The illusion of objectivity: emotional tone and self-reinforcing decision loops in human–AI interaction

This record contains the pre-registration protocol for the controlled simulation study entitled “Framing the Judgment: A Controlled Simulation Study on How Reviewer Tone Influences Generative AI Decision-Making in Scientific Peer Review.” This protocol defines the research hypotheses, experimental design, data-handling procedures, and analytical framework for evaluating tone-induced variability and reliability across models. The record is currently stored as Closed Access (restricted draft) to preserve intellectual property prior to data collection and publication. A public version will be released upon completion of the study.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-11-03
DOI
https://doi.org/10.5281/zenodo.17509384
Primary Topic
Explainable Artificial Intelligence (XAI)
Type
article
Field-Weighted Citation Impact
0.00
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article

The illusion of objectivity: emotional tone and self-reinforcing decision loops in human–AI interaction

Zaid Abdulrazzaq Ibrahim
Zenodo (CERN European Organization for Nuclear Research)
Explainable Artificial Intelligence (XAI)
article

The illusion of objectivity: emotional tone and self-reinforcing decision loops in human–AI interaction

Zaid Abdulrazzaq Ibrahim
article en

Abstract

This record contains the pre-registration protocol for the controlled simulation study entitled “Framing the Judgment: A Controlled Simulation Study on How Reviewer Tone Influences Generative AI Decision-Making in Scientific Peer Review.” This protocol defines the research hypotheses, experimental design, data-handling procedures, and analytical framework for evaluating tone-induced variability and reliability across models. The record is currently stored as Closed Access (restricted draft) to preserve intellectual property prior to data collection and publication. A public version will be released upon completion of the study.

Zenodo (CERN European Organization for Nuclear Research)
Imam Sadiq University (IR), Imam Ja’afar Al-Sadiq University
Peace, Justice and strong institutions
Openalex Percentile: Top 18%
Explainable Artificial Intelligence (XAI)
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The illusion of objectivity: emotional tone and self-reinforcing decision loops in human–AI interaction — Zaid Abdulrazzaq Ibrahim · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS