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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

Catalogue records · 1

Topics

Inferred from text
Longitudinal study 65%
Provenance · 3 source records, 45 field assertions
SourceKeyLast seenRaw
ZivaHuboai:figshare.com:article/340279446 d agoJSON v1
Deakin Research Onlineoai:figshare.com:article/340279446 d agoJSON v1
DMU Figshareoai:figshare.com:article/340279446 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].anzsrc:field:390101mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['Creative arts, media and communication curriculum and pedagogy']
concepts[field].anzsrc:field:390101mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['Creative arts, media and communication curriculum and pedagogy']
concepts[field].anzsrc:field:390101mapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['Creative arts, media and communication curriculum and pedagogy']
concepts[field].anzsrc:field:390102mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['Curriculum and pedagogy theory and development']
concepts[field].anzsrc:field:390102mapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['Curriculum and pedagogy theory and development']
concepts[field].anzsrc:field:390102mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['Curriculum and pedagogy theory and development']
concepts[field].anzsrc:field:390113mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['Science, technology and engineering curriculum and pedagogy']
concepts[field].anzsrc:field:390113mapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['Science, technology and engineering curriculum and pedagogy']
concepts[field].anzsrc:field:390113mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['Science, technology and engineering curriculum and pedagogy']
concepts[field].anzsrc:field:400602mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['Data communications']
concepts[field].anzsrc:field:400602mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['Data communications']
concepts[field].anzsrc:field:400602mapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['Data communications']
concepts[field].anzsrc:field:400604mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['Network engineering']
concepts[field].anzsrc:field:400604mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['Network engineering']
concepts[field].anzsrc:field:400604mapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['Network engineering']
concepts[field].anzsrc:field:480307mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['International humanitarian and human rights law']
concepts[field].anzsrc:field:480307mapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['International humanitarian and human rights law']
concepts[field].anzsrc:field:480307mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['International humanitarian and human rights law']
concepts[field].anzsrc:field:480310mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['Public international law']
concepts[field].anzsrc:field:480310mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['Public international law']
concepts[field].anzsrc:field:480310mapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['Public international law']
concepts[field].local:field:computer-science-aimapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:computer-science-aimapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:computer-science-aimapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:earth-environmentalmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:earth-environmentalmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:earth-environmentalmapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:economics-financemapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:economics-financemapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:economics-financemapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:engineeringmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:engineeringmapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:engineeringmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:humanitiesmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:humanitiesmapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:humanitiesmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:social-sciencemapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:social-sciencemapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:social-sciencemapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[method].local:method:longitudinal-studyenrichment · zivahub uct ac zakeyword-concept-rules@1.0.0title+description (65%)
descriptionsource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0/metadata/dc/description
licensesource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0/metadata/dc/rights
publication_datesource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
titlesource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0/metadata/dc/title