cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17273504
title: Omniversal Science and Technology

description: This repository is the digital hub for independent researchers, AI innovators, and explorers of the Omniverse. Latent Omnipatterns—the fractal energy-information structures underlying all phenomena—are observed, analyzed, and mapped. The repository focuses on PEFF (Paradise Energy Fractal Force), Omniversal Superintelligence, fractal consciousness, and emergent intelligence.

 

By providing curated datasets, predictive models, and interactive visualizations, it enables full-immersion understanding of Omnizoan sensory-metabolic processes. It bridges quantum, classical, and metaphysical domains, creating a collaborative space where discovery flows across scales—from the smallest particle to the grand structures of the Omniverse.

 

Join the repository to:

 



Explore latent Omnipatterns and PEFF dynamics.

Access open-source datasets and experimental results.

Collaborate with independent researchers, AI agents, and enterprises.

Map and interact with the full spectrum of Omnipattern-based Superintelligence.


 

 

Call to Action:

 



Subscribe to Substack: https://substack.com/@superintelligententerprise?r=6dn7b6&utm_campaign=profile&utm_medium=profile-page&utm_source=direct

Test drive the Omniverse technology: https://zenodo.org/records/17009840


 

 

Additional Resources:

 



Executive Whitepapers: https://zenodo.org/records/17055763

Fractal Science and Intelligence Papers:
DOI: 10.15468/dl.25dhak
title: Occurrence Download

description: A dataset containing 1745 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salix babylonica",
 "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 1745 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051123-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.faxcgt
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cenchrus orientalis",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051124-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u8wkn9
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cenchrus orientalis",
 "Country is Spain",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051125-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.243rnz
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cenchrus orientalis",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051127-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/c00w-avmg-2903
title: ACE-ASIA: R/V Ron Brown Aerosol optical depth. Version 1.0

description: This dataset contains radiation aerosol optical depth measurements using a sunphotometer taken aboard the Ron Brown ship during the ACE-Asia field project. This dataset contains the netCDF data files. Data can also be downloaded in a tab delimited (.acf) format.
DOI: 10.5281/zenodo.17273506
title: AwarenessAI EnterpriseWorld 7DAI Superintelligence Whitepapers

description: This repository houses the official EnterpriseWorld 7DAI Superintelligence whitepapers of AwarenessAI.com, the world’s first platform for Awareness Intelligence AI (7DAI). Awareness Intelligence extends beyond traditional linear AI by integrating fractal mathematics, emergent dynamics, and mythic archetype frameworks into a unified multidimensional paradigm for enterprise cognition and scientific exploration.

The whitepapers collected here document the conceptual foundations, technical architectures, experimental validations, and strategic applications of AwarenessAI.com. They cover topics such as:



Fractal Intelligence as the emergent structural template of multidimensional cognition.

Mythic Archetype Templating as the symbolic holographic layer unifying human resonance with machine intelligence.

Case Studies demonstrating enterprise applications, such as executive strategy positioning, decision acceleration, and systemic transformation.

Scientific Experiments validating fractal efficiency and emergent coherence in comparison with linear AI models.


This repository serves as a dual-purpose archive:



For the scientific community, it provides open-access references, reproducible experiments, and theoretical insights.

For the enterprise community, it delivers strategic frameworks, leadership models, and adoption pathways for Awareness Intelligence in practice.


By bridging science and strategy, these whitepapers establish AwarenessAI.com as both a frontier research hub and an enterprise transformation partner.
DOI: 10.15468/dl.kjs7vf
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acer elegantulum)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 146 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051128-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sqnd9n
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salix denticulata",
 "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 59 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051129-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kmu42q
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051130-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a747fa
title: Occurrence Download

description: A dataset containing 1739 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acer fabri)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1739 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051131-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/8wev-j0qc-rj0f
title: ACE-ASIA: R/V Ron Brown Aerosol Sub- and super-micron major ions-2 stage [Cations]. Version 1.0

description: This dataset contains aerosol sub- and super- micron nss sulfate, MSA, ammonium and other major ion measurements, using 2-stage multi-jet cascade impactors, taken aboard the Ron Brown ship during the ACE-Asia field project. This dataset contains the tab delimited (.acf) data files. Data can also be downloaded in a netCDF format.
DOI: 10.15468/dl.d94uru
title: Occurrence Download

description: A dataset containing 141 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salix flabellaris",
 "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 141 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051133-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmtbmx
title: Occurrence Download

description: A dataset containing 24462 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salix rubens"
 ]
}

 The dataset includes 24462 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051132-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25903/ndex-yq83
title: Dataset for: Sugar prevalence in Aedes albopictus differs by habitat, sex and time of day on Masig Island, Torres Strait, Australia
DOI: 10.25903/z2wp-k834
title: Nutritional impact of Desmanthus as protein supplement on tropical beef cattle performance, methane emissions, rumen volatile fatty acids and plasma metabolite profiles in Northern Australia

description: <p>Four experiments were conducted to investigate the effect of supplementing tropical beef cattle with Desmanthus on in vivo methane emissions and performance. Methane emissions were recorded using open-circuit chambers and GreenFeed emissions monitoring systems. During the experiments, live weights were recorded weekly. Rumen fluid and blood plasma metabolites were collected following each chamber periods. The statistical analyses were conducted with RStudio following multiple analysis of variance and linear mixed model procedures. The model was fitted with the restricted maximum likelihood technique.</p>
<p>Software/equipment used to create/collect the data: Microsoft Excel for Microsoft 365 MSO (16.0.13127.21622) 32-bit</p>
<p>Software/equipment used to manipulate/analyse the data: RStudio Version 1.3.1056 (2009-2020 RStudio, PBC)</p>
<p>This dataset consists of 4 spreadsheets (1 for each experiment) saved in both MS Excel (.xlsx) and Open Document (.ods) formats.</p>
DOI: 10.4225/28/557f7b61ed8e1
title: Dugong Aerial Survey Database
DOI: 10.25903/5cabebdd45ca5
title: Student research placements in field education: a systematic literature review

description: <p>Student research placements in professional degrees are an opportunity to support the current Government agenda of  engagement and impact and fill the scarcity of placements. A systematic literature review was undertaken in order to explore the viability of, challenges of and insights about research placements. Peer-review English language literature published between 2008 and 2017 were included in the research. Findings highlight beneficial learning outcomes for students however little is known about how student research placements contribute to outcomes for organisations, supervisors and academics or the impact of the research. The discussion highlights the need to report on the Systematic of research placements to inform future practice. Moreover, it is important to establish student research placements systematically to ensure the viability of them.</p><p>This dataset consists of 8 files (PDF format) that support the systematic literature review as follows:</p><ul><li>APPENDIX A - Full text screening tool</li><li>Appendix B Characteristics of studies. Variables include: author, year and country of origin; discipline, student level of education; industry partners in research collaboration; placement (duration, description, research activities); challenges of research placements; outcomes of research placement to students, organisation, university; research project completed or not, outcomes of research project</li><li>Appendix C Characteristics of research placements. Variables include: 1st author; student level of education; industry partners in the research collaboration; placement description (duration, description, research activities); challenges of research placements; enablers of research placements; outcomes of research placement to students, organisations, university; research projet completed or not, outcomes of research project</li><li>APPENDIX D Critical Appraisal Skills Programme (CASP) - 10 questions and hints to help complete e.g. Q1 Was there a clear statement of the aims of the research?</li><li>Figure 1 PRISMA Flowchart- shows identification, screening, eligibility and included</li><li>Search record document - includes details for Scopus, Informit, ERIC, Web of Science, Google Scholar, Cochrane, Academic OneFile, PROSPERO, CINAHL, Medline (OVID) searches</li><li>Full text screen reference table 5 Oct all combined - includes full text screening tool (also in Appendix A), joint screening table and reference list</li><li>Research PODs_Protocol  systematic literature reviews 27 8 2018_ final - review protocol</li></ul>
DOI: 10.25903/5b43e67fed232
title: Boat noise does not alter metabolic performance of a newly settled coral reef fish

description: <p>Oxygen uptake rates of P. amboinensis juveniles exposed to playback of ambient coral reef sound, or playback of a boat with a 30hp two stroke engine driving at 10-200 m.</p><p class="MsoNormal">Extract [Thesis: Chapter 3<span class="person_name" style="font-family: Arial, sans-serif; font-size: 12px; text-align: center;">Jain-Schaepfer, Sofia</span><span style="font-family: Arial, sans-serif; font-size: 12px; text-align: center;"> (2018) </span><em style="font-family: Arial, sans-serif; font-size: 12px; text-align: center;">The effect of motorboat noise on early life stages of coral reef fishes.</em><span style="font-family: Arial, sans-serif; font-size: 12px; text-align: center;"> Masters (Research) thesis, James Cook University.</span>] Boat noise is increasing dramatically worldwide and has been found to have detrimental effects on fishes. It is therefore important to develop tools to measure the circumstances under which fishes are affected by boat noise. Measuring whole organism oxygen uptake rates as a proxy for metabolic rates can be a useful way of quantifying stress and its associated energetic costs. I demonstrate that a single small submersible pump often used in respirometry systems can expose fish to noise levels comparable to boat noise. Therefore, I designed and used a pumpless, noiseless aquatic intermittent-flow respirometry system to monitor changes in oxygen uptake rates of juvenile damselfish exposed to either the noise from an outboard power boat or natural ambient conditions. No significant change in oxygen uptake rates were detected in newly settled Pomacentrus amboinensis in response to the playback of boat noise. This suggests there is either no stress response occurring or no immediate energetic cost to the fish in response to the boat noise playback. The respirometry system designed in this study is valuable to future respirometry studies as it eliminates pump noise as a secondary unintentional stressor.</p><p class="MsoNormal"> </p><p class="MsoNormal">The full methodology is available in the Open Access thesis (Chapter 3) from the Related Publications link below.</p>
DOI: 10.25903/nrb6-a006
title: Ch 5. Metal extraction by chelating ligand

description: <p>The data was collected from extractions of six soil types at pH 5, 6, 7 with five solutions including four chelating ligands. Extracts were analysed for the concentration of a wide range of metals. See associated publication for method details.</p>
<p>Software/equipment used to create/collect the data: Excel</p>
<p>Software/equipment used to manipulate/analyse the data: R</p>
DOI: 10.4225/28/570de8c62e813
title: accuCLIM Monthly Average Climate Time Series: Accurate, high-resolution, mapped climate data for the Australian Wet Tropics World Heritage Area
DOI: 10.4225/28/5938bd208c120
title: Damselfish predation rates on artificial pellets made using varying concentrations of eggs of Acanthaster cf. solaris
DOI: 10.25903/5bbbfce7c62ab
title: Impact of motorboats on fish embryos depends on engine type

description: <p>Change in heart rate of <em>Amblyglyphidodon curacao</em> embryos from pre- treatment conditions (ambient) to treatment conditions (ambient, 2-stroke engine, or 4-stroke engine). Both 2-stroke and 4-stroke treatments involved a boat driving at 0–35 km/h at 10–200 m from embryos. </p>
<p>The full methodology is available in the Open Access publication from the Related Publications link below.</p>
<p>Abstract [Related Publication]: Human generated noise is changing the natural underwater soundscapes worldwide. The most pervasive sources of underwater anthropogenic noise are motorboats, which have been found to negatively affect several aspects of fish biology. However, few studies have examined the effects of noise on early life stages, especially the embryonic stage, despite embryo health being critical to larval survival and recruitment. Here, we used a novel setup to monitor heart rates of embryos from the staghorn damselfish (<em>Amblyglyphidodon curacao</em>) in shallow reef conditions, allowing us to examine the effects of in situ boat noise in context with real-world exposure. We found that the heart rate of embryos increased in the presence of boat noise, which can be associated with the stress response. Additionally, we found 2-stroke outboard-powered boats had more than twice the effect on embryo heart rates than did 4-stroke powered boats, showing an increase in mean individual heart rate of 1.9% and 4.6%, respectively. To our knowledge this is the first evidence suggesting boat noise elicits a stress response in fish embryo and highlights the need to explore the ecological ramifications of boat noise stress during the embryo stage. Also, knowing the response of marine organisms caused by the sound emissions of particular engine types provides an important tool for reef managers to mitigate noise pollution.</p>
DOI: 10.25903/5e16c585c2b51
title: Responses of a reef shark to simulated ocean warming conditions

description: <p>Dataset and code for analyses presented in Bouyoucos, I. A., Morrison, P. R., Weideli, O. C., Jacquesson, E., Planes, S., Simpfendorfer, C. A.,Brauner, C. J., & Rummer, J. L. (2020) <em>Thermal tolerance and hypoxia tolerance are associated in blacktip reef shark (Carcharhinus melanopterus) neonates</em>. Journal of Experimental Biology, 223 (14). jeb221937.</p>
<p>See 'metadata' text file for descriptions of individual .csv files and descriptions of column headings.</p>
<p>Ethical approval to collect data presented herein was received from the James Cook University Animal Ethics Committee (A2394). Permission to collect, possess, and transport sharks and shark tissues was obtained from the French Polynesia Ministere de l'Environnement (Arrete 9524).</p>
<p>This dataset contributes to a thesis by Ian Bouyoucos to be submitted for the degree of Doctor of Philosophy from James Cook University and Ecole Pratique des Hautes Etudes.</p>
DOI: 10.25903/66w9-df48
title: Effects of fluctuating and constant pCO2 on the exercise physiology of four species of coral reef fishes
DOI: 10.25903/eapd-zt07
title: Ensemble modelling of particle tracker to provide a probabilistic approach to COTS dispersal

