents how a lone faculty member, using tools such as ChatGPT, Google Colab, and public data from UNESCO and the World Bank, built a high-productivity research pipeline that generated 40 unique manuscripts and 77 submissions across 53 journals within just 55 days.

The project combines autoethnographic artifact analysis with regional slope regressions of UNESCO R&D and education data, focusing on five indicators:





GERD (% of GDP)




Government Education Spending (% of total budget)




Tertiary Enrollment (Gross HE enrollment rate)




Researchers per Capita (Public Sector)




Researchers per Capita (Private Sector)



The analysis highlights statistically significant growth in Latin America's research workforce—particularly in the private sector—despite stagnant investment trends, challenging assumptions that elite R1 infrastructure is necessary for research productivity. Findings suggest the emergence of a “Post-R1 Researcher” archetype, capable of scholarly contribution through digital improvisation, methodological agility, and cognitive empowerment via AI tools.

The full manuscript includes:





Background on academic precarity in Latin America




Methodology for bottom-up digital workflow construction and UNESCO slope analysis




Detailed regression slope results across six global regions (Africa, Asia, Europe, Latin America, North America, Other)




Theoretical implications for institutional theory, capacity-building, and reverse innovation



Key empirical finding: Latin America shows strong growth in researcher density, particularly in private-sector positions, without corresponding increases in government R&D or education spending. Meanwhile, North America shows significant decline in public investment metrics, potentially due to political retrenchment. These trends point to a decentralizing model of knowledge production increasingly shaped by open infrastructure and generative AI rather than institutional abundance.

This Zenodo archive contains the full dataset and code needed to replicate the study’s quantitative findings, in accordance with FAIR principles (Findable, Accessible, Interoperable, Reusable).
DOI: 10.15468/dl.vtqcyc
title: Occurrence Download

description: A dataset containing 8788 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bolivia (Plurinational State of)",
 "Geometry POLYGON((-100.20619 -31.79828,12.17784 -31.79828,12.17784 13.20172,-100.20619 13.20172,-100.20619 -31.79828))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 8788 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024819-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/8jkz-7c65
title: Rosenbergdalen pollen surface sample dataset

description: Raw data for the Rosenbergdalen pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/h9xs-5178
title: Lake Erie water chemistry dataset

description: Raw data for the Lake Erie water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/9zw9-qp90
title: Richey Lake diatom bottom sample dataset

description: Raw data for the Richey Lake diatom bottom sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/n81t-cr33
title: Collin Bog testate amoebae surface sample dataset

description: Raw data for the Collin Bog testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/6hbv-he97
title: Heinisuo testate amoebae surface sample dataset

description: Raw data for the Heinisuo testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/h6xm-es06
title: Boucher water chemistry dataset

description: Raw data for the Boucher water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/h3rm-sh19
title: Wolfslohe pollen dataset

description: Raw data for the Wolfslohe pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/m5pd-me61
title: Le Cachot testate amoebae surface sample dataset

description: Raw data for the Le Cachot testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/ev86-ry60
title: Zhaogongting testate amoebae surface sample dataset

description: Raw data for the Zhaogongting testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/a7zq-y241
title: LDDsite2106 water chemistry dataset

description: Raw data for the LDDsite2106 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/zvhf-yf17
title: Carrington [23VE1] vertebrate fauna dataset

description: Raw data for the Carrington [23VE1] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/sypb-y017
title: Ruby Lake [Ruby Marsh Lake] ostracode surface sample dataset

description: Raw data for the Ruby Lake [Ruby Marsh Lake] ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/7bce-ye56
title: Desnoyers [JePw-1] vertebrate fauna dataset

description: Raw data for the Desnoyers [JePw-1] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/vcks-6130
title: Wally Creek testate amoebae surface sample dataset

description: Raw data for the Wally Creek testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/b0ad-tc43
title: LRRB16 pollen surface sample dataset

description: Raw data for the LRRB16 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.