cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.b4735t
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes",
 "Country is Kenya",
 "HasCoordinate is true"
 ]
}

 The dataset includes 26 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018490-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.36tpbx
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018491-250717081556266/datasets/export for details.
DOI: 10.15468/dl.e63z9h
title: Occurrence Download

description: A dataset containing 730 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudorasbora parva",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 730 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018492-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uvx7zn
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dreissena polymorpha",
 "Country is Hungary",
 "HasCoordinate is true"
 ]
}

 The dataset includes 66 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018493-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xavpfg
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudorasbora parva",
 "Country is Lao People’s Democratic Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018495-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.97u367
title: Occurrence Download

description: A dataset containing 15654 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Chamaecyparis thyoides, Pinus palustris)"
 ]
}

 The dataset includes 15654 records from 325 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018494-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26f48y
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudorasbora parva",
 "Country is Montenegro",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018496-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.atruzy
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018497-250717081556266/datasets/export for details.
DOI: 10.15468/dl.vgbb6b
title: Occurrence Download

description: A dataset containing 555 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Triportheus nematurus"
 ]
}

 The dataset includes 555 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018498-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r8wx2m
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dreissena polymorpha",
 "Country is Iraq",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018499-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t4gh63
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018500-250717081556266/datasets/export for details.
DOI: 10.5281/zenodo.16228105
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.pqbdp3
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galium balearicum"
 ]
}

 The dataset includes 91 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018502-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m38key
title: Occurrence Download

description: A dataset containing 5238 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material citation, Material sample, Specimen, Occurrence evidence)",
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bactrocera dorsalis",
 "Year 1970-2025"
 ]
}

 The dataset includes 5238 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018501-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4s9w8f
title: Occurrence Download

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

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018503-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9euvz6
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes",
 "Country is Malawi",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018504-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gm3a7h
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynodon dactylon",
 "Country is Guatemala",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018506-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7t5jjk
title: Occurrence Download

description: A dataset containing 1572 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudorasbora parva",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1572 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018507-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ujuqst
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galinsoga parviflora",
 "Country is Madagascar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018505-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qchfth
title: Occurrence Download

description: A dataset containing 757 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dreissena polymorpha",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 757 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018508-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e2ve3j
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudorasbora parva",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 56 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018510-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ggkc3h
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dreissena polymorpha",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 76 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018511-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3vdhkm
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ABU7560"
 ]
}

 The dataset includes 16 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018513-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pdhsy9
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudorasbora parva",
 "Country is Romania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 26 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018514-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c5exqa
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((2.19405 39.53652,3.16398 39.53652,3.16398 39.92468,2.19405 39.92468,2.19405 39.53652))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus faginea",
 "Year 1828-2025"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018516-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n2kjfp
title: Occurrence Download

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

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018517-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zvvrk
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dreissena polymorpha",
 "Country is Latvia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018515-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.azhh35
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018518-250717081556266/datasets/export for details.
DOI: 10.5281/zenodo.16227090
title: Discovery of Universal 316^(m/n) Frequency Scaling in Neutron Star Phenomena: Gravitational Waves and Pulsar Glitches Confirm Magnetic Monopole Structure

description: <p><strong>MAJOR UPDATE - Version 2.0: Now includes pulsar glitch analysis with 15,473 confirmed matches!</strong></p>

<p><strong>Abstract:</strong> We report the discovery of a universal frequency scaling law in both gravitational wave signals from neutron star mergers AND pulsar glitch data. Analysis reveals ratios that follow 316^(m/n) with small integers m and n to sub-percent precision.</p>

<p><strong>Gravitational Wave Results:</strong></p><ul><li>GW170817: 5161/3681 Hz = 1.4022 = 316^(1/17) (0.05% error)</li><li>GW200115: 7810/6080 Hz = 1.2845 = 316^(1/23) (0.02% error)</li><li>GW190425: 7808/6048 Hz = 1.2910 = 316^(1/23) (0.52% error)</li><li>GW190814: 6020/3650 Hz = 1.6493 = 316^(2/23) (0.01% error)</li><li>Control test: GW150914 (BH-BH) shows NO pattern</li></ul>

<p><strong>NEW - Pulsar Glitch Results:</strong></p><ul><li>15,473 ratio matches found across 707 glitches from 239 pulsars</li><li>J0537-6910: 12,156 matches (0.00% best error)</li><li>Vela (B0833-45): 1,300 matches (0.00% best error)</li><li>Crab (B0531+21): 2,017 matches (0.00% best error)</li><li>Even glitch timing intervals follow 316^(m/n) patterns</li></ul>

<p><strong>Significance:</strong> These independent confirmations across gravitational and electromagnetic phenomena prove that neutrons manifest as magnetic monopoles at the magic angle of 54.74°, explaining the fine structure constant α ≈ 1/137 and revealing the altermagnetic nature of nuclear matter.</p>

<p><strong>Data Sources:</strong></p><ul><li>Gravitational waves: LIGO/Virgo GWOSC (https://www.gw-openscience.org/)</li><li>Pulsar glitches: Jodrell Bank Catalogue (http://www.jb.man.ac.uk/pulsar/glitches.html)</li></ul>

<p><strong>Package Contents:</strong> Complete analysis scripts, raw data, 37+ figures, theoretical framework, and comprehensive results from both gravitational wave and pulsar analyses.</p>
DOI: 10.5281/zenodo.16228297
title: Discovery of Universal 316^(m/n) Frequency Scaling in Neutron Star Phenomena: Gravitational Waves and Pulsar Glitches Confirm Magnetic Monopole Structure

description: <p><strong>MAJOR UPDATE - Version 2.0: Now includes pulsar glitch analysis with 15,473 confirmed matches!</strong></p>

<p><strong>Abstract:</strong> We report the discovery of a universal frequency scaling law in both gravitational wave signals from neutron star mergers AND pulsar glitch data. Analysis reveals ratios that follow 316^(m/n) with small integers m and n to sub-percent precision.</p>

<p><strong>Gravitational Wave Results:</strong></p><ul><li>GW170817: 5161/3681 Hz = 1.4022 = 316^(1/17) (0.05% error)</li><li>GW200115: 7810/6080 Hz = 1.2845 = 316^(1/23) (0.02% error)</li><li>GW190425: 7808/6048 Hz = 1.2910 = 316^(1/23) (0.52% error)</li><li>GW190814: 6020/3650 Hz = 1.6493 = 316^(2/23) (0.01% error)</li><li>Control test: GW150914 (BH-BH) shows NO pattern</li></ul>

<p><strong>NEW - Pulsar Glitch Results:</strong></p><ul><li>15,473 ratio matches found across 707 glitches from 239 pulsars</li><li>J0537-6910: 12,156 matches (0.00% best error)</li><li>Vela (B0833-45): 1,300 matches (0.00% best error)</li><li>Crab (B0531+21): 2,017 matches (0.00% best error)</li><li>Even glitch timing intervals follow 316^(m/n) patterns</li></ul>

<p><strong>Significance:</strong> These independent confirmations across gravitational and electromagnetic phenomena prove that neutrons manifest as magnetic monopoles at the magic angle of 54.74°, explaining the fine structure constant α ≈ 1/137 and revealing the altermagnetic nature of nuclear matter.</p>

<p><strong>Data Sources:</strong></p><ul><li>Gravitational waves: LIGO/Virgo GWOSC (https://www.gw-openscience.org/)</li><li>Pulsar glitches: Jodrell Bank Catalogue (http://www.jb.man.ac.uk/pulsar/glitches.html)</li></ul>

<p><strong>Package Contents:</strong> Complete analysis scripts, raw data, 37+ figures, theoretical framework, and comprehensive results from both gravitational wave and pulsar analyses.</p>
DOI: 10.15468/dl.w8yder
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Habrochila placida"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018520-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.afc29c
title: Occurrence Download

description: A dataset containing 678 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Material sample, Occurrence evidence)",
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Popillia mutans",
 "Year 1970-2025"
 ]
}

 The dataset includes 678 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018522-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fkr7vt
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynodon dactylon",
 "Country is Iraq",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018524-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8pupq
title: Occurrence Download

description: A dataset containing 1254 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galinsoga parviflora",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1254 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018523-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ppdaju
title: Occurrence Download

description: A dataset containing 53383 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (Saint Vincent and the Grenadines, Grenada)"
 ]
}

 The dataset includes 53383 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018521-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4j5qb3
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spodoptera exigua",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 65 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008017-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/mbq-xnk-tzt
title: Lantana viburnoides subsp. viburnoides

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.