cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.60686/t-fsd3899
title: FSD3899 Gambling in Finland, Spring 2023
DOI: 10.60686/t-fsd3900
title: FSD3900 Gambling in Finland, Autumn 2023
DOI: 10.5281/zenodo.16779205
title: Data used in the article "Optical Interferometric Readout of a Magnetically Levitated Superconducting Microsphere"

description: The data for the main figures are presented here, with the underlying time traces and camera images available upon reasonable request.
DOI: 10.5281/zenodo.16779206
title: Data used in the article "Optical Interferometric Readout of a Magnetically Levitated Superconducting Microsphere"

description: The data for the main figures are presented here, with the underlying time traces and camera images available upon reasonable request.
DOI: 10.5281/zenodo.16779319
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: 10.5281/zenodo.15383040
title: Storm-Induced Nighttime Blackouts Worldwide (2012–2021)

description: Storm-induced blackouts worldwide (2012–2021) derived from Black Marble daily nighttime light (VNP46A2).

 

Strom information from the International Best Track Archive for Climate Stewardship (IBTrACS).

Knapp K R, Kruk M C, Levinson D H, Diamond H J and Neumann C J 2018 The International Best Track Archive for Climate Stewardship (IBTrACS): unifying tropical cyclone best track data Bull. Am. Meteor. Soc. 91 363–76 10.1175/2009BAMS2755.1

 

Urban clusters were identified based on the 2015 European Commission’s Global Human Settlement Layer (GHSL), categorized into three groups: High Density Clusters  (HDC, cities), Low Density Clusters (LDC, towns and cities), and Rural Clusters (RUR).

Schiavina M, Melchiorri M and Pesaresi M 2023 GHS-SMOD R2023A—GHS settlement layers, application of the degree of urbanisation methodology (stage I) to GHS-POP R2023A and GHS-BUILT-S R2023A, multitemporal (1975–2030) (European Commission, Joint Research Centre (JRC)) (available at: http://data.europa.eu/89h/a0df7a6f-49de-46ea-9bde-563437a6e2ba,doi:10.2905/A0DF7A6F-49DE-46EA-9BDE-563437A6E2BA)

 

The income levels of counties were defined based on the World Bank Classification: high income (HI), upper-middle income (UMI), lower-middle income (LMI), and low income (LI). 

World Bank 2023 The world by income and region (available at: https://datatopics.worldbank.org/world-development-indicators/the-world-by-income-and-region.html)

 
description: Column name
Dectiption 
Unit


sid
Storm ID 
-


storm
Storm name
-


year
Year of the storm 
-


urbanLevel
Cluster urbanization level
-


ID
Cluster ID
-


pxl
Cluster size (number of pixels)
Pixels


lon
Cluster centroid longitude 
Degrees


lat
Cluster centroid latitude
Degrees


continent
Continent 
-


income
Country income group
-


iso3
Country ISO3 code
-


country
Country name
-


before_mean
Baseline nightlight brightness (temporal mean over the 3 months preceding the storm)
-


before_sd
Baseline nightlight standard duration  
-


duration_lwr
Lower bound of blackout duration (excluding all missing data)
Days


duration_upr
Upper bound of blackout duration (including all missing data)
Days


durationBetaMode
Blackout duration 
 


durationBetaVarRatio
Blackout duration uncertainty
 


windmax
Storm (at-traick) wind speed
km/h


speed
Storm travel speed
km/h


distToTrack
Distance of cluster (centroid) to track
km
DOI: 10.15468/dl.mee4pf
title: Occurrence Download

description: A dataset containing 15681 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tsuga chinensis, Tsuga diversifolia, Tsuga dumosa, Tsuga forrestii, Tsuga sieboldii, Tsuga ulleungensis, Xanthocyparis vietnamensis, Zamia, Cephalotaxus alpina)",
 "HasCoordinate is true",
 "Year is greater than 1900"
 ]
}

 The dataset includes 15681 records from 292 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028824-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16758670
title: Dataset for: ALMA reveals an Eccentricity Gradient in the Fomalhaut Debris Disk

description: This repository provides the dataset for the paper "ALMA reveals an Eccentricity Gradient in the Fomalhaut Debris Disk" by Joshua Bennett Lovell et al. It is associated with manuscript number AAS58870 (ApJ).

The high-resolution image of Fomalhaut (primary beam corrected, and the primary beam file), along with a jupyter notebook file hosting the code used to generate the `General' eccentric ring model are stored here. A live version of the notebook (that is periodically updated/added to) is also hosted at https://github.com/astroJLovell/eccentricDiskModels.
DOI: 10.5281/zenodo.16758671
title: Dataset for: ALMA reveals an Eccentricity Gradient in the Fomalhaut Debris Disk

description: This repository provides the dataset for the paper "ALMA reveals an Eccentricity Gradient in the Fomalhaut Debris Disk" by Joshua Bennett Lovell et al. It is associated with manuscript number AAS58870 (ApJ).

The high-resolution image of Fomalhaut (primary beam corrected, and the primary beam file), along with a jupyter notebook file hosting the code used to generate the `General' eccentric ring model are stored here. A live version of the notebook (that is periodically updated/added to) is also hosted at https://github.com/astroJLovell/eccentricDiskModels.
DOI: 10.5281/zenodo.16564735
title: Soil coverage categories and vegetation types in Bodoc, Covasna County, Romania for April 2025

description: Set of primary data of vegetation types and soil coverage categories in Bodoc, Covasna County, Romania - April 2025
DOI: 10.5281/zenodo.16361733
title: Soil coverage categories and vegetation types in Bodoc, Covasna County, Romania for April 2025

description: Set of primary data of vegetation types and soil coverage categories in Bodoc, Covasna County, Romania - April 2025
DOI: 10.6084/m9.figshare.29859245
title: Theta Oscillations Underpin Syntactic Encoding in First and Second Language Sentence Production

description: Successful language communication relies on efficient syntactic encoding to produce well-structured sentences, yet the real-time neural dynamics of this process, particularly in second language (L2) learners, are poorly understood. Here, we used scalp EEG to investigate the neural dynamics of syntactic encoding in first language (L1) and L2 production of Mandarin Chinese. Participants prepared sentences of varying syntactic complexity during a cued-delay period, allowing us to isolate syntactic encoding from articulation. We found qualitatively distinct neural dynamics between groups. Time-resolved multivariate decoding revealed that L1 speakers formed robust and sustained complex syntactic representations from the onset of sentence planning, whereas L2 representations were delayed and transient. This divergence was underpinned by theta-band oscillations, which flexibly tracked the subjective syntactic computational load for each group. Furthermore, L1 speakers engaged a specialized left-lateralized frontotemporal network, while L2 speakers recruited a compensatory bilateral frontal-posterior network. These results initially provide a multi-level account of syntactic encoding, demonstrating that L1 and L2 sentence production rely on fundamentally different neural computations and establishing that theta-band phase coherence is a core mechanism for building hierarchical syntactic structure.
DOI: 10.6084/m9.figshare.29859245.v2
title: Theta Oscillations Underpin Syntactic Encoding in First and Second Language Sentence Production

description: Successful language communication relies on efficient syntactic encoding to produce well-structured sentences, yet the real-time neural dynamics of this process, particularly in second language (L2) learners, are poorly understood. Here, we used scalp EEG to investigate the neural dynamics of syntactic encoding in first language (L1) and L2 production of Mandarin Chinese. Participants prepared sentences of varying syntactic complexity during a cued-delay period, allowing us to isolate syntactic encoding from articulation. We found qualitatively distinct neural dynamics between groups. Time-resolved multivariate decoding revealed that L1 speakers formed robust and sustained complex syntactic representations from the onset of sentence planning, whereas L2 representations were delayed and transient. This divergence was underpinned by theta-band oscillations, which flexibly tracked the subjective syntactic computational load for each group. Furthermore, L1 speakers engaged a specialized left-lateralized frontotemporal network, while L2 speakers recruited a compensatory bilateral frontal-posterior network. These results initially provide a multi-level account of syntactic encoding, demonstrating that L1 and L2 sentence production rely on fundamentally different neural computations and establishing that theta-band phase coherence is a core mechanism for building hierarchical syntactic structure.
DOI: 10.6084/m9.figshare.29859245.v1
title: Theta Oscillations Underpin Syntactic Encoding in First and Second Language Sentence Production

description: Successful language communication relies on efficient syntactic encoding to produce well-structured sentences, yet the real-time neural dynamics of this process, particularly in second language (L2) learners, are poorly understood. Here, we used scalp EEG to investigate the neural dynamics of syntactic encoding in first language (L1) and L2 production of Mandarin Chinese. Participants prepared sentences of varying syntactic complexity during a cued-delay period, allowing us to isolate syntactic encoding from articulation. We found qualitatively distinct neural dynamics between groups. Time-resolved multivariate decoding revealed that L1 speakers formed robust and sustained complex syntactic representations from the onset of sentence planning, whereas L2 representations were delayed and transient. This divergence was underpinned by theta-band oscillations, which flexibly tracked the subjective syntactic computational load for each group. Furthermore, L1 speakers engaged a specialized left-lateralized frontotemporal network, while L2 speakers recruited a compensatory bilateral frontal-posterior network. These results initially provide a multi-level account of syntactic encoding, demonstrating that L1 and L2 sentence production rely on fundamentally different neural computations and establishing that theta-band phase coherence is a core mechanism for building hierarchical syntactic structure.
DOI: 10.15468/dl.f6wat9
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAD8548"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028827-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/k5n-5xt-gkn
title: Nephroma orvoi Timdal, M. Westb., Haugan, Hofton, Holien, Speed, Tønsberg & Bendiksby

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4ql-8fg-8ej
title: Nephroma orvoi Timdal, M. Westb., Haugan, Hofton, Holien, Speed, Tønsberg & Bendiksby

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/cpk-gv3-1bn
title: Nephroma orvoi Timdal, M. Westb., Haugan, Hofton, Holien, Speed, Tønsberg & Bendiksby

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dfe-q25-b45
title: Nephroma orvoi Timdal, M. Westb., Haugan, Hofton, Holien, Speed, Tønsberg & Bendiksby

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.esrgxg
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 (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/0028825-250802193616735/datasets/export for details.
DOI: 10.15468/dl.rqf4kj
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 (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/0028826-250802193616735/datasets/export for details.
DOI: 10.18150/9gqrpw
title: PAXX/Ku interaction is rate-limiting for repair of double-strand DNA breaks requiring end processing

description: Raw data and metadata for the manuscript: "PAXX/Ku interaction is rate-limiting for repair of double-strand DNA breaks requiring end processing", Gluza et al., JBC Communication, July 2025, https://doi.org/10.1016/j.jbc.2025.110481.
DOI: 10.5281/zenodo.16566339
title: Soil coverage categories and vegetation types in Bodoc, Covasna County, Romania for September 2024

description: Set of primary data of vegetation types and soil coverage categories in Bodoc, Covasna County, Romania - September 2024
DOI: 10.5281/zenodo.16566340
title: Soil coverage categories and vegetation types in Bodoc, Covasna County, Romania for September 2024

description: Set of primary data of vegetation types and soil coverage categories in Bodoc, Covasna County, Romania - September 2024
DOI: 10.15468/dl.nf5qvf
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAD8549"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028828-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/j2x-dh7-gpw
title: Geranium molle L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ysf-c2w-2pf
title: Geranium molle L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.jabr5f
title: Occurrence Download

description: A dataset containing 3982924 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "BasisOfRecord is one of (Occurrence evidence, Human Observation)",
 "HasCoordinate is true",
 "Elevation is greater than or equal to -1000m",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 3982924 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028809-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16568035
title: Soil coverage categories and vegetation types in Lazaresti, Harghita County, Romania for April 2025

description: Set of primary data of vegetation types and soil coverage categories in Lazaresti, Harghita County, Romania - April 2025
DOI: 10.5281/zenodo.16568036
title: Soil coverage categories and vegetation types in Lazaresti, Harghita County, Romania for April 2025

description: Set of primary data of vegetation types and soil coverage categories in Lazaresti, Harghita County, Romania - April 2025
DOI: 10.15468/dl.zc59p4
title: Occurrence Download

description: A dataset listing the 491 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-1.13833 45.01326,-1.20068 45.03488,-1.21168 44.95516,-1.14315 44.94145,-1.13833 45.01326))",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantae"
 ]
}

 The dataset's 491 records were derived from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028807-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.auxagu
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Brunei Darussalam, Cambodia, Indonesia, Lao People’s Democratic Republic, Malaysia, Myanmar, Singapore, Thailand, Viet Nam)",
 "TaxonKey is Panthera pardus",
 "Year 1996-2025"
 ]
}

 The dataset includes 109 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028829-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s8zap8
title: Occurrence Download

description: A dataset containing 285747 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sphecotheres vieilloti)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 285747 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028810-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57756/ammjqp
title: CT scans of Enoploura popei (Echinodermata: Stylophora: Anomalocystitidae) – Supplementary material to Boisset, T. et al. (2024): "Insights into stylophoran anatomy and taphonomy based on an exceptionally preserved mitrate from the Lorraine Group (Upper Ordovician) of New York, USA"

description: <p>MicroCT scans of pyritized specimen of the anomalocystitid mitrate Enoploura popei Caster, 1952 (Echinodermata: Stylophora: Anomalocystitidae) from Beecher’s Trilobite Bed (Lorraine Group, Katian, Upper Ordovician) in upstate New York (USA) with soft tissue preservation providing insight on the internal anatomy and taphonomy of stylophorans.  </p>
DOI: 10.15468/dl.apkqnf
title: Occurrence Download

description: A dataset containing 5947 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Inegocia japonica"
 ]
}

 The dataset includes 5947 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028830-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/yhj-mj2-jqb
title: Geranium dissectum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/77q-7fg-sqk
title: Geranium sylvaticum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.5281/zenodo.16359072
title: CO2, CH4, H2S Soil Flux data from Bodoc, Covasna County, Romania, September 2024

description: CO2, CH4, H2S Soil Flux data from Bodoc, Covasna County, Romania, September 2024, acquired with West Systems Portable Fluxmeter, processed with Flux Revision software.
DOI: 10.5281/zenodo.16409625
title: CO2, CH4, H2S Soil Flux data from Bodoc, Covasna County, Romania, September 2024

description: CO2, CH4, H2S Soil Flux data from Bodoc, Covasna County, Romania, September 2024, acquired with West Systems Portable Fluxmeter, processed with Flux Revision software.
DOI: 10.15468/dl.ynjneg
title: Occurrence Download

description: A dataset containing 2736 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Spermophaga ruficapilla)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 2736 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028831-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/371-90c-gl5
title: Geranium pyrenaicum Burm. f.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4dc-w2z-lgk
title: Geranium pyrenaicum Burm. f.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/k3e-tc2-5f8
title: Geranium pusillum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.75sjhp
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ABY7138"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028832-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/0xp-0h4-9rl
title: Geranium pyrenaicum Burm. f.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/t30-87x-phw
title: Geranium purpureum Vill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/5zs-1e9-y6e
title: Geranium sylvaticum L.

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