cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16763742
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: 10.23641/asha.29066816
title: Yoga as a fatigue intervention (Werfel et al., 2025)

description: <b>Purpose:</b> This study evaluated the effects of a single session of yoga on the fatigue and reading skills of children who are deaf and hard of hearing (DHH).<b>Method: </b>The study included nine school-aged children who are DHH. Following a 3-hr assessment, the participants self-reported fatigue and completed sight word and nonword reading. They then participated in a 20-min yoga session, followed by a postsession self-reporting of fatigue and completion of alternative sight words and nonwords.<b>Results:</b> Analyses revealed that most participants experienced a decrease in fatigue post-yoga session, resulting in a small effect size. There was no effect noted for reading of sight words and nonwords; however, most participants read more nonwords post-yoga session than prior to the yoga session.<b>Conclusions:</b> Yoga has potential to positively impact fatigue experienced by children who are DHH. Future research evaluating the effects of multiple sessions of yoga on fatigue is needed.<b>Supplemental Material S1. </b>Means, standard deviations, and effect sizes for all variables for children with typical hearing (<i>n</i> = 5).Werfel., K. L., Mattingly, J., & Lund, E. (2025). Yoga as a fatigue intervention for children who are deaf and hard of hearing. <i>Perspectives of the ASHA Special Interest Groups</i><i>, </i><i>10</i>(4), 1180–1189. https://doi.org/10.1044/2025_PERSP-25-00008
DOI: 10.23641/asha.29066816.v1
title: Yoga as a fatigue intervention (Werfel et al., 2025)

description: <b>Purpose:</b> This study evaluated the effects of a single session of yoga on the fatigue and reading skills of children who are deaf and hard of hearing (DHH).<b>Method: </b>The study included nine school-aged children who are DHH. Following a 3-hr assessment, the participants self-reported fatigue and completed sight word and nonword reading. They then participated in a 20-min yoga session, followed by a postsession self-reporting of fatigue and completion of alternative sight words and nonwords.<b>Results:</b> Analyses revealed that most participants experienced a decrease in fatigue post-yoga session, resulting in a small effect size. There was no effect noted for reading of sight words and nonwords; however, most participants read more nonwords post-yoga session than prior to the yoga session.<b>Conclusions:</b> Yoga has potential to positively impact fatigue experienced by children who are DHH. Future research evaluating the effects of multiple sessions of yoga on fatigue is needed.<b>Supplemental Material S1. </b>Means, standard deviations, and effect sizes for all variables for children with typical hearing (<i>n</i> = 5).Werfel., K. L., Mattingly, J., & Lund, E. (2025). Yoga as a fatigue intervention for children who are deaf and hard of hearing. <i>Perspectives of the ASHA Special Interest Groups</i><i>, </i><i>10</i>(4), 1180–1189. https://doi.org/10.1044/2025_PERSP-25-00008
DOI: 10.15468/dl.g7awd3
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ambystoma amblycephalum",
 "Year 1950-2025"
 ]
}

 The dataset includes 64 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026125-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xktp6h
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nothobranchius brieni)",
 "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 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026127-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rre39n
title: Occurrence Download

description: A dataset containing 47111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhipidura aureola)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 47111 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026128-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16763688
title: Medical-Dataset for LNM Prediction
DOI: 10.5281/zenodo.16763689
title: Medical-Dataset for LNM Prediction
DOI: 10.15468/dl.tzzeqb
title: Occurrence Download

description: A dataset containing 3527 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Peromyscus melanophrys"
 ]
}

 The dataset includes 3527 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026129-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bv3m3h
title: Occurrence Download

description: A dataset containing 62090 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "GadmGid is one of (COL.8.19_2, COL.8.24_2)",
 "TaxonKey is one of (Mammalia [GBIF Backbone Taxonomy], Squamata [GBIF Backbone Taxonomy], Amphibia [GBIF Backbone Taxonomy], Aves [GBIF Backbone Taxonomy], Testudines [GBIF Backbone Taxonomy], Crocodylia [GBIF Backbone Taxonomy])"
 ]
 }
 ]
}

 The dataset includes 62090 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026089-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhawtu
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 (Heteromyias albispecularis)",
 "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/0026130-250802193616735/datasets/export for details.
DOI: 10.15468/dl.scw5gc
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 (Heteromyias albispecularis)",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026132-250802193616735/datasets/export for details.
DOI: 10.15468/dl.rtemfq
title: Occurrence Download

description: A dataset containing 373 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 (Heteromyias albispecularis)",
 "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 373 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026131-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wrn8sg
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Petitella georgiae)",
 "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 12 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026133-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.33cv2j
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhipidura bouruensis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026134-250802193616735/datasets/export for details.
DOI: 10.23641/asha.29577269
title: A scoping review in speech-gender perception (Brice et al., 2025)

description: <b>Purpose:</b> This scoping review evaluates the demographic characteristics of participants in U.S. speech perception studies on gender. Secondary objectives include assessing the types of speech samples used and describing the tools employed to evaluate gender perception in speech. The review identifies gaps in demographic diversity and suggests areas for future research.<b>Method: </b>A literature search was conducted using Embase, PubMed, CINAHL, and Scopus databases. Covidence was used for screening and data extraction. Of 2,170 abstracts, 65 articles underwent full-text review, with 32 studies included for data extraction. The review examined participant demographics, gender-perception assessment tools, and speech-sample types.<b>Results: </b>Reported listener demographics included age (21/32 studies), race (2/32), ethnicity (1/32), dialect (2/32), and sex (25/32). For speakers, demographics included age (25/32), race (3/32), ethnicity (0/32), dialect (5/32), and sex (32/32). Regarding speech samples, 20 of 32 studies used scripted speech, five of 32 used nonscripted speech, and seven of 32 used both. Scripted speech was categorized by phoneme (14%), word (31%), and phrase or longer (55%) durations. One study used qualitative data, while all 32 used quantitative measurements: binary choice (12 studies), Likert scales (13), visual analog scales (10), and a 12-point scale (2).<b>Conclusions: </b>This review emphasizes the need for comprehensive demographic reporting in speech-gender perception studies and recommends adopting minimal demographic reporting standards. More research is needed to assess the impact of demographic diversity on gender perception.<b>Supplemental Material S1.</b> Data for each article reviewed.Brice, C., Erwin, L., Warner, L., & Rountrey, C. (2025). Demographic representation and current practices of speech-gender perception studies: A scoping review. <i>Perspectives of the ASHA Special Interest Groups,</i><i> </i><i>10</i>(4), 1323–1333. https://doi.org/10.1044/2025_PERSP-24-00270
DOI: 10.23641/asha.29577269.v1
title: A scoping review in speech-gender perception (Brice et al., 2025)

description: <b>Purpose:</b> This scoping review evaluates the demographic characteristics of participants in U.S. speech perception studies on gender. Secondary objectives include assessing the types of speech samples used and describing the tools employed to evaluate gender perception in speech. The review identifies gaps in demographic diversity and suggests areas for future research.<b>Method: </b>A literature search was conducted using Embase, PubMed, CINAHL, and Scopus databases. Covidence was used for screening and data extraction. Of 2,170 abstracts, 65 articles underwent full-text review, with 32 studies included for data extraction. The review examined participant demographics, gender-perception assessment tools, and speech-sample types.<b>Results: </b>Reported listener demographics included age (21/32 studies), race (2/32), ethnicity (1/32), dialect (2/32), and sex (25/32). For speakers, demographics included age (25/32), race (3/32), ethnicity (0/32), dialect (5/32), and sex (32/32). Regarding speech samples, 20 of 32 studies used scripted speech, five of 32 used nonscripted speech, and seven of 32 used both. Scripted speech was categorized by phoneme (14%), word (31%), and phrase or longer (55%) durations. One study used qualitative data, while all 32 used quantitative measurements: binary choice (12 studies), Likert scales (13), visual analog scales (10), and a 12-point scale (2).<b>Conclusions: </b>This review emphasizes the need for comprehensive demographic reporting in speech-gender perception studies and recommends adopting minimal demographic reporting standards. More research is needed to assess the impact of demographic diversity on gender perception.<b>Supplemental Material S1.</b> Data for each article reviewed.Brice, C., Erwin, L., Warner, L., & Rountrey, C. (2025). Demographic representation and current practices of speech-gender perception studies: A scoping review. <i>Perspectives of the ASHA Special Interest Groups,</i><i> </i><i>10</i>(4), 1323–1333. https://doi.org/10.1044/2025_PERSP-24-00270
DOI: 10.15468/dl.pfw99a
title: Occurrence Download

description: A dataset containing 82918 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhipidura albogularis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 82918 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026116-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twagmu
title: Occurrence Download

description: A dataset containing 74260 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Panurus biarmicus, Luscinia svecica)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Country is Belgium",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 74260 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026115-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n4cban
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 (Heteromyias albispecularis)",
 "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/0026135-250802193616735/datasets/export for details.
DOI: 10.5281/zenodo.16763747
title: Myths and facts about the Human Body
DOI: 10.5281/zenodo.16763748
title: Myths and facts about the Human Body
DOI: 10.15468/dl.8sae5n
title: Occurrence Download

description: A dataset containing 1 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 (Heteromyias albispecularis)",
 "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 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026136-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rea3nv
title: Occurrence Download

description: A dataset containing 11 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 (Heteromyias albispecularis)",
 "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 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026137-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yhrjdh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhipidura cinerea)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026138-250802193616735/datasets/export for details.
DOI: 10.5281/zenodo.16763744
title: Quantum Entanglement: Math's Uni-Property Monopoles Painting Summation Into a Corner

description: This work confronts the foundational error at the core of modern physics: the assumption that reality is composed of separable particles with standalone properties. It shows how this assumption produces mathematical monopoles — isolated bits of structureless identity — which are physically and ontologically incoherent. Quantum entanglement, far from being a mysterious feature of the universe, is revealed as a forced correction within the math — a mechanism that restores contrast where the model erroneously removed it. The paper reframes entanglement not as a deep quantum insight, but as a damning indictment of the sum-of-parts paradigm, demonstrating that relational contrast — not summation — is the true ontological base of physical reality.