cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28943927.v2
title: Using Large Language Models for Legal Decision-Making in Austrian Value-Added Tax Law: An Experimental Investigation of Retrieval-Augmented Generation and Fine-Tuning

description: This project contains the source code and evaluation setup used for comparing fine-tuning and RAG in the context of Austrian VAT law.It includes evaluation data, final results, prompt flow definitions for Azure AI Foundry, and metrics related to the fine-tuning process. The training data used for fine-tuning is not included and will not be published.
DOI: 10.5281/zenodo.18102068
title: Supplemental Data File Information Geometry and the Variational Structure of Physical Dynamics: A Rigorous Foundation

description: This document contains all code, data structures, and implementations necessary to reproduce every result in the main paper. All code is production-ready and has been tested.
DOI: 10.5281/zenodo.18102069
title: Supplemental Data File Information Geometry and the Variational Structure of Physical Dynamics: A Rigorous Foundation

description: This document contains all code, data structures, and implementations necessary to reproduce every result in the main paper. All code is production-ready and has been tested.
DOI: 10.15468/dl.nvygb2
title: Occurrence Download

description: A dataset containing 38390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.6.5_1",
 "Year 2000-2024"
 ]
}

 The dataset includes 38390 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069690-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aaqynp
title: Occurrence Download

description: A dataset containing 204 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Ephedra saxatilis (Stapf) Royle ex Florin"
 ]
}

 The dataset includes 204 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011432-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m22xys
title: Occurrence Download

description: A dataset containing 98603 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-11.86523 28.21289,67.93945 28.21289,67.93945 70.75195,-11.86523 70.75195,-11.86523 28.21289))",
 "TaxonKey is Cupido minimus Füssly, 1775"
 ]
}

 The dataset includes 98603 records from 330 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0121642-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6l9wmf
title: Occurrence Download

description: A dataset containing 6374 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alstroemeria L."
 ]
}

 The dataset includes 6374 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006322-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6fbbcf
title: Occurrence Download

description: A dataset containing 999508 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Dorycnium hirsutum (L.) Ser., Dorycnium herbaceum Vill., Diplotaxis tenuifolia (L.) DC., Diplotaxis muralis (L.) DC., Dioscorea sansibarensis Pax, Cynoglossum creticum Mill., Cynodon dactylon (L.) Pers., Cuscuta campestris Yunck., Crypsis aculeata (L.) Aiton, Copaifera officinalis L., Conium maculatum L., Cirsium vulgare (Savi) Ten.)"
 ]
}

 The dataset includes 999508 records from 2929 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0186249-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6cdekx
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brassica procumbens",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 21 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051744-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/1797-16m4-pz0h
title: CEOP/EOP-1: BALTEX: Cabauw Hourly Soil Heat Flux, Moisture, and Temperature Data Set. Version 1.0

description: This data set contains the Coordinated Energy and Water Cycle Observation (CEOP) Enhanced Observing Period 1 (EOP-1) Baltic Sea Experiment (BALTEX) Cabauw Mast Hourly Soil Heat Flux, Moisture, and Temperature Data Set. This data set contains hourly soil heat flux (5cm, 10cm depth) data from one station for the CEOP EOP-1 time period (01 July 2001 to 30 September 2001). The National Center for Atmospheric Research/Earth Observing Laboratory (NCAR/EOL) did not perform quality control processing on this data set.
DOI: 10.15468/dl.uxybe3
title: Occurrence Download

description: A dataset containing 4093 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Berchemia floribunda)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4093 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051745-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwjvbk
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clypeola cyclodontea",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051746-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/gyqz-kzx3-z60d
title: CEOP/EOP-1: BALTEX: Sodankyla High Resolution Radiosonde Raw Data. Version 1.0

description: This is the 12 Hourly High Resolution Radiosonde Data for the Baltex Sodankyla site.
DOI: 10.15468/dl.p2q5q4
title: Occurrence Download

description: A dataset containing 76554 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gambusia affinis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 76554 records from 164 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051679-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.buth2p
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Berchemiella wilsonii)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 41 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051747-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.75bhse
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplotaxis assurgens",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051748-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s5s6w6
title: Occurrence Download

description: A dataset containing 613 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Betula costata)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 613 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051750-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.88fbgr
title: Occurrence Download

description: A dataset containing 4504 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saccharum officinarum"
 ]
}

 The dataset includes 4504 records from 372 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051751-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/emyh-kkrb-500v
title: CEOP/EOP-1: Other: ARM TWP Hourly Surface Meteorology, Flux, and Radiation Data Set. Version 1.0

description: This data set contains the Coordinated Energy and Water Cycle Observation (CEOP) Enhanced Observing Period 1 (EOP-1) Tropical Western Pacific (TWP) Hourly Surface Meteorology, Flux, and Radiation Data Set. This data set contains hourly data from two stations (Manus and Nauru) for the CEOP EOP-1 time period (01 July 2001 to 30 September 2001). The National Center for Atmospheric Research/Earth Observing Laboratory (NCAR/EOL) did not perform quality control processing on this data set.
DOI: 10.15468/dl.pv53xr
title: Occurrence Download

description: A dataset containing 2127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Luxilus coccogenis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2127 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051752-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17274218
title: Comparison of soil properties of a forest strip and a nearby arable field in Dáka, Hungary
DOI: 10.15468/dl.3q4gbp
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplotaxis catholica",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051754-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k7gtaj
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051755-250920141307145/datasets/export for details.
DOI: 10.15468/dl.znx8w8
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Betula cylindrostachya)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 114 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051756-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xh9967
title: Occurrence Download

description: A dataset containing 15843 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aplodinotus grunniens",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15843 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051757-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/57ep-c8yw-en0y
title: CEOP/EOP-1: Other: ARM NSA Hourly Surface Meteorology, Flux, and Radiation Data Set. Version 1.0

description: This data set contains the Coordinated Energy and Water Cycle Observation (CEOP) Enhanced Observing Period 1 (EOP-1) North Slope of Alaska (NSA) Hourly Surface Meteorology, Flux, and Radiation Data Set. This data set contains hourly data from two stations (Atqasuk and Barrow) for the CEOP EOP-1 time period (01 July 2001 to 30 September 2001). The National Center for Atmospheric Research/Earth Observing Laboratory (NCAR/EOL) did not perform quality control processing on this data set.
DOI: 10.15468/dl.74ux2r
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplotaxis tenuisiliqua",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051758-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xcd3dc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplotaxis tenuisiliqua",
 "Country is Sao Tome and Principe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051759-250920141307145/datasets/export for details.
DOI: 10.15468/dl.a4c3zv
title: Occurrence Download

description: A dataset containing 1075 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Betula davurica)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1075 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051760-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28924784
title: Supplementary Materials

description: <b>Table S1. </b>Previous epidemiological studies on oral squamous cell carcinoma (OSCC).
DOI: 10.6084/m9.figshare.28924784.v1
title: Supplementary Materials

description: <b>Table S1. </b>Previous epidemiological studies on oral squamous cell carcinoma (OSCC).
DOI: 10.6084/m9.figshare.28924784.v2
title: Supplementary Materials

description: <b>Table S1. </b>Previous epidemiological studies on oral squamous cell carcinoma (OSCC).
DOI: 10.5281/zenodo.17274250
title: Continuity Field Theory
DOI: 10.5281/zenodo.17274251
title: Continuity Field Theory
DOI: 10.26023/s8gk-qawk-pw0r
title: CEOP/EOP-1: CAMP: N. South China Sea - S. Japan Hourly Surface Meteorology Data Set. Version 1.0

description: This data set contains the Coordinated Energy and Water Cycle Observation (CEOP) Enhanced Observing Period 1 (EOP-1) CEOP Asian-Australia Monsoon Experiment (CAMP) Northern South China Sea - Southern Japan Hourly Surface Meteorology, Flux, and Radiation Data Set. This data set contains hourly data from 25 stations for the CEOP EOP-1 time period (01 July 2001 to 30 September 2001). The National Center for Atmospheric Research/Earth Observing Laboratory (NCAR/EOL) did not perform quality control processing on this data set.
DOI: 10.15468/dl.qgts54
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erucastrum varium",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051762-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17274236
title: Jeffrey_MCMC Reproducibility Package for 'Unified Hubble Tension Resolution' (Minimal reproducibility)

description: Contents- measurements.csv : summary H0 numbers (21 methods) used in the manuscript (numeric summary only)- correlation_matrix_21x21.csv : author-constructed 21x21 correlation matrix (summary form consistent with manuscript)- systematic_bias.json : reported total systematic correction applied to local methods- run_mcmc.py : minimal script that (a) reproduces corrected vs original weighted means and (b) runs a toy MCMC combining corrected local group with Planck- requirements.txt : minimal packages used by the toy script- README.md : this file- LICENSE : MIT license- example_notebook.ipynb : small example notebook showing how to load and run the analysis (placeholder)

 

Related uploads:

 

DOI for initial Zip

 

https://doi.org/10.5281/zenodo.17260598

 

DOI for Preprints 

 

https://doi.org/10.5281/zenodo.17260670

 

21x21 DOI

 

https://doi.org/10.5281/zenodo.17272494
DOI: 10.15468/dl.qqkteh
title: Occurrence Download

description: A dataset containing 4643 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Betula ermanii)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4643 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051763-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cqnjcd
title: Occurrence Download

description: A dataset containing 148 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xanthomonas vasicola"
 ]
}

 The dataset includes 148 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051764-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.24356209
title: Landcover6k South Asia dataset for 6kya and 12kya

description: A geodatabase containing the LC6k database for these two time slices, in the LC6k database format.
DOI: 10.6084/m9.figshare.24356209.v1
title: Landcover6k South Asia dataset for 6kya and 12kya

description: A geodatabase containing the LC6k database for these two time slices, in the LC6k database format.
DOI: 10.15468/dl.bxtzs2
title: Occurrence Download

description: A dataset containing 3012 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Betula luminifera)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3012 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051767-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3degtd
title: Occurrence Download

description: A dataset containing 320036 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "TaxonKey is one of (Aponogeton distachyos, Arthurdendyus triangulatus, Cabomba caroliniana, Callosciurus finlaysonii, Cherax destructor, Corvus splendens, Crassula helmsii, Elodea densa, Eriocheir sinensis, Erythranthe guttata, Faxonius immunis, Faxonius juvenilis, Faxonius rusticus, Faxonius virilis, Gambusia affinis, Heracleum mantegazzianum, Heracleum persicum, Heracleum pubescens, Houttuynia cordata, , Impatiens glandulifera, Koenigia polystachya, Lagarosiphon major, Lepomis gibbosus, Limnoperna fortunei, Ludwigia grandiflora, Ludwigia peploides, Lysichiton americanus, Morone americana, Muntiacus reevesi, Myriophyllum aquaticum, Myriophyllum heterophyllum, Pacifastacus leniusculus, Petasites japonicus, Pontederia cordata, Procambarus acutus, Procambarus clarkii, Procambarus virginalis, Pseudorasbora parva, Pycnonotus cafer, Saururus cernuus, Sciurus carolinensis, Sciurus niger, Solenopsis invicta, Solenopsis richteri, Threskiornis aethiopicus, Vespa velutina, Zizania latifolia)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 320036 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051725-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mnk5aw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erysimum nevadense",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051766-250920141307145/datasets/export for details.
DOI: 10.15468/dl.brtbaw
title: Occurrence Download

description: A dataset containing 3266 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erysimum nevadense",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3266 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051765-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/qagr-q3cg-ja06
title: CEOP/EOP-1: CAMP: N. South China Sea - S. Japan Hourly Soil Temperature Data Set. Version 1.0

description: This data set contains the Coordinated Energy and Water Cycle Observation (CEOP) Enhanced Observing Period 1 (EOP-1) CEOP Asian-Australia Monsoon Experiment (CAMP) Northern South China Sea - Southern Japan Hourly Soil Heat Flux, Moisture, and Temperature Data Set. This data set contains 7-hour data from 14 stations for the CEOP EOP-1 time period (01 July 2001 to 30 September 2001). The National Center for Atmospheric Research/Earth Observing Laboratory (NCAR/EOL) did not perform quality control processing on this data set.
DOI: 10.15468/dl.s4y32z
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isatis lusitanica",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051769-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/gdvp-m74x-q60q
title: CEOP/EOP-1: LBA: Pantanal Hourly Surface Meteorology, Flux, and Radiation Data Set. Version 1.0

description: This data set contains the Coordinated Energy and Water Cycle Observation (CEOP) Enhanced Observing Period 1 (EOP-1) Large Scale Biosphere-Atmosphere Experiment in Amazonia (LBA) Pantanal Hourly Surface Meteorology, Flux, and Radiation Data Set. This data set contains hourly data from a single station for the CEOP EOP-1 time period (01 July 2001 to 30 September 2001). The National Center for Atmospheric Research/Earth Observing Laboratory (NCAR/EOL) did not perform quality control processing on this data set.
DOI: 10.15468/dl.w4n9mx
title: Occurrence Download

description: A dataset containing 1206 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Brucella"
 ]
}

 The dataset includes 1206 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051771-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.