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A SIMULATION OF DISAGREEMENT FOR CONTROL OF RATIONAL CHEATING IN PEER REVIEW.

Authors :
GRIMALDO, FRANCISCO
PAOLUCCI, MARIO
Source :
Advances in Complex Systems; Oct2013, Vol. 16 Issue 7, p-1, 24p
Publication Year :
2013

Abstract

Understanding the peer review process could help research and shed light on the mechanisms that underlie crowdsourcing. In this paper, we present an agent-based model of peer review built on three entities - the paper, the scientist and the conference. The system is implemented on a BDI platform (Jason) that allows to define a rich model of scoring, evaluating and selecting papers for conferences. Then, we propose a programme committee update mechanism based on disagreement control that is able to remove reviewers applying a strategy aimed to prevent papers better than their own to be accepted ("rational cheating"). We analyze a homogeneous scenario, where all conferences aim to the same level of quality, and a heterogeneous scenario, in which conferences request different qualities, showing how this affects the update mechanism proposed. We also present a first step toward an empirical validation of our model that compares the amount of disagreements found in real conferences with that obtained in our simulations. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
02195259
Volume :
16
Issue :
7
Database :
Complementary Index
Journal :
Advances in Complex Systems
Publication Type :
Academic Journal
Accession number :
94885497
Full Text :
https://doi.org/10.1142/S0219525913500045