MétaCan
Menu
Back to cohort
Record W1538252169 · doi:10.55016/ojs/sppp.v6i1.42431

China’s State-Owned Enterprises: How Much Do We Know? From CNOOC to Its Siblings

2013· article· en· W1538252169 on OpenAlexaffabout
Duanjie Chen

Bibliographic record

VenueThe School of Public Policy Publications · 2013
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicGlobal trade and economics
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsChinaState (computer science)BusinessGeographyComputer scienceArchaeology

Abstract

fetched live from OpenAlex

China’s state-owned enterprises (SOEs) are sometimes compared to Canadian Crown corporations, such as VIA Rail or the CBC. But that comparison is not only profoundly inaccurate, it can also be a dangerous assumption to make when crafting Canadian economic policy. China’s SOEs have been actively buying up interests in major Canadian resource firms. But that phenomenon has much more serious implications for Canada than if these were, say, state-owned European firms, such as Norway’s Statoil. China’s SOEs do not operate by the normal rules of commerce. They are, in fact, a very powerful tool of the Chinese government’s industrial policy, which is aimed at a ruthless expansion of its global economic empire. The spectacular growth of China’s SOEs over the last two decades, at a rate unrivalled by virtually any other sector on earth, has been driven by the will of the Chinese government, which provides cheap or free inputs — such as access to capital and real estate — in order to create globally dominant corporate powers. There is also the Chinese competitive advantage that comes with not just lower wages for workers but also behaviour that would be considered irresponsible in a Western context. Placing a lower priority on human rights, the environment, social justice and corporate rectitude give China and its SOEs an edge that have helped them in their goal of leapfrogging competing world economic powers, including Canada. Without these explicit and implicit subsidies, China’s SOEs have actually proven to be far less economically competitive than their private-sector rivals. Chinese SOEs are not publicly accountable the way that Crown corporations in Canada are. Chinese SOEs are run by appointees of the Communist party, whose first duty is to the state, the majority or even sole shareholder of SOEs. Unlike Canada’s Crown corporations, which are designed to fill in market-failure gaps or provide public service, China’s SOEs are permitted to chase profits in sectors that do not even fall within their primary mandate. And unlike Canada, China jealously guards the sectors in which its SOEs exert absolute or strong control, disallowing any private-sector competitors — domestic or foreign — free entry. When Canada’s federal government last December granted approval to the takeover of Nexen Inc. it made it clear that this would be the “end of a trend” of foreign SOEs controlling acquisition of major Canadian energy firms. Such takeovers would be allowed only in exceptional circumstances from now on. That is how it should be. However, that does not mean shutting our door for capital investment from foreign SOEs in general. What we need is adