A randomized controlled trial on anonymizing reviewers to each other in peer review discussions.

Many peer-review processes involve reviewers submitting their independent reviews, followed by a discussion between the reviewers of each paper. A common question among policymakers is whether the reviewers of a paper should be anonymous to each other during the discussion. We shed light on this que...

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Main Authors: Charvi Rastogi, Xiangchen Song, Zhijing Jin, Ivan Stelmakh, Hal Daumé, Kun Zhang, Nihar B Shah
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2024-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0315674
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author Charvi Rastogi
Xiangchen Song
Zhijing Jin
Ivan Stelmakh
Hal Daumé
Kun Zhang
Nihar B Shah
author_facet Charvi Rastogi
Xiangchen Song
Zhijing Jin
Ivan Stelmakh
Hal Daumé
Kun Zhang
Nihar B Shah
author_sort Charvi Rastogi
collection DOAJ
description Many peer-review processes involve reviewers submitting their independent reviews, followed by a discussion between the reviewers of each paper. A common question among policymakers is whether the reviewers of a paper should be anonymous to each other during the discussion. We shed light on this question by conducting a randomized controlled trial at the Conference on Uncertainty in Artificial Intelligence (UAI) 2022 conference where reviewer discussions were conducted over a typed forum. We randomly split the reviewers and papers into two conditions-one with anonymous discussions and the other with non-anonymous discussions. We also conduct an anonymous survey of all reviewers to understand their experience and opinions. We compare the two conditions in terms of the amount of discussion, influence of seniority on the final decisions, politeness, reviewers' self-reported experiences and preferences. Overall, this experiment finds small, significant differences favoring the anonymous discussion setup based on the evaluation criteria considered in this work.
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institution Kabale University
issn 1932-6203
language English
publishDate 2024-01-01
publisher Public Library of Science (PLoS)
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series PLoS ONE
spelling doaj-art-d186643eb94847729e274c98be631e552025-01-08T05:32:24ZengPublic Library of Science (PLoS)PLoS ONE1932-62032024-01-011912e031567410.1371/journal.pone.0315674A randomized controlled trial on anonymizing reviewers to each other in peer review discussions.Charvi RastogiXiangchen SongZhijing JinIvan StelmakhHal DauméKun ZhangNihar B ShahMany peer-review processes involve reviewers submitting their independent reviews, followed by a discussion between the reviewers of each paper. A common question among policymakers is whether the reviewers of a paper should be anonymous to each other during the discussion. We shed light on this question by conducting a randomized controlled trial at the Conference on Uncertainty in Artificial Intelligence (UAI) 2022 conference where reviewer discussions were conducted over a typed forum. We randomly split the reviewers and papers into two conditions-one with anonymous discussions and the other with non-anonymous discussions. We also conduct an anonymous survey of all reviewers to understand their experience and opinions. We compare the two conditions in terms of the amount of discussion, influence of seniority on the final decisions, politeness, reviewers' self-reported experiences and preferences. Overall, this experiment finds small, significant differences favoring the anonymous discussion setup based on the evaluation criteria considered in this work.https://doi.org/10.1371/journal.pone.0315674
spellingShingle Charvi Rastogi
Xiangchen Song
Zhijing Jin
Ivan Stelmakh
Hal Daumé
Kun Zhang
Nihar B Shah
A randomized controlled trial on anonymizing reviewers to each other in peer review discussions.
PLoS ONE
title A randomized controlled trial on anonymizing reviewers to each other in peer review discussions.
title_full A randomized controlled trial on anonymizing reviewers to each other in peer review discussions.
title_fullStr A randomized controlled trial on anonymizing reviewers to each other in peer review discussions.
title_full_unstemmed A randomized controlled trial on anonymizing reviewers to each other in peer review discussions.
title_short A randomized controlled trial on anonymizing reviewers to each other in peer review discussions.
title_sort randomized controlled trial on anonymizing reviewers to each other in peer review discussions
url https://doi.org/10.1371/journal.pone.0315674
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