Data · dataset · 2026
<b>TURNING INSTITUTIONAL COMMUNICATION INTO RESEARCH EVIDENCE</b>
Listed in ZivaHub and Deakin Research Online and DMU Figshare — shown once because both records carry DOI 10.6084/m9.figshare.34027944.v2
Description
<p dir="ltr">This methodological framework presents Citizen Auditing as a participatory approach to AI accountability, institutional observation, research evidence, and open science.</p><p dir="ltr">It defines a practical pathway for transforming institutional communications and independently documented observations into structured, attributable, verifiable, and persistent research evidence.</p><p dir="ltr">The framework connects AI accountability, auditability, research provenance, longitudinal observation, and reproducibility, enabling researchers and independent investigators to examine how AI-mediated and institutionally mediated events can be documented, compared, verified, and preserved as research objects.</p><p dir="ltr">Rather than treating research as a process limited by institutional titles or conventional academic boundaries, the framework emphasizes methodological capability, transparent evidence production, and open participation in research..</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.34027944.v2 ↗
DOI / persistent id · from zivahub uct ac za
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from zivahub uct ac za
Topics
- From keywords
- Computer Science & AI · Computer Science & AI · Computer Science & AI · Creative arts, media and communication curriculum and pedagogy · Creative arts, media and communication curriculum and pedagogy · Creative arts, media and communication curriculum and pedagogy · Curriculum and pedagogy theory and development · Curriculum and pedagogy theory and development · Curriculum and pedagogy theory and development · Data communications · Data communications · Data communications · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Economics & Finance · Engineering · Engineering · Engineering · Humanities · Humanities · Humanities · International humanitarian and human rights law · International humanitarian and human rights law · International humanitarian and human rights law · Network engineering · Network engineering · Network engineering · Public international law · Public international law · Public international law · Science, technology and engineering curriculum and pedagogy · Science, technology and engineering curriculum and pedagogy · Science, technology and engineering curriculum and pedagogy · Social Science · Social Science · Social Science
- Inferred from text
- Longitudinal study 65%
Provenance · 3 source records, 45 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/34027944 | 6 d ago | JSON v1 |
| Deakin Research Online | oai:figshare.com:article/34027944 | 6 d ago | JSON v1 |
| DMU Figshare | oai:figshare.com:article/34027944 | 6 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].anzsrc:field:390101 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Creative arts, media and communication curriculum and pedagogy'] |
| concepts[field].anzsrc:field:390101 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Creative arts, media and communication curriculum and pedagogy'] |
| concepts[field].anzsrc:field:390101 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Creative arts, media and communication curriculum and pedagogy'] |
| concepts[field].anzsrc:field:390102 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Curriculum and pedagogy theory and development'] |
| concepts[field].anzsrc:field:390102 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Curriculum and pedagogy theory and development'] |
| concepts[field].anzsrc:field:390102 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Curriculum and pedagogy theory and development'] |
| concepts[field].anzsrc:field:390113 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Science, technology and engineering curriculum and pedagogy'] |
| concepts[field].anzsrc:field:390113 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Science, technology and engineering curriculum and pedagogy'] |
| concepts[field].anzsrc:field:390113 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Science, technology and engineering curriculum and pedagogy'] |
| concepts[field].anzsrc:field:400602 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Data communications'] |
| concepts[field].anzsrc:field:400602 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Data communications'] |
| concepts[field].anzsrc:field:400602 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Data communications'] |
| concepts[field].anzsrc:field:400604 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Network engineering'] |
| concepts[field].anzsrc:field:400604 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Network engineering'] |
| concepts[field].anzsrc:field:400604 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Network engineering'] |
| concepts[field].anzsrc:field:480307 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['International humanitarian and human rights law'] |
| concepts[field].anzsrc:field:480307 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['International humanitarian and human rights law'] |
| concepts[field].anzsrc:field:480307 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['International humanitarian and human rights law'] |
| concepts[field].anzsrc:field:480310 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Public international law'] |
| concepts[field].anzsrc:field:480310 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Public international law'] |
| concepts[field].anzsrc:field:480310 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Public international law'] |
| concepts[field].local:field:computer-science-ai | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:social-science | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[method].local:method:longitudinal-study | enrichment · zivahub uct ac za | keyword-concept-rules@1.0.0 | title+description (65%) |
| description | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/description |
| license | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/rights |
| publication_date | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| title | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/title |