cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.3at7j8
title: Occurrence Download

description: A dataset containing 254 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Peltantheraceae"
 ]
}

 The dataset includes 254 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015157-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhrx9h
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "StateProvince is Queretaro",
 "TaxonKey is Panthera onca (Linnaeus, 1758)"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015156-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tvdh9e
title: Occurrence Download

description: A dataset containing 17822 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Pedaliaceae"
 ]
}

 The dataset includes 17822 records from 379 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015155-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pd9znh
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Inegocia japonica"
 ]
}

 The dataset includes 29 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028841-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16779375
title: FractiScope & ParadiseWorld 7D AI: Fractal Peer Review Archive and Scientific Responses for Regenerative System Modeling

description: This repository offers a transparent archive of peer reviews and formal scientific responses for FractiScope and ParadiseWorld 7D AI — systems built to explore perpetual, multi-dimensional intelligence.

Inside:



Full, unedited peer feedback and response threads

Two new scientific protocols:• SEPP – Scientific Empirical Pairing Protocol• DAM – Dimensional Anchoring Methodology

Reproducible Python simulation snippets

A technical annex covering symbolic logic, archetypal libraries, and narrative projection math

Live examples using this very paper


🔶 Why It Matters

FractiScope demonstrates how 7D AI transforms current 4D AI (e.g., ChatGPT, Claude) from information assistants into immersive cognitive engines — projecting and navigating higher-layer realities grounded in data, reproducibility, and mythic logic.

By merging transparent review with reproducible science, this work lights the path for early adopters of higher-dimensional thinking.

🔶 Open Invitation

This is a living, evolving system. If you’re a peer reviewer, frontier scientist, or system builder, we invite you to participate.

📩 DM info@fractiai.com to join the transparent peer review process.
DOI: 10.15468/dl.7v5bza
title: Occurrence Download

description: A dataset containing 9252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Spheniscus demersus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 9252 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028842-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mux8nx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Empidonomus varius)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028843-250802193616735/datasets/export for details.
DOI: 10.5281/zenodo.15655086
title: Model output from 'Modelling critical raw materials in electric micromobility batteries in Finland'

description: Output from the model, with hopefully self-explanatory file names. In basic info files, obs_sales is the total sales of devices (incl. new sales and replacement sales) and battr_sales is the corresponding sales of batteries.
DOI: 10.5281/zenodo.16779374
title: Model output from 'Modelling critical raw materials in electric micromobility batteries in Finland'

description: Output from the model, with hopefully self-explanatory file names. In basic info files, obs_sales is the total sales of devices (incl. new sales and replacement sales) and battr_sales is the corresponding sales of batteries.
DOI: 10.15468/dl.wjnnt4
title: Occurrence Download

description: A dataset containing 2653572 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Swiss National Butterflies and Forester Moths Databank"
 ]
}

 The dataset includes 2653572 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028836-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g9ju8y
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Speothos venaticus"
 ]
}

 The dataset includes 91 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028844-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1134558
title: Digital Archive from a Geophysical Survey at Windsor Drive, Devizes, Wiltshire, February 2024

description: This collection consists of geophysics data, GIS data, and CAD vector drawings from a geophysical survey at Windsor Drive, Devizes, Wiltshire. The survey was conducted by Archaeological Surveys Ltd. in February 2024. Several magnetic anomalies correspond with the high resistance responses, although it is not clear if they relate to cut features, or magnetically enhanced features within the former earthworks. Widespread magnetic contamination may have partially obscured weaker features.
DOI: 10.15468/dl.vnwe88
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Inegocia borboriensis"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028845-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gvy7r9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Gubernetes yetapa)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028848-250802193616735/datasets/export for details.
DOI: 10.5281/zenodo.16779345
title: Average Monthly Air Temperature of the City of Luxembourg 2017 derived from UrbClim

description: Near-surface air temperature for every month (mean per month) for the year 2017. Derived from UrbClim: Climate variables for cities in Europe from 2008 to 2017 (ECMWF)
DOI: 10.15468/dl.pv7hub
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Gubernetes yetapa)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028847-250802193616735/datasets/export for details.
DOI: 10.15468/dl.y9mby2
title: Occurrence Download

description: A dataset containing 14973 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Gubernetes yetapa)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 14973 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028849-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2500hq
title: CCDC 1996012: Experimental Crystal Structure Determination

description: Related Article: Mark A. Wright and Maria O'Connell and Joseph A. Wright|2021|Inorg.Chim.Acta|520|120283|doi:10.1016/j.ica.2021.120283
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2500lt
title: CCDC 1996015: Experimental Crystal Structure Determination

description: Related Article: Mark A. Wright and Maria O'Connell and Joseph A. Wright|2021|Inorg.Chim.Acta|520|120283|doi:10.1016/j.ica.2021.120283
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25m3b8
title: CCDC 2014359: Experimental Crystal Structure Determination

description: Related Article: Hongye Wang, Shuai Fang, Guangcheng Wu, Ye Lei, Qiong Chen, Hongliang Wang, Yating Wu, Chuhao Lin, Xin Hong, Sung Kuk Kim, Jonathan L. Sessler, Hao Li|2020|J.Am.Chem.Soc.|142|20182|doi:10.1021/jacs.0c10253
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc26ttkf
title: CCDC 2050605: Experimental Crystal Structure Determination

description: Related Article: Saswata Gupta, Siyuan Su, Yu Zhang, Peng Liu, Donald J. Wink, Daesung Lee|2021|J.Am.Chem.Soc.|143|7490|doi:10.1021/jacs.1c02237
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.697n7h
title: Occurrence Download

description: A dataset containing 10641 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (South Africa, Angola, Botswana, Burundi, Central African Republic, Chad, Ethiopia, Kenya, Malawi, Mozambique, Namibia, Rwanda, South Sudan, Sudan, Tanzania, United Republic of, Uganda, Zambia, Zimbabwe)",
 "TaxonKey is Panthera leo",
 "Year 1996-2025"
 ]
}

 The dataset includes 10641 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028851-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/e763b413-6bc0-4548-a3b4-bc83d8ad211b
title: Data underlying the PhD thesis: Learning-based control under constraints: Towards safety and computational efficiency

description: This dataset supports the PhD thesis titled <em>"Learning-Based Control Under Constraints: Towards Safety and Computational Efficiency"</em>. The thesis comprises six main chapters (Chapters 2–7), and the data is organized accordingly. All simulations were conducted in a MATLAB environment.<strong>Chapters 2–3</strong> focus on constrained approximate dynamic programming (ADP) algorithms for safe control. In particular, Chapter 2 presents a convex piecewise quadratic optimization algorithm designed to efficiently solve the ADP problem. Chapter 3 uses penalty methods to deal with constraints.<strong>Chapter 4</strong> includes code for the explicit approximation of safety filters.<strong>Chapter 5</strong> implements all-element predictive safety filters to ensure the safe control of piecewise affine (PWA) systems.<strong>Chapters 6–7</strong> propose an integrated optimization- and learning-based control framework for general constrained nonlinear systems.<br>
DOI: 10.4121/e763b413-6bc0-4548-a3b4-bc83d8ad211b.v1
title: Data underlying the PhD thesis: Learning-based control under constraints: Towards safety and computational efficiency

description: This dataset supports the PhD thesis titled <em>"Learning-Based Control Under Constraints: Towards Safety and Computational Efficiency"</em>. The thesis comprises six main chapters (Chapters 2–7), and the data is organized accordingly. All simulations were conducted in a MATLAB environment.<strong>Chapters 2–3</strong> focus on constrained approximate dynamic programming (ADP) algorithms for safe control. In particular, Chapter 2 presents a convex piecewise quadratic optimization algorithm designed to efficiently solve the ADP problem. Chapter 3 uses penalty methods to deal with constraints.<strong>Chapter 4</strong> includes code for the explicit approximation of safety filters.<strong>Chapter 5</strong> implements all-element predictive safety filters to ensure the safe control of piecewise affine (PWA) systems.<strong>Chapters 6–7</strong> propose an integrated optimization- and learning-based control framework for general constrained nonlinear systems.<br>
DOI: 10.15468/dl.kyt4rj
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platycephalus japonicus"
 ]
}

 The dataset includes 38 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028852-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x368vk
title: Occurrence Download

description: A dataset containing 27677 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (North America, South America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hookeriales"
 ]
}

 The dataset includes 27677 records from 241 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028850-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rjer4p
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Gubernetes yetapa)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028854-250802193616735/datasets/export for details.
DOI: 10.5281/zenodo.16779267
title: George Richenberg PhD thesis - Supplementary table 6.2: Summary statistics for the monoallelic genome-wide significant (P<5x10-8), independent lead variants associated with overall (inc) CH risk in the UKB compared with the 15 blood cell traits in BCX2

description: This dataset compared summary statistics for 21 monoallelic genome-wide significant (P<5×10⁻⁸), independent lead variants associated with overall (inc) CH risk in 368,526 individuals (25,657 cases; 342,869 controls) of European ancrestry in the UK Biobank (PMID: 36450978) with 15 blood cell traits in 562,132 individuals of European ancestry from the Blood Cell Consortium (Phase 2) (PMID: 32888493).
DOI: 10.15468/dl.55wdca
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (Japan, China, Korea, Republic of, Korea (Democratic People’s Republic of), Russian Federation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aster scaber"
 ]
}

 The dataset includes 118 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028855-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16779392
title: LILACS_Achillea_busqueda_2025-08-08.csv

description: ## Estrategia de búsqueda("Achillea millefolium" OR achillea OR yarrow OR "common yarrow" OR milenrama* OR milfoil*) AND ("anti-inflammatory" OR antiinflammatory* OR inflammation OR analgesic* OR analgesia OR pain) AND (randomized OR randomised OR randomly OR "controlled trial" OR placebo* OR trial) 

## Filtrostype_of_study:("clinical_trials") AND instance:"regional"

## ResultadosTotal: 17Exportado: CSV (full record)
DOI: 10.5281/zenodo.16779393
title: LILACS_Achillea_busqueda_2025-08-08.csv

description: ## Estrategia de búsqueda("Achillea millefolium" OR achillea OR yarrow OR "common yarrow" OR milenrama* OR milfoil*) AND ("anti-inflammatory" OR antiinflammatory* OR inflammation OR analgesic* OR analgesia OR pain) AND (randomized OR randomised OR randomly OR "controlled trial" OR placebo* OR trial) 

## Filtrostype_of_study:("clinical_trials") AND instance:"regional"

## ResultadosTotal: 17Exportado: CSV (full record)
DOI: 10.3535/ym5-4e1-jks
title: Geranium molle L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.5prfpe
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Gubernetes yetapa)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028856-250802193616735/datasets/export for details.