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Other literature type . 2026
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Data sources: ZENODO
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Research . 2026
License: CC BY NC
Data sources: Datacite
ZENODO
Research . 2026
License: CC BY NC
Data sources: Datacite
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From Telemetry to Contestable Records: Decision-Event Transparency Requirements for AI-Mediated Knowledge Work

Authors: So, Hon Bor;

From Telemetry to Contestable Records: Decision-Event Transparency Requirements for AI-Mediated Knowledge Work

Abstract

High-risk AI-mediated decisions often fail not because models are opaque, but because decision events are recorded as telemetry rather than as contestable semantic handovers. This working paper specifies decision-event transparency requirements and an operational “contestable record” framing for AI-mediated knowledge work. This Zenodo record archives the manuscript as a citable public artifact for independent verification. Journal outcome note: the manuscript was submitted to AI & SOCIETY and subsequently rejected; this deposit is not a claim of journal publication or endorsement. The aim is to provide a stable PublicLife anchor that can be audited and referenced independently of venue status. How to cite So, H. B. (2026). From Telemetry to Contestable Records: Decision-Event Transparency Requirements for AI-Mediated Knowledge Work (v1.5). Zenodo. https://doi.org/10.5281/zenodo.18602449 Public Works List So, Hon Bor — “From Telemetry to Contestable Records: Decision-Event Transparency Requirements for AI-Mediated Knowledge Work” (Working paper; Zenodo deposit; v1.5; public anchor). DOI: 10.5281/zenodo.18602449. Note: previously submitted to AI & SOCIETY; outcome = rejected (venue status independent of this deposit). E6/SMP SMP-UPDATE: Added Zenodo public working-paper anchor for “From Telemetry to Contestable Records: Decision-Event Transparency Requirements for AI-Mediated Knowledge Work” — DOI 10.5281/zenodo.18602449 (v1.5). Scope: public verification anchor; no journal-publication claim; prior AI & SOCIETY outcome recorded as rejected. Attachments: deposited manuscript files as per Zenodo record. (metadata-only)

Keywords

decision-event transparency; telemetry logs; contestable records; contestability; auditability; semantic logging; decision artifacts; human oversight; traceability; accountability; governance instrumentation; AI governance

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average