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Record W4410373097 · doi:10.1093/ijpor/edaf010

Chief executive and cabinet member approval in Hong Kong: a rolling-window Granger causality analysis

2025· article· en· W4410373097 on OpenAlexaff
Yu Wang, Shen Yang

Bibliographic record

VenueInternational Journal of Public Opinion Research · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicElectoral Systems and Political Participation
Canadian institutionsMacEwan University
Fundersnot available
KeywordsCabinet (room)Granger causalityWindow (computing)Causality (physics)Political scienceEconomicsEconometricsEngineeringComputer scienceMechanical engineeringOperating systemPhysics

Abstract

fetched live from OpenAlex

Abstract The interaction between public approval of the head of government and cabinet members represents a crucial yet surprisingly underexplored area of research. This note applies a rolling-window Granger causality test to the case of Hong Kong, which resembles a presidential system and is characterized by highly volatile interconnections. The findings reveal a nuanced bilateral relationship. First, the approval ratings of the Chief Secretary for Administration closely correlate with those of the Chief Executive. Second, the Chief Executive has a greater impact on the popularity of key cabinet members than vice versa. Finally, following the 2019 protests, the popularity of all officials increasingly depends on the Chief Executive’s standing. This study also offers policy implications and suggests directions for future research.

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)0.007
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.152
Threshold uncertainty score0.994

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
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 head0.196
GPT teacher head0.517
Teacher spread0.321 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations0
Published2025
Admission routes1
Has abstractyes

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