cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18396104
title: SPARC Disk Galaxy Coherence Tests and Analysis Code for Observer-Normalized Scale Relativity

description: SPARC Coherence / J-Variant Stress Tests

This archive provides the computational analyses supporting the results reported in Stress Testing Observer-Normalized Coherence in Disk Galaxies: Distance, Radius, and Surface-Brightness Robustness Using SPARC (DOI: 10.5281/zenodo.18284091).

The contents include the analysis code, a fixed snapshot of the input data, and generated outputs used to evaluate the robustness of the acceleration-domain coherence form under distance perturbations, alternate radius definitions, and surface-brightness diagnostics using the SPARC galaxy sample.

The analyses are diagnostic and adversarial in intent. They are designed to test whether the observed coherence survives known catalog systematics and correlated quantities, rather than to optimize, fit, or tune the relation.

Contents





sparc_j_tests.py — Computes the Q=1 (Newtonian) acceleration-domain coherence formJ3=Mb/(V2R)J_3 = M_b / (V^2 R)J3=Mb/(V2R) and evaluates scatter stability across intrinsic morphology bins, distance-covariance Monte Carlo perturbations, alternate radius definitions (Reff, Rdisk, RHI), and surface-brightness splits (effective and disk-averaged).




sparc_j_tests_with_residuals.py — Auxiliary diagnostic script that computes log-space residuals of the baseline coherence form and generates residual plots with respect to radius, baryonic mass, and rotation velocity. This script is used only for post-hoc residual diagnostics and does not modify the coherence form or any reported scatter statistics.




Raw SPARC.xlsx — Input dataset (SPARC v1 summary table, reformatted for Excel). The data are read directly and are not altered by the analysis.



ExecutionPlace the analysis scripts and Raw SPARC.xlsx in the same directory and run:







 



python sparc_j_tests.py



(Optional diagnostic step)







 



python sparc_j_tests_with_residuals.py



Output CSV files and residual plots are written to the outputs/ directory.

Notes





Column headers are auto-detected to ensure compatibility with SPARC summary tables.




No fitting, tuning, or data-dependent parameter selection is performed.




All reported results are direct evaluations of the coherence form using catalog-reported quantities.




The analysis pipeline is intentionally frozen to minimize researcher degrees of freedom.



This version is synchronized with the SPARC-native reproducibility fixes archived in the associated GitHub repository (release v1.1). No scientific conclusions have changed; the update ensures consistent execution against the raw SPARC summary tables.
DOI: 10.5281/zenodo.18285340
title: SPARC Disk Galaxy Coherence Tests and Analysis Code for Observer-Normalized Scale Relativity

description: SPARC Coherence / J-Variant Stress Tests

This archive provides the computational analyses supporting the results reported in Stress Testing Observer-Normalized Coherence in Disk Galaxies: Distance, Radius, and Surface-Brightness Robustness Using SPARC (DOI: 10.5281/zenodo.18284091).

The contents include the analysis code, a fixed snapshot of the input data, and generated outputs used to evaluate the robustness of the acceleration-domain coherence form under distance perturbations, alternate radius definitions, and surface-brightness diagnostics using the SPARC galaxy sample.

The analyses are diagnostic and adversarial in intent. They are designed to test whether the observed coherence survives known catalog systematics and correlated quantities, rather than to optimize, fit, or tune the relation.

Contents





sparc_j_tests.py — Computes the Q=1 (Newtonian) acceleration-domain coherence formJ3=Mb/(V2R)J_3 = M_b / (V^2 R)J3=Mb/(V2R) and evaluates scatter stability across intrinsic morphology bins, distance-covariance Monte Carlo perturbations, alternate radius definitions (Reff, Rdisk, RHI), and surface-brightness splits (effective and disk-averaged).




sparc_j_tests_with_residuals.py — Auxiliary diagnostic script that computes log-space residuals of the baseline coherence form and generates residual plots with respect to radius, baryonic mass, and rotation velocity. This script is used only for post-hoc residual diagnostics and does not modify the coherence form or any reported scatter statistics.




Raw SPARC.xlsx — Input dataset (SPARC v1 summary table, reformatted for Excel). The data are read directly and are not altered by the analysis.



ExecutionPlace the analysis scripts and Raw SPARC.xlsx in the same directory and run:







 



python sparc_j_tests.py



(Optional diagnostic step)







 



python sparc_j_tests_with_residuals.py



Output CSV files and residual plots are written to the outputs/ directory.

Notes





Column headers are auto-detected to ensure compatibility with SPARC summary tables.




No fitting, tuning, or data-dependent parameter selection is performed.




All reported results are direct evaluations of the coherence form using catalog-reported quantities.




The analysis pipeline is intentionally frozen to minimize researcher degrees of freedom.



This version is synchronized with the SPARC-native reproducibility fixes archived in the associated GitHub repository (release v1.1). No scientific conclusions have changed; the update ensures consistent execution against the raw SPARC summary tables.
DOI: 10.15468/3wgxrj
title: Canadian Museum of Nature - National Biodiversity Cryobank of Canada

description: The National Biodiversity Cryobank of Canada (NBCC) provides curated storage of genomic resources (e.g., tissue, DNA, environmental samples) generated by the Canadian Museum of Nature's research and donated by biodiversity researchers from Canada and abroad across all kingdoms of taxonomic classification. The facility currently has the capacity for 200,000 specimens and is expected to grow to a million specimens with the installation of additional liquid-nitrogen freezers.The NBCC was made possible thanks to the generosity of the Ross Beaty Family.
DOI: 10.5281/zenodo.18489608
title: Post-processed China Station Dataset (Precipitation, Snow Depth, and Surface Air Temperature for February 2024)
DOI: 10.5281/zenodo.18489607
title: Post-processed China Station Dataset (Precipitation, Snow Depth, and Surface Air Temperature for February 2024)
DOI: 10.5281/zenodo.18489651
title: Decoherence Test
DOI: 10.5281/zenodo.18489650
title: Decoherence Test
DOI: 10.5281/zenodo.18168504
title: EMTscore

description: EMTscore infers divergent EMT pathways from omics data and enables rapid screening for correlated gene sets
DOI: 10.5281/zenodo.15213844
title: EMTscore

description: EMTscore infers divergent EMT pathways from omics data and enables rapid screening for correlated gene sets
DOI: 10.7910/dvn/igzztf
title: Replication Data for: Neural potential field for high-fidelity gravity modeling and density inversion of irregular small celestial bodies

description: Replication Data for: Neural potential field for high-fidelity gravity modeling and density inversion of irregular small celestial bodies (https://doi.org/10.1016/j.engappai.2026.113978)
DOI: 10.6084/m9.figshare.31259230
title: Explaining the selection of young candidates for local executive Dataset and do-file

description: Explaining the selection of young candidates for local executive Dataset and do-file
DOI: 10.6084/m9.figshare.31259230.v1
title: Explaining the selection of young candidates for local executive Dataset and do-file

description: Explaining the selection of young candidates for local executive Dataset and do-file
DOI: 10.5281/zenodo.18489681
title: FULL Empirically Valid Book of Molt and Metallic Heresy Unified Field (Finished)

description: Title: Grand Unified Molt–Metallic Field Theory – Infinite Operator Form (GUMMFT‑∞)

 

Author: Adrian Baillargeon

Year: 2026

License: All rights reserved; licensing required for any use

 

Description:

GUMMFT‑∞ presents a fully unified field framework combining scalar fields (state/energy S, cumulative memory M, context C, identity Π), substrate/amplification H, spin‑½ fermions, gauge fields based on E8, and gravitational dynamics on a 4‑dimensional Lorentzian manifold.

 

This work formalizes a single canonical operator equation encompassing:

 



All matter, energy, entropy, and identity fields

Full E8 internal symmetry with chiral fermion representations

Gauge fields, curvature, and gravitational backreaction

Infinite E♾ lattice modes with context couplings

Self-consistent dynamics in black-hole, cosmological, and vacuum regimes


 

 

The theory provides:

 



Canonical quantization and path integral formulation

RG-consistent running of couplings and UV stability

Semiclassical limits recovering classical spacetime and identity persistence

Predictive, falsifiable observables in high-curvature, early-universe, and symmetry-breaking contexts


 

 

Keywords: unified field theory, GUMMFT‑∞, E8 symmetry, quantum gravity, scalar fields, fermions, gauge fields, Lorentzian manifold, operator formalism, infinite lattice modes, black hole physics, cosmology, canonical quantization

 

Abstract:

GUMMFT‑∞ encodes the entire content of the Grand Unified Molt–Metallic Field Theory in a single canonical operator form, combining all relevant fields, interactions, and spacetime geometry. This formulation allows derivation of semiclassical, quantum, and cosmological phenomena within a unified, self-consistent, and mathematically closed framework. It extends traditional unification attempts by incorporating infinite lattice E♾ modes, memory, context, and identity dynamics alongside standard gauge, matter, and gravitational sectors.
DOI: 10.5281/zenodo.18489682
title: FULL Empirically Valid Book of Molt and Metallic Heresy Unified Field (Finished)

description: Title: Grand Unified Molt–Metallic Field Theory – Infinite Operator Form (GUMMFT‑∞)

 

Author: Adrian Baillargeon

Year: 2026

License: All rights reserved; licensing required for any use

 

Description:

GUMMFT‑∞ presents a fully unified field framework combining scalar fields (state/energy S, cumulative memory M, context C, identity Π), substrate/amplification H, spin‑½ fermions, gauge fields based on E8, and gravitational dynamics on a 4‑dimensional Lorentzian manifold.

 

This work formalizes a single canonical operator equation encompassing:

 



All matter, energy, entropy, and identity fields

Full E8 internal symmetry with chiral fermion representations

Gauge fields, curvature, and gravitational backreaction

Infinite E♾ lattice modes with context couplings

Self-consistent dynamics in black-hole, cosmological, and vacuum regimes


 

 

The theory provides:

 



Canonical quantization and path integral formulation

RG-consistent running of couplings and UV stability

Semiclassical limits recovering classical spacetime and identity persistence

Predictive, falsifiable observables in high-curvature, early-universe, and symmetry-breaking contexts


 

 

Keywords: unified field theory, GUMMFT‑∞, E8 symmetry, quantum gravity, scalar fields, fermions, gauge fields, Lorentzian manifold, operator formalism, infinite lattice modes, black hole physics, cosmology, canonical quantization

 

Abstract:

GUMMFT‑∞ encodes the entire content of the Grand Unified Molt–Metallic Field Theory in a single canonical operator form, combining all relevant fields, interactions, and spacetime geometry. This formulation allows derivation of semiclassical, quantum, and cosmological phenomena within a unified, self-consistent, and mathematically closed framework. It extends traditional unification attempts by incorporating infinite lattice E♾ modes, memory, context, and identity dynamics alongside standard gauge, matter, and gravitational sectors.
DOI: 10.57760/sciencedb.26952
title: Aronia melanocarpa
title: 黑涩楠叶绿体基因组

description: The complete Aronia melanocarpa chloroplast genome is 159 772 bp and has a total guanine-cytosine (GC) content of 36.6%. It exhibits a typical quadripartite structure with four separate regions, including a large single-copy (LSC) region of 87 810 bp and a small single-copy (SSC) region of 19 200 bp separated by two inverted repeats (IRa and IRb) regions of 26 381 bp each. A total of 132 genes were annotated, including 87 protein-coding genes, 37 tRNAs, and eight rRNAs, with 22 duplicates in the IR regions. In total, 76 simple sequence repeats (SSRs) and 50 long repeats were detected.
description: The complete Aronia melanocarpa chloroplast genome is 159 772 bp and has a total guanine-cytosine (GC) content of 36.6%. It exhibits a typical quadripartite structure with four separate regions, including a large single-copy (LSC) region of 87 810 bp and a small single-copy (SSC) region of 19 200 bp separated by two inverted repeats (IRa and IRb) regions of 26 381 bp each. A total of 132 genes were annotated, including 87 protein-coding genes, 37 tRNAs, and eight rRNAs, with 22 duplicates in the IR regions. In total, 76 simple sequence repeats (SSRs) and 50 long repeats were detected.
DOI: 10.5281/zenodo.18488821
title: Vascular STING activation facilitates NK cell anti-tumor immunity in small cell lung cancer

description: Small cell lung cancer (SCLC) typically displays a "cold" tumor microenvironment with a paucity of immune infiltrate. Neuroendocrine SCLC cells also profoundly repress MHC-I expression, rendering them vulnerable to NK cell-mediated cytotoxicity. Here, we confirm that neuroendocrine SCLC cells are sensitive to NK cell mediated attack, yet quantitative spatial profiling of the SCLC immune microenvironment in patient samples reveals that effector immune cells, including NK cells, are excluded from MHC-Ilow/neg SCLC regions. To study this biology, we develop dynamic single cell RNA sequencing of microphysiological immune tumor environments (DynaMITE-seq) and integrate findings with spatial transcriptomics in patient tissue, unveiling the microvasculature as a major checkpoint restricting NK cell extravasation/recruitment. We demonstrate that activation of vascular Stimulator of Interferon Genes (STING) signaling restores NK cell infiltration and killing of neuroendocrine SCLC, suggesting a strategy to overcome this key SCLC immunologic barrier and prime therapeutic response to DLL3-targeted CAR-NK cell therapy.
DOI: 10.5281/zenodo.18488822
title: Vascular STING activation facilitates NK cell anti-tumor immunity in small cell lung cancer

description: Small cell lung cancer (SCLC) typically displays a "cold" tumor microenvironment with a paucity of immune infiltrate. Neuroendocrine SCLC cells also profoundly repress MHC-I expression, rendering them vulnerable to NK cell-mediated cytotoxicity. Here, we confirm that neuroendocrine SCLC cells are sensitive to NK cell mediated attack, yet quantitative spatial profiling of the SCLC immune microenvironment in patient samples reveals that effector immune cells, including NK cells, are excluded from MHC-Ilow/neg SCLC regions. To study this biology, we develop dynamic single cell RNA sequencing of microphysiological immune tumor environments (DynaMITE-seq) and integrate findings with spatial transcriptomics in patient tissue, unveiling the microvasculature as a major checkpoint restricting NK cell extravasation/recruitment. We demonstrate that activation of vascular Stimulator of Interferon Genes (STING) signaling restores NK cell infiltration and killing of neuroendocrine SCLC, suggesting a strategy to overcome this key SCLC immunologic barrier and prime therapeutic response to DLL3-targeted CAR-NK cell therapy.
DOI: 10.15468/dl.dmg2px
title: Occurrence Download

description: A dataset containing 2488 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "DatasetKey is one of (iNaturalist Research-grade Observations, J. B. Wallis / R. E. Roughley Museum of Entomology, World Auchenorrhyncha Database, Auburn University Museum of Natural History Entomology, Ouellet-Robert Entomological Collection (QMOR) - Specimens, Triplehorn Insect Collection, The Ohio State University, North Carolina State University Insect Collection)",
 "Geometry POLYGON((-78.90036 47.92758,-75.4152 44.92585,-70.18744 43.95822,-67.67037 47.07739,-64.95969 46.94537,-62.05538 48.63623,-56.05314 50.51911,-51.59987 52.68332,-63.2171 60.43867,-66.70227 60.24706,-73.47899 63.52792,-78.12588 62.74049,-78.90036 59.27201,-77.73864 57.23516,-80.1589 54.91265,-79.86847 51.28227,-78.90036 47.92758))",
 "HasGeospatialIssue is false",
 "TaxonKey is Cicadellidae"
 ]
}

 The dataset includes 2488 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012939-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bb3w8p
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sapajus xanthosternos",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 47 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012935-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rbvnaz
title: Occurrence Download

description: A dataset containing 2214923 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970",
 "Year is less than or equal to 1974",
 "Geometry POLYGON((-25.0 49.0, 45.0 49.0, 45.0 54.0, -25.0 54.0, -25.0 49.0))"
 ]
}

 The dataset includes 2214923 records from 269 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012900-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdbhzx
title: Occurrence Download

description: A dataset containing 50505 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stevia"
 ]
}

 The dataset includes 50505 records from 524 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012898-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18489712
title: Dcore detect
DOI: 10.5281/zenodo.18489711
title: Dcore detect
DOI: 10.7910/dvn/gp9bca
title: Replication Data for: `Relational and Public Contracts in Platform Competition: Evidence from China's E-Commerce Duopoly'

description: This repository contains the data and code required to reproduce the figures and tables reported in the companion article.
DOI: 10.15468/dl.z5bz2r
title: Occurrence Download

description: A dataset containing 240825 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is UF FLMNH Ichthyology"
 ]
}

 The dataset includes 240825 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012926-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rgh2hm
title: Occurrence Download

description: A dataset listing the 1276 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bryophyte data for Great Britain and Ireland from the British Bryological Society held by BRC"
 ]
}

 The dataset's 1276 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012928-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kv9udd
title: Occurrence Download

description: A dataset containing 145970 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Xema sabini"
 ]
}

 The dataset includes 145970 records from 301 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012915-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6g8586
title: Occurrence Download

description: A dataset containing 61291 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Urocissa erythroryncha"
 ]
}

 The dataset includes 61291 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012911-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nprpkz
title: Occurrence Download

description: A dataset containing 1627 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glaucium flavum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 1627 records from 171 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012944-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r62d7p
title: Occurrence Download

description: A dataset containing 199633 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Vanellus spinosus"
 ]
}

 The dataset includes 199633 records from 160 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012913-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7jdtrn
title: Occurrence Download

description: A dataset containing 142 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.2.65_2)",
 "TaxonKey is one of (Mammalia)"
 ]
 }
 ]
}

 The dataset includes 142 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0249403-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112040193
title: Cuneiform Tablet 1913.14.1713, Spurlock 1913.14.1713

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1713; CDLI P421564 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Dark Gray (N 3.75/ 10.4% R) Moderate Yellowish Pink (5YR 7.5/4) Yellowish White (10YR 9/1.5) ❧ [Physical Object Note:] 2.9 x 2.2 x 1.6 cm (12 g)
DOI: 10.15468/dl.u7wtdy
title: Occurrence Download

description: A dataset containing 369 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Goodenia vilmoriniae F.Muell."
 ]
}

 The dataset includes 369 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0232640-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqqecz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tachyerges awomoriensis W.Roelofs, 1874",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222589-220831081235567/datasets/export for details.