Evidence map›Paper›PMID 42723845›Full record

ArticleFrontiers in psychology2026

The debiasing paradox: cognitive biases in judicial adjudication of valuation adjustment mechanisms across Chinese and American courts.

Zihui Gao

Abstract read
In one paragraph

Article in Frontiers in psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

1 author.

Zihui GaoShandong University of Science and Technology, Qingdao, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Judicial adjudication of share repurchase clauses in Chinese valuation adjustment mechanisms (VAMs) exhibits marked typological divergence. The Ninth Meeting Minutes, issued in November 2019, sought to unify adjudicatory standards; however, disagreement has persisted. Existing scholarship accounts for this divergence through doctrinal analysis, leaving systematic cognitive distortions in judicial reasoning unexplored. Objective: This study advances a "debiasing paradox" thesis-that a judicial policy instrument designed to harmonize standards may, through a "normative anchor" mechanism, introduce new systematic cognitive biases. Treating anchoring as the core bias and framing effect and availability heuristic as downstream accompaniments, it examines how all three manifest in Chinese and American VAM adjudication and tests a hierarchical transmission model. Methods: Judicial reasoning sections from 217 Chinese VAM rulings (China Judgements Online) and 63 American earn-out rulings (Westlaw) underwent double-blind process coding (Cohen's Results: The VAM anchoring rate (47.7%) significantly exceeded that of private lending (26.2%), χ Conclusion: The findings provide preliminary archival evidence consistent with the Minutes having produced indirect biasing effects through the hierarchical transmission of a normative anchor-triggering framing downstream and reinforcing availability indirectly-pointing to a debiasing paradox inherent in institutional tools for reducing adjudicatory divergence.

Indexed as

anchoring effectarchival studycognitive biascommercial adjudicationcontent analysisdebiasing paradoxjudicial decision-makingvaluation adjustment mechanism

Identifiers

PMID42723845
PMCPMC13557963

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.