Industrial AI Autonomy: When 95% Confidence Thresholds Trigger Human Review

Industrial AI autonomy: when a 95% confidence threshold should trigger human review, with pre-registration, frozen evals, abstention bands, and review budgets. Independent technical note mirroring the canonical version: https://enterpriseailabs.io/blog/industrial-ai-autonomy-when-95-confidence-thresholds-trigger-human-review.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.23780125
Primary Topic
Ethics and Social Impacts of AI
Type
preprint
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preprint

Industrial AI Autonomy: When 95% Confidence Thresholds Trigger Human Review

Dr. Samuel Ortiz
1 links
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
preprint

Industrial AI Autonomy: When 95% Confidence Thresholds Trigger Human Review

Dr. Samuel Ortiz
preprint en

Abstract

Industrial AI autonomy: when a 95% confidence threshold should trigger human review, with pre-registration, frozen evals, abstention bands, and review budgets. Independent technical note mirroring the canonical version: https://enterpriseailabs.io/blog/industrial-ai-autonomy-when-95-confidence-thresholds-trigger-human-review.php Sources consulted: https://www.bluusun.com/

Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
DOIOpen Access PDFOpenAlex
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Industrial AI Autonomy: When 95% Confidence Thresholds Trigger Human Review — Dr. Samuel Ortiz · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS