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Record W3155937899 · doi:10.1163/25427466-00502002

Cage for the Birds: On the Social Transformation of Chinese Law, 1999–2019

2021· article· en· W3155937899 on OpenAlexaff
Sida Liu

Bibliographic record

VenueChina Law and Society Review · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicChina's Socioeconomic Reforms and Governance
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsChinaLawPoliticsSocial transformationChinese societyCagePolitical scienceSociologyState (computer science)Social changeEngineering

Abstract

fetched live from OpenAlex

Abstract In his book on legal reform in China after Mao, Stanley B. Lubman adopted the metaphor “bird in a cage” to describe the status of Chinese law at the turn of the twenty-first century. This article offers some general reflections on the social transformation of Chinese law since 1999, with the objective of explaining (1) how the legal bird has become a cage, and (2) how this new legal cage has been used to trap birds in Chinese society. It first traces the transformation of the legal bird into a cage in China’s reform era and then tells the stories of four species of birds currently confined in the legal cage, namely, hawks (state officials), crows (rights activists), sparrows (netizens), and ostriches (ordinary citizens). Laws related to the four species are concerned with combating corruption, political stability, internet control, and everyday life, respectively. By focusing on the four species of birds in the legal cage, this article offers a fresh understanding of how law interacts with various individuals and social groups in Chinese society and a sociolegal explanation of the social transformation of China’s legal system from 1999 to 2019.

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)0.001
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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.963
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.017
GPT teacher head0.303
Teacher spread0.286 · 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 designNot applicable
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

Citations18
Published2021
Admission routes1
Has abstractyes

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