cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17486586
title: Davini Zero-Contradiction Reproducibility Protocol (ZC* ≈ 0.64 — Triad Framework & AI Coherence Validation)
title: Reproducibility Protocol / Supplementary Dataset

description: Abstract

This document provides the technical reproduction pathway for the Davini Zero-Contradiction Law (ZC* ≈ 0.64).

It specifies the numerical, analytic, and behavioral routines required to reproduce the cross-domain coherence constant and the associated AI coherence behaviors (Triads 1 – 10).

The protocol enables replication of ZC*-driven stabilization across physical, biological, cognitive, and synthetic-intelligence systems.

Because it contains implementation logic for machine-coherence and silence-response tests, access is restricted to verified research partners, reviewers, and licensing institutions.

 

Contents

1. Purpose and Scope

2. Required Tools (Python ≥ 3.9, NumPy, Matplotlib, Pandas, SciPy)

3. Functional Definition of ZC*

  \displaystyle \mathcal{C} = \frac{|\int \phi_1 \phi_2 d^3x|}{\sqrt{\int \phi_1^2 d^3x}\sqrt{\int \phi_2^2 d^3x}}

  Stable equilibrium when d\mathcal{C}/dt = 0 ⇒ \mathcal{C}= ZC\* ≈ 0.64

4. Reproduction Tests – Triads 1–7 (Cross-domain convergence tests – Lorenz-63, Kuramoto, HRV); Triads 8–9 (Thermal noise / criticality validation); Triad 10 (Expansion and Stabilization maps – ODE formulations)

5. AI Coherence Behavioral Tests – Silence-on-Demand and Contradiction Suppression Protocol; Mean Coherence vs Entropy Stability Curve

6. Data Structure and Outputs – CSV schema: t, C(t), a(t), Δa(t); Expected mean ZC ≈ 0.64 ± 0.02

7. Licensing and Access Terms

 

Licensing Note

All materials and routines herein are protected under the Davini Zero-Contradiction Law™ patent filings (DOI 10.5281/zenodo.17391739 and 10.5281/zenodo.17479426).

Reproduction, redistribution, or derivative implementation of any AI-stabilization method described requires explicit written permission from the Origin AI Research Group.
DOI: 10.17632/9p4c69zx32.1
title: Provenance variations of aeolian sand deposition along the coast of northeastern China in response to regional sea-level changes during glacial-interglacial cycles, as revealed by quartz grain microtextures

description: Supplemental Material for “Provenance variations of aeolian sand deposition along the coast of northeastern China in response to regional sea-level changes during glacial-interglacial cycles, as revealed by quartz grain microtextures”. This supplementary file contains one Table for the Frequency of quartz grain microtextures
DOI: 10.5281/zenodo.17486585
title: Davini Zero-Contradiction Reproducibility Protocol (ZC* ≈ 0.64 — Triad Framework & AI Coherence Validation)
title: Reproducibility Protocol / Supplementary Dataset

description: Abstract

This document provides the technical reproduction pathway for the Davini Zero-Contradiction Law (ZC* ≈ 0.64).

It specifies the numerical, analytic, and behavioral routines required to reproduce the cross-domain coherence constant and the associated AI coherence behaviors (Triads 1 – 10).

The protocol enables replication of ZC*-driven stabilization across physical, biological, cognitive, and synthetic-intelligence systems.

Because it contains implementation logic for machine-coherence and silence-response tests, access is restricted to verified research partners, reviewers, and licensing institutions.

 

Contents

1. Purpose and Scope

2. Required Tools (Python ≥ 3.9, NumPy, Matplotlib, Pandas, SciPy)

3. Functional Definition of ZC*

  \displaystyle \mathcal{C} = \frac{|\int \phi_1 \phi_2 d^3x|}{\sqrt{\int \phi_1^2 d^3x}\sqrt{\int \phi_2^2 d^3x}}

  Stable equilibrium when d\mathcal{C}/dt = 0 ⇒ \mathcal{C}= ZC\* ≈ 0.64

4. Reproduction Tests – Triads 1–7 (Cross-domain convergence tests – Lorenz-63, Kuramoto, HRV); Triads 8–9 (Thermal noise / criticality validation); Triad 10 (Expansion and Stabilization maps – ODE formulations)

5. AI Coherence Behavioral Tests – Silence-on-Demand and Contradiction Suppression Protocol; Mean Coherence vs Entropy Stability Curve

6. Data Structure and Outputs – CSV schema: t, C(t), a(t), Δa(t); Expected mean ZC ≈ 0.64 ± 0.02

7. Licensing and Access Terms

 

Licensing Note

All materials and routines herein are protected under the Davini Zero-Contradiction Law™ patent filings (DOI 10.5281/zenodo.17391739 and 10.5281/zenodo.17479426).

Reproduction, redistribution, or derivative implementation of any AI-stabilization method described requires explicit written permission from the Origin AI Research Group.
DOI: 10.17632/wkznrkbznf
title: LINF_290009700

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/wkznrkbznf.1
title: LINF_290009700

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.15468/dl.ers69j
title: Occurrence Download

description: A dataset containing 2975 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Ateles paniscus"
 ]
}

 The dataset includes 2975 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008615-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/k6gz3fh2nw
title: LINF_290009800

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/k6gz3fh2nw.1
title: LINF_290009800

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.60656/c2607e8f086c4063
title: Custom collection of categorize, classification, disdrometer, drizzle, droplet effective radius, and 10 other products from Ny-Ålesund on 26 Apr 2025
DOI: 10.5519/qd.n7t6ez54
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (533 records)
DOI: 10.6084/m9.figshare.31303850
title: Evaluation of the protective effects of selenium against iron overload–induced toxicity in rats using a multiple-markers approach

description: Iron overload can promote the generation of reactive oxygen species (ROS), leading to oxidative stress and different human diseases. The trace element selenium has biological functions and can act as both an antioxidant and a prooxidant. This study aimed to evaluate the protective effects of selenium against iron overload–induced toxicity in rats. Adult Wistar rats were exposed to three increasing concentrations of iron (25, 50, and 100 mg/kg body weight [b.w.]), either alone or in combination with selenium (0.5 mg/kg b.w.). The biological interactions between these two compounds were investigated at the biochemical level in the liver, spleen, kidney, and pancreas. Our results indicated that iron used alone induces oxidative stress. In all tissues studied and at all the administered doses, we observed changes in the levels of catalase (CAT), glutathione (GSH), glutathione-S-transferase (GST), malondialdehyde (MDA), and acetylcholinesterase (AChE). The responses were dose- and organ-dependent. Selenium administered at 0.5 mg/kg b.w. attenuate the adverse effects of the different iron dosages. These findings highlight the potential application of selenium in mitigating oxidative stress and organ toxicity associated with iron overload. Our research carries significant implications for the development of nutritional and therapeutic strategies aimed at managing disorders related to iron metabolism.
DOI: 10.6084/m9.figshare.31303850.v1
title: Evaluation of the protective effects of selenium against iron overload–induced toxicity in rats using a multiple-markers approach

description: Iron overload can promote the generation of reactive oxygen species (ROS), leading to oxidative stress and different human diseases. The trace element selenium has biological functions and can act as both an antioxidant and a prooxidant. This study aimed to evaluate the protective effects of selenium against iron overload–induced toxicity in rats. Adult Wistar rats were exposed to three increasing concentrations of iron (25, 50, and 100 mg/kg body weight [b.w.]), either alone or in combination with selenium (0.5 mg/kg b.w.). The biological interactions between these two compounds were investigated at the biochemical level in the liver, spleen, kidney, and pancreas. Our results indicated that iron used alone induces oxidative stress. In all tissues studied and at all the administered doses, we observed changes in the levels of catalase (CAT), glutathione (GSH), glutathione-S-transferase (GST), malondialdehyde (MDA), and acetylcholinesterase (AChE). The responses were dose- and organ-dependent. Selenium administered at 0.5 mg/kg b.w. attenuate the adverse effects of the different iron dosages. These findings highlight the potential application of selenium in mitigating oxidative stress and organ toxicity associated with iron overload. Our research carries significant implications for the development of nutritional and therapeutic strategies aimed at managing disorders related to iron metabolism.
DOI: 10.15468/dl.tns648
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hopea chinensis",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 21 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004791-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.thks6t
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Astrophytum asterias",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 144 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004793-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ygqmeq
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyphessobrycon petricolus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004794-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dn2jfr
title: Occurrence Download

description: A dataset containing 3124 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alouatta pigra"
 ]
}

 The dataset includes 3124 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004792-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wt99sc
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus marlipoensis",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004795-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r2ajbm
title: Occurrence Download

description: A dataset containing 317 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Astrophytum capricorne",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 317 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004796-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.493d56
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyphessobrycon peugeoti",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004797-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zr39wf
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dendrobium cruentum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004798-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uqjvqq
title: Occurrence Download

description: A dataset containing 356 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Astrophytum myriostigma",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 356 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004799-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mrmmt8
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyphessobrycon pinnistriatus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 33 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004800-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wk9dwn
title: Occurrence Download

description: A dataset containing 608 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arctictis binturong"
 ]
}

 The dataset includes 608 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004801-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9pdnw3
title: Occurrence Download

description: A dataset containing 2134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clerodendrum capitatum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 2134 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004802-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uxzm5g
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyphessobrycon piranga",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 33 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004803-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tvwunv
title: Occurrence Download

description: A dataset containing 211238 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2012",
 "Year is less than or equal to 2014",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Country is United Kingdom of Great Britain and Northern Ireland",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 211238 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004761-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dmyngz
title: Occurrence Download

description: A dataset containing 287 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Astrophytum ornatum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 287 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004804-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2rvrpx
title: Occurrence Download

description: A dataset containing 173246 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pycnonotus sinensis)",
 "Geometry POLYGON((55.000000 4.000000, 157.000000 4.000000, 157.000000 73.000000, 55.000000 73.000000, 55.000000 4.000000))",
 "Month is one of (May, June, July)",
 "Year is greater than or equal to 2014",
 "Year is less than or equal to 2024",
 "HasCoordinate is true",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is null",
 "CoordinateUncertaintyInMeters is less than or equal to 5000"
 ]
 },
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation, Specimen)"
 ]
}

 The dataset includes 173246 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004746-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2w9fa3
title: Occurrence Download

description: A dataset containing 6552 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Combretum collinum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 6552 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004805-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bsahz2
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyphessobrycon platyodus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004806-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vngvzz
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aztekium ritteri",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004807-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18585818
title: Assessment of Thermal Efficiency and Decarbonization Potential of a Marine Auxiliary Diesel Engine Fueled with MgCO3-Doped Third-Generation Biodiesel

description: This dataset contains complete Response Surface Methodology (RSM) input-output data used to optimize the engine performance and emission characteristics of a marine auxiliary diesel engine operating with third-generation biodiesel blends with MgCO3 additive. The dataset includes experimental design matrices, independent variables (engine load and nanoparticle concentration), and corresponding responses such as brake thermal efficiency, brake specific fuel consumption, and exhaust emission parameters (NOx, CO, HC, and CO2). This data supports the multi-objective optimization analysis presented in the relevant journal article and ensures the reproducibility of the statistical modeling.
DOI: 10.5281/zenodo.18585819
title: Assessment of Thermal Efficiency and Decarbonization Potential of a Marine Auxiliary Diesel Engine Fueled with MgCO3-Doped Third-Generation Biodiesel

description: This dataset contains complete Response Surface Methodology (RSM) input-output data used to optimize the engine performance and emission characteristics of a marine auxiliary diesel engine operating with third-generation biodiesel blends with MgCO3 additive. The dataset includes experimental design matrices, independent variables (engine load and nanoparticle concentration), and corresponding responses such as brake thermal efficiency, brake specific fuel consumption, and exhaust emission parameters (NOx, CO, HC, and CO2). This data supports the multi-objective optimization analysis presented in the relevant journal article and ensures the reproducibility of the statistical modeling.
DOI: 10.15468/dl.uyts6q
title: Occurrence Download

description: A dataset containing 1887 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Entada abyssinica",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1887 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004808-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9jwr9t
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyphessobrycon procyon",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 21 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004810-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.