cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16761747
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.k5s9yt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pyankovia roborowskii",
 "Geometry POLYGON ((26.04335 1.226334, 135.0263 1.226334, 135.0263 55.38525, 26.04335 55.38525, 26.04335 1.226334))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025416-250802193616735/datasets/export for details.
DOI: 10.15468/dl.3aytec
title: Occurrence Download

description: A dataset containing 1606 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pyrenestes ostrinus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1606 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025417-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nkz87g
title: Occurrence Download

description: A dataset containing 166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Poecilia petenensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 166 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025418-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7qc2n8
title: Occurrence Download

description: A dataset containing 190 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pyrenestes sanguineus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 190 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025419-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17882/95145
title: Physical and biogeochemical data from SEA-EXPLORER gliders in the Ligurian Sea in 2018

description: The dataset regroups the 7 Sea-Explorer glider sections with TSO2, Chla, BB700 and CDOM profiles from 0 to 600m depth from Jan to May 2018. 
Each section represents a round-trip from Nice to Calvi. The files include a dataset of TA, DIC, pH predicted from CANYON-MED neural network based on TSO2 glider profiles. The pCO2 has been estimated from DIC-pH using the CO2SYS v3 toolbox. All data are in Matlab format and QC 1 (good data).
DOI: 10.17882/105725
title: Seasonal Influence of the Island Mass Effect on Coastal Nutrient Dynamics and Phytoplankton Communities in Guadeloupe, a Tropical Volcanic Island (French West Indies)

description: This repository contains raw data from flow cytometry, diagnostic pigments, and macro- and micro-nutrient measurements collected in the Caribbean Sea and the Atlantic Ocean, around Basse-Terre Island. Concentrations of macro- and micro-nutrients and anions are also provided for six rivers sampled from upstream to downstream in southern Basse-Terre. Additionally, data on particulate organic carbon and diagnostic pigments obtained during sediment incubation experiments are included. All data were collected during two field campaigns conducted in Guadeloupe (French West Indies) in June 2023 and January 2024.
DOI: 10.15468/dl.dxrw4y
title: Occurrence Download

description: A dataset containing 785 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Reaumuria songarica",
 "Geometry POLYGON ((26.04335 1.226334, 135.0263 1.226334, 135.0263 55.38525, 26.04335 55.38525, 26.04335 1.226334))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 785 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025420-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17882/106218
title: CTD, carbonate, and meteorological data from the LTER-Eastern Ligurian Sea Site (Italy), 2021-2025

description: This repository contains marine data on temperature, dissolved oxygen, pressure, practical salinity, density, conductivity, fluorescence, turbidity, chlorophyll-a, total alkalinity, and total scale pH measured at two coastal stations in the Gulf of La Spezia (Eastern Ligurian Sea): Mussel Aquaculture Buoy (MAB, 44.077130°N, 9.880829°E) outside the harbour; Tino Island (TI, 44.019788°N, 9.850245°E) in the Regional Park and outside the Gulf.
The monitoring is carried out in the context of the Smart Bay S. Teresa collaboration platform (https://smartbaysteresa.com/).
Biogeochemical data (total alkalinity (TA), pH on the NBS scale (pHNBS)) have been determined monthly.
Concurrent meteorological data were recorded from January 2021 to April 2025 by a meteorological station located at 49.5 m above sea level on the roof of the S. Teresa ENEA Centre (44° 5’ 1” N, 9° 52’ 55” E).
DOI: 10.17882/106364
title: Temperature time series from permanent mooring at North Minorca Marine Reserve -Is. Aire (Balearic Islands, Western Mediterranean Sea)

description: The Spanish Institute of Oceanography (IEO-CSIC) and the Jaume Ferrer Research Station (IEO-CSIC, GOIB) maintains a mooring to record temperature data at different depths along the coastal area of Isla del Aire, within the boundaries of the North Minorca Marine Reserve (39º47.98'N, 004º17.32'E); Balearic Islands, Western Mediterranean). This time series mooring is funded since its beginning in 2014 by the General Direction of Universities and Research within the Balearic Islands Government (GOIB). The collected data provides high-resolution temporal data on seasonal temperatures, stratification dynamics and detection of extreme events. The data also contributes to the T-MED-NET network (http://www.t-mednet.org) for the monitoring of climate change effects in marine coastal ecosystems of the Mediterranean Sea, such as mortality events related to heatwaves or distribution of endemic and non-native species.
Assessing the effects of climate change on coastal ecosystems requires long-term monitoring of essential climate-related variables, including the oceanographic thermal regime. The temperature mooring system uses in situ temperature sensors (HOBOS Pro v2) that record hourly data at 5, 10, 15, 20, 25 meters depth. Sensors are setup and recovered by scuba divers twice a year, generally in spring and autumn. The current length of the historical series has allowed for careful quality control to correct potential sensor failures and drifts, as well as the systematic assignment of quality flags that add value to the timeseries. Additionally, the adoption of standard formats and vocabularies recognized at the European and international level facilitates the reuse of these data in different contexts. Data are provided in SDN-Medar/MedAtlas format monthly files.
DOI: 10.17882/106807
title: Exploited fishes list used by the Marine National Park of Mayotte (Zelée)

description: The Marine Natural Park of Mayotte used the Fish Stationary plot survey to analyze Species diversity and community size structure near Zelee sandbank from 2024.
This method consist in counting Fishes inside an imaginary tube by a diver who is observing from outside the area. This method was designed to estimate fish community structure. Only exploited species are targetted by this counting. 
The monitoring is "expert" and taxa are identified by species as much as possible. The aim of file attached to this summary is to provide to user of datas (from BD Récif database), this list of targeted taxa.
DOI: 10.15468/dl.kf4qpw
title: Occurrence Download

description: A dataset containing 1884 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pyrgilauda ruficollis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1884 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025421-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ucsqjn
title: Occurrence Download

description: A dataset containing 11453 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Juncus capitatus",
 "Year 1974-2025"
 ]
}

 The dataset includes 11453 records from 412 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025422-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zhmyc8
title: Occurrence Download

description: A dataset containing 1289 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pyrgilauda davidiana)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1289 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025423-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fvrsya
title: Occurrence Download

description: A dataset containing 314 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pyriglena atra)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 314 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025426-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.854hms
title: Occurrence Download

description: A dataset containing 3144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Lebanon",
 "HasCoordinate is true",
 "Elevation is greater than or equal to -1000m",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 3144 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025425-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5eg8vr
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Geophagus harreri)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 58 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025427-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60686/t-fsd3897
title: FSD3897 Gambling in Finland, Spring 2022
DOI: 10.60686/t-fsd3898
title: FSD3898 Gambling in Finland, Autumn 2022
DOI: 10.15468/dl.yqvdjn
title: Occurrence Download

description: A dataset containing 295 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salsola paulsenii",
 "Geometry POLYGON ((26.04335 1.226334, 135.0263 1.226334, 135.0263 55.38525, 26.04335 55.38525, 26.04335 1.226334))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 295 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025428-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p8ubx7
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Geometry POLYGON((-123.03033 37.68358,-122.98966 37.68358,-122.98966 37.71332,-123.03033 37.71332,-123.03033 37.68358))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Orcinus orca, Carcharodon carcharias, Mirounga angustirostris)",
 "Year 2000-2025"
 ]
}

 The dataset includes 219 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025430-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fhq6zx
title: Occurrence Download

description: A dataset containing 13209 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pyriglena leuconota)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 13209 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025429-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n5v2nw
title: Occurrence Download

description: A dataset containing 566 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pyrilia aurantiocephala)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 566 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025432-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8g87y2
title: Occurrence Download

description: A dataset containing 33725 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pyriglena leucoptera)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 33725 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025431-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16757521
title: station data
DOI: 10.5281/zenodo.16757522
title: station data
DOI: 10.15468/dl.rrkzux
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salsola pellucida",
 "Geometry POLYGON ((26.04335 1.226334, 135.0263 1.226334, 135.0263 55.38525, 26.04335 55.38525, 26.04335 1.226334))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 117 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025435-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dyqqfd
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pillaia kachinica)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025433-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwny2x
title: Occurrence Download

description: A dataset containing 9553 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pyrilia barrabandi)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 9553 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025436-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z2efc3
title: Occurrence Download

description: A dataset containing 91283 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ebenaceae"
 ]
}

 The dataset includes 91283 records from 622 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025401-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qmpuw6
title: Occurrence Download

description: A dataset containing 2964 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pyrilia caica)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 2964 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025437-250802193616735/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.29852843
title: Supplementary material - list of analysed parliamentary debates

description: This dataset complements an article by the authors analysing articulations by the German radical right party Alternative für Deutschland. It includes and overview of the issues discussed in the debates as well as the detailed list of analysed parliamentary speeches compiled by the authors. These documents were all freely available online during the time of data collection (November 2024), and can be found here: https://dip.bundestag.de/
DOI: 10.6084/m9.figshare.29852843.v1
title: Supplementary material - list of analysed parliamentary debates

description: This dataset complements an article by the authors analysing articulations by the German radical right party Alternative für Deutschland. It includes and overview of the issues discussed in the debates as well as the detailed list of analysed parliamentary speeches compiled by the authors. These documents were all freely available online during the time of data collection (November 2024), and can be found here: https://dip.bundestag.de/
DOI: 10.6084/m9.figshare.29852843.v2
title: Supplementary material - list of analysed parliamentary debates

description: This dataset complements an article by the authors analysing articulations by the German radical right party Alternative für Deutschland. It includes and overview of the issues discussed in the debates as well as the detailed list of analysed parliamentary speeches compiled by the authors. These documents were all freely available online during the time of data collection (November 2024), and can be found here: https://dip.bundestag.de/
DOI: 10.15468/dl.pvrk9n
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salsola rosacea",
 "Geometry POLYGON ((26.04335 1.226334, 135.0263 1.226334, 135.0263 55.38525, 26.04335 55.38525, 26.04335 1.226334))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 41 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025439-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4b2zn
title: Occurrence Download

description: A dataset containing 10180 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pyrilia pulchra)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 10180 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025440-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ahf4hn
title: Occurrence Download

description: A dataset containing 188 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nannostomus marilynae)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 188 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025441-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16761031
title: Between the lines. Searching for power in the Central European Medieval Landscape. (datasets, glossaries, and R scripts)

description: This digital repository presents the supplementary materials for the research article:Kozák, V. Between the Lines. Searching for Power in the Central European Medieval Landscape.

It includes datasets and R scripts used to produce the analyses and visualisations in the paper.

See the included README.md file for detailed information on script functions.
DOI: 10.15468/dl.6c93qe
title: Occurrence Download

description: A dataset containing 3347 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pyrilia pyrilia)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 3347 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025442-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.