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Record W4313148402 · doi:10.24043/isj.402

Ferry services and the community development of peripheral island areas in Hong Kong: Evidence from Cheung Chau

2022· article· en· W4313148402 on OpenAlexvenueno aff
Yui‐yip Lau, Ka‐chai Tam, Adolf K.Y. Ng

Bibliographic record

VenueIsland Studies Journal · 2022
Typearticle
Languageen
FieldEngineering
TopicMaritime Ports and Logistics
Canadian institutionsnot available
Fundersnot available
KeywordsSocial WelfareGeographyWelfareEconomic growthPolitical scienceLaw

Abstract

fetched live from OpenAlex

The history of Hong Kong ferry services began with the establishment of the colony of the British Empire after the Treaty of Nanking. The ferry system was the foundation of public transport in Hong Kong. This study adopts the concept of centre-periphery theory to explain how ferry services facilitate regional integration in Hong Kong, notably on Outlying Islands, and describe how better transportation influenced the course of development of the communities of the peripheral islands. Through an intensive documentary investigation and in-depth interviews with the islanders, this study undertakes a historical approach to study the evolution of the Hong Kong ferry services throughout the last two centuries, and to see the prospects of its development, particularly the services for the Outlying Islands, in the postcolonial Special Administrative Region. Our main concerns include the significance of ferry services in maintenance, and the economic development and social welfare in the Outlying Islands. The slow decline of Hong Kong ferry services since the 1970s notwithstanding, the study addressed how and why ferry services in Hong Kong are still important to keep the city intact, while giving the islanders some new choices of self-identity and of staying in their peripheral home.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.265
Threshold uncertainty score0.443

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.041
GPT teacher head0.259
Teacher spread0.218 · 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

Citations8
Published2022
Admission routes1
Has abstractyes

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