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Record W4390806161 · doi:10.1017/lsi.2023.79

Legal Collusion: Legal Consciousness under China’s One-Child Policy

2024· article· en· W4390806161 on OpenAlexafffund
Qian Liu

Bibliographic record

VenueLaw & Social Inquiry · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicCriminal Justice and Corrections Analysis
Canadian institutionsUniversity of Calgary
FundersInternational Development Research Centre
KeywordsLegitimacyCollusionObligationPolitical scienceHarmNothingLawLaw enforcementLaw and economicsSociologyBusinessPolitics

Abstract

fetched live from OpenAlex

Why would one person facilitate a community member’s evasion of the law, even when there is nothing tangible in it for themselves? In this article, I draw on stories in Chinese villages under the one-child policy to suggest that the lack of moral legitimacy in a particular law motivates people to help others overcome legal or policy restrictions, especially when there are existing connections and trust among them. It reveals the influential impact of law’s moral legitimacy on people’s responses to legal evasion and the relational nature of legal consciousness. An individual’s existing connections with and trust in those who evade the law often reinforce the sense of obligation to take matters into one’s own hands to help right the wrong that has been done to them. Nevertheless, the consequences of participating in such collusion may reshape expectations and obligations within the community, pushing law-evading citizens to minimize risks for those who are willing to facilitate their evasion of the law. The fluid nature of interpersonal relationships in Chinese society also means that when things go wrong, supportive members may in turn use their insider information against the law-evading citizen to seek revenge or teach them a lesson.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.932
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0030.001
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.041
GPT teacher head0.364
Teacher spread0.324 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations12
Published2024
Admission routes2
Has abstractyes

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