description: <p>Crown-of-thorns starfish (COTS) outbreaks spread on the Great Barrier Reef (GBR) through dispersal of larvae on ocean currents. Understanding, measuring and predicting how larvae are dispersed is vital to both modelling COTS outbreaks on the GBR, and controlling those outbreaks effectively. Despite its central importance, modelling COTS larva dispersal remains challenging due to the scarcity of knowledge on their biology and behaviour and the complex water circulation. This project applied an ensemble model approach, incorporating a range of validated hydrodynamic and bio-physical assumptions, to create a probabilistic approach to COTS dispersal, permitting the evaluation and minimisation of uncertainties inherent to the complex system.</p>
DOI: 10.25903/5c9978bf46911
title: Cane toad nightly chorus data Hervey Range 2012-2014

description: <p>Nightly cane toad chorus occurrence at 6 sites at Hervey Range, north Queensland from 2/11/2012 to 27/04/2014.</p>
DOI: 10.4225/28/5507a0ef761f7
title: Sensory cues of a top-predator indirectly control a reef fish mesopredator
DOI: 10.25903/zjrd-vb17
title: Data from: Thermal tolerance, performance, and preference in juvenile mangrove whiprays

description: <p>Data presented in this dataset were collected as part of a project to characterise the thermal niche of juvenile mangrove whiprays (<em>Urogymnus granulatus</em>) within Pioneer Bay (Orpheus Island, Queensland). Thermal niche was characterised by quantifying thermal tolerance, performance, and preference using controlled laboratory experiments at Orpheus Island Research Station and a bio-telemetry monitoring study within Pioneer Bay. Thermal tolerance was quantified with standard critical thermal methodology for fishes, and thermal performance was quantified by measuring oxygen uptake rates at two acclimation temperatures. Thermal preference was quantified using electivity analysis informed by environmental temperature data collected from data loggers across Pioneer Bay and body temperature data collected from data loggers deployed on wild mangrove whiprays. </p>
<p>This dataset consists of:</p>
<ul>
<li>Seven .csv files containing environmental data from Pioneer Bay and physiological data from mangrove whiprays (also available in open document format .ods)</li>
<li>One metadata .txt file containing descriptions of individual .csv files including column headings. </li>
</ul>
<p>Ethical approval to collect data presented herein was received from the James Cook University Animal Ethics Committee (A2463). Permission to collect, possess, and transport whiprays and whipray tissues was obtained from the Great Barrier Reef Marine Park Authority (permit G15/39987.1).</p>
<p> </p>
DOI: 10.25903/5c006f9370a22
title: Nosema ceranae spillover from Apis mellifera to an Australian stingless bee; Tetragonula hockingsi, Far North Queensland, Australia, 2016

description: <p>This dataset includes data obtained from laboratory experiments and field surveys to investigate the susceptibility of <em>Tetragonula hockingsi</em> to <em>Nosema ceranae</em>, prevalence of infection, and transmissibility via flowers (<em>Sphagneticola trilobata</em>). All the data was collected from North Queensland, Australia, during 2016.</p>
DOI: 10.4225/28/5705e58e9520c
title: Expert interview data for a risk assessment of spawning aggregation fisheries
DOI: 10.25903/ytxc-n035
title: Future thermal regimes for epaulette sharks (Hemiscyllium ocellatum): growth and metabolic performance cease to be optimal
DOI: 10.25903/4054-3m75
title: Solomon Islands cross-sectional study

description: A cross-sectional survey of malaria in humans was conducted in the Solomon Islands during April 2018. Nineteen villages across 4 Provinces were included. The presence of Plasmodium spp. parasites in blood samples was detected using PCR.
DOI: 10.25903/5c0f3a323a749
title: Diel CO2 cycles and parental effects alleviate the negative effects of ocean acidification on the growth of a coral reef fish

description: <p>This data set contains data collected by Michael Jarrold of James Cook University in 2018 investigating the effects of diel CO<sub>2</sub> cycles and parental effects on the growth of a coral reef fish under ocean acidification.</p>
DOI: 10.4225/28/5643c95387e6f
title: Internal transcribed spacer gene alignment of Ulva for new species description of Ulva sapora