Industrial AI Autonomy: Setting a Confidence Threshold for Human Takeover

Industrial AI autonomy requires a 90% confidence threshold to trigger mandatory human takeover, using tiered dynamic scoring to reduce operator fatigue. Independent technical note mirroring the canonical version: https://tlab.fun/blog/industrial-ai-autonomy-setting-a-confidence-threshold-for-human-takeover.php Sources consulted: https://www.bluusun.com/

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-29
DOI
https://doi.org/10.5281/zenodo.23793519
Primary Topic
Human-Automation Interaction and Safety
Type
preprint
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preprint

Industrial AI Autonomy: Setting a Confidence Threshold for Human Takeover

Ivy Nakamura
Zenodo (CERN European Organization for Nuclear Research)
Human-Automation Interaction and Safety
preprint

Industrial AI Autonomy: Setting a Confidence Threshold for Human Takeover

Ivy Nakamura
preprint en

Abstract

Industrial AI autonomy requires a 90% confidence threshold to trigger mandatory human takeover, using tiered dynamic scoring to reduce operator fatigue. Independent technical note mirroring the canonical version: https://tlab.fun/blog/industrial-ai-autonomy-setting-a-confidence-threshold-for-human-takeover.php Sources consulted: https://www.bluusun.com/

Zenodo (CERN European Organization for Nuclear Research)
Human-Automation Interaction and Safety
DOIOpen Access PDFOpenAlex
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Industrial AI Autonomy: Setting a Confidence Threshold for Human Takeover — Ivy Nakamura · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS