cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.uad7vk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dreissena bugensis",
 "Country is Moldova, Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018433-250717081556266/datasets/export for details.
DOI: 10.15468/dl.weusg2
title: Occurrence Download

description: A dataset containing 211 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen)",
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Odontotermes formosanus",
 "Year 1970-2025"
 ]
}

 The dataset includes 211 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018435-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.33q3mm
title: Occurrence Download

description: A dataset containing 1892 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dreissena bugensis",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1892 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018434-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6p8sep
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes",
 "Country is Equatorial Guinea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018436-250717081556266/datasets/export for details.
DOI: 10.15468/dl.cczg5f
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes",
 "Country is Ethiopia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018437-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bvwgww
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes",
 "Country is Micronesia (Federated States of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018439-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5wmmmb
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((2.29725 39.51912,3.17574 39.51912,3.17574 39.87068,2.29725 39.87068,2.29725 39.51912))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aria edulis"
 ]
}

 The dataset includes 39 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018438-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9sbg2z
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carassius gibelio",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018440-250717081556266/datasets/export for details.
DOI: 10.15468/dl.3gkmcr
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Oxylipeurus ellipticus"
 ]
}

 The dataset includes 14 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018441-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16227107
title: High sensitivity title and abstract screening pipeline

description: This dataset contains the data of a study that developed and evaluated an automated pipeline for screening titles and abstracts in systematic reviews. The primary goal of this research was to create a highly sensitive and efficient screening process using fine-tuned, open-source large language models (LLMs) combined with a PICOS (Population, Intervention/Exposure, Comparison, Outcome, Study Design) framework.

Dataset Contents

The dataset is organized into four main folders, each corresponding to one of the four systematic reviews used in the study:





Study 1: A systematic review and meta-analysis of randomized controlled trials.




Study 2: A systematic review and meta-analysis of cohort studies.




Study 3: A systematic review and meta-analysis of cohort studies or studies with data derived from randomized controlled trials.




Study 4: A systematic review of observational studies.



Each study folder contains a set of CSV files that document the screening process at different stages:





Total articles: This file lists all the articles retrieved from the initial literature search for the respective systematic review.




Study design screen: This file contains the articles that were excluded by the automated pipeline based on their study design.




PICO screen: This file includes the articles that were excluded after applying the simplified PICOS criteria.




Final included: This file lists the articles that were ultimately included for full-text screening after the automated pipeline was applied.



 

Methods

The data was generated using a multi-step automated pipeline:





PICOS Summarization: A fine-tuned Mistral-Nemo-Instruct-2407 model was used to generate structured PICOS summaries from the titles and abstracts of the retrieved articles.




Exclusion of Irrelevant Study Designs: A fine-tuned Qwen3-14B model was employed to exclude non-human studies, reviews, and other non-primary literature.




Stepwise PICOS-based Screening: The same Qwen3-14B model, trained on a stepwise screening strategy, was used to apply the simplified PICOS inclusion criteria to identify relevant articles.



The performance of this pipeline was evaluated by comparing its results to the gold standard of included articles from the original published systematic reviews. The dataset provides the complete outputs of this automated process, allowing for full transparency and reproducibility of the study's findings. This data can be used to validate the results, explore the performance of the models in detail, and serve as a foundation for future research in AI-assisted evidence synthesis.
DOI: 10.15468/dl.ba24y9
title: Occurrence Download

description: A dataset containing 560 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Triportheus auritus"
 ]
}

 The dataset includes 560 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018442-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dm84ru
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galinsoga parviflora",
 "Country is Bosnia and Herzegovina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018443-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzufb2
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galinsoga parviflora",
 "Country is Bulgaria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018444-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qd7vuu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dreissena bugensis",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018445-250717081556266/datasets/export for details.
DOI: 10.15468/dl.by663q
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dreissena bugensis",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 136 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018448-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.96qf2s
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dreissena bugensis",
 "Country is Ukraine",
 "HasCoordinate is true"
 ]
}

 The dataset includes 97 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018447-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6zh787
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018446-250717081556266/datasets/export for details.
DOI: 10.15468/dl.8e2ad6
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes",
 "Country is Ghana",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018452-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpqx73
title: Occurrence Download

description: A dataset containing 422785 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carduelis cannabina"
 ]
}

 The dataset includes 422785 records from 2295 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018393-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgqfcf
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Astragalus petraeus"
 ]
}

 The dataset includes 44 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008260-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sna8fh
title: Occurrence Download

description: A dataset containing 8335 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is Europe",
 "Geometry POLYGON((-29.26045 68.66702,-4.23695 28.03363,52.48301 28.74857,74.88496 76.76987,-29.26045 68.66702))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Stellaria media"
 ]
}

 The dataset includes 8335 records from 198 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008259-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/qgh7p4
title: Replication Data for: Democratic Deepening or Elite Persistence? How Local Elites Adapt to Electoral Reform in Rural India

description: Political decentralization is often undermined by elite capture of the local state. In unequal contexts, contemporary accounts highlight that local executives lack de facto political authority because they are sidelined by unelected elites. This paper investigates one purported institutional remedy: direct elections. Direct elections are promoted as a tool of democratic deepening that empowers local executives by disrupting elites’ hold on political institutions. Exploiting a quasi-experiment in rural Maharashtra, India, I find that direct elections increase the de facto authority of local executives. However, I find no evidence of disrupted elite dominance. Instead, I argue that direct elections shift the mode of elite capture from informal to formal channels. I use over two years of qualitative fieldwork, original survey and administrative data, and a vignette experiment to substantiate these claims. This study underscores the limitations of reforms to bring democracy "closer to the people" in contexts of entrenched elite dominance.
description: <strong>APSR Data Editors' Note:</strong> APSR Data Editors have reviewed included documentation for completeness and have successfully reproduced all figures and tables in the article using the code and data included in this deposit. Data editors do not review results presented in appendices or supplementary materials.
DOI: 10.15468/dl.ejfgqt
title: Occurrence Download

description: A dataset containing 10933223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "HasCoordinate is true",
 "TaxonKey is Magnoliopsida",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10933223 records from 164 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010218-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5sd4s6
title: Occurrence Download

description: A dataset listing the 1791 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Australia",
 "EventDate 1700-01-01-1900-12-31",
 "TaxonKey is Aves"
 ]
}

 The dataset's 1791 records were derived from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228005-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.87vwz7
title: Occurrence Download

description: A dataset containing 698 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Chelonia mydas (Linnaeus, 1758)"
 ]
}

 The dataset includes 698 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0292450-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5enfcc
title: Occurrence Download

description: A dataset containing 729 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 729 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010218-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.358nvq
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calamagrostis neglecta G.Gaertn., B.Mey. & Scherb.",
 "MediaType is Image",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 22 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000653-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgtggd
title: Occurrence Download

description: A dataset containing 201 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Meriones meridianus psammophilus"
 ]
}

 The dataset includes 201 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061564-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z4frg6
title: Occurrence Download

description: A dataset containing 1120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Steinchisma hians (Elliott) Nash"
 ]
}

 The dataset includes 1120 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0309030-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhjpln
title: Occurrence Download

description: A dataset containing 381 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-37.44141 -9.16523,-36.91406 -9.16523,-36.91406 -8.98945,-37.44141 -8.98945,-37.44141 -9.16523))"
 ]
}

 The dataset includes 381 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010218-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.82jjv8
title: Occurrence Download

description: A dataset containing 7157 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cordia alliodora (Ruiz & Pav.) Oken"
 ]
}

 The dataset includes 7157 records from 277 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0290253-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nnpcfz
title: Occurrence Download

description: A dataset containing 19638 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Oryza sativa L."
 ]
}

 The dataset includes 19638 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025052-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u7dnpd
title: Occurrence Download

description: A dataset containing 4917 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sedum sarmentosum Bunge"
 ]
}

 The dataset includes 4917 records from 173 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269544-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vrsz97
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nikoides sibogae De Man, 1918)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 31 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050982-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vsmag0
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "StateProvince is misiones",
 "TaxonKey is Calophyllaceae"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010219-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y7scgx
title: Occurrence Download

description: A dataset containing 11752 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Wasmannia auropunctata (Roger, 1863)"
 ]
}

 The dataset includes 11752 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011510-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2h3vvc
title: Occurrence Download

description: A dataset containing 1590 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-980.0",
 "DatasetKey is Survey of distribution of beavers in Tayside in 2012",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1590 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258407-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5nkex
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "License is CC-BY 4.0",
 "License is CC-BY-NC 4.0"
 ]
 },
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is Phasianus colchicus Linnaeus, 1758"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0314947-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqsjvb
title: Occurrence Download

description: A dataset containing 729 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 729 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010219-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.