Table · dataset · 2026
D-CODE: Code and Data Supporting the Organizing Principle Theorem for Cooperation under Imperfect Information
Listed in figshare and Loughborough Research Repository — shown once because both records carry DOI 10.6084/m9.figshare.33981751.v1
Description
<p dir="ltr">This deposit contains the complete analytical and computational verification of the D-CODE stochastic game framework presented in "D-CODE: An Organizing Principle Theorem for Cooperation under Imperfect Information" (Part I) and "D-CODE: Evaluating the Organizing Principle Across Biological and Computational Systems" (Part II). It is fully reproducible: every figure, threshold, and worked example reported in the two papers can be regenerated directly from the code here, using fixed random seeds throughout.</p><p dir="ltr">The deposit includes a 12-module analytical pipeline implementing all definitions, theorems, and corollaries from Part I in closed form, including an independent Jacobian eigenvalue verification of the local stability of Theorem 5's fixed points; a 7-module Mesa agent-based simulation placing four agent types on three network topologies (Erdős–Rényi, Watts–Strogatz, and Barabási–Albert) across twelve resource levels and fifty seeds per condition; six standalone verification scripts that each reproduce one specific figure or worked example from the papers; the resulting figures and CSV data; and eight supplementary documents covering the master parameter set, closed-form equations reference, Cooperation Stability Index definition, comparative theory tables, falsifiable predictions, and biological correspondence tables.</p><p dir="ltr">A README at the top level lists exact commands to reproduce each component and a table comparing every key computed value against the value stated in the papers.</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.33981751.v1 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
- From keywords
- Astronomy & Astrophysics · Biological mathematics · Biological mathematics · Chemistry · Chemistry · Complex systems · Complex systems · Computer Science & AI · Computer Science & AI · Dynamical systems in applications · Dynamical systems in applications · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Humanities · Humanities · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science
- Inferred from text
- Simulation 75% · Tabular 65%
Provenance · 2 source records, 37 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/33981751 | 6 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/33981751 | 6 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].anzsrc:field:490102 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Biological mathematics'] |
| concepts[field].anzsrc:field:490102 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Biological mathematics'] |
| concepts[field].anzsrc:field:490104 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Complex systems'] |
| concepts[field].anzsrc:field:490104 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Complex systems'] |
| concepts[field].anzsrc:field:490105 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Dynamical systems in applications'] |
| concepts[field].anzsrc:field:490105 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Dynamical systems in applications'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[method].local:method:simulation | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[modality].local:modality:tabular | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (65%) |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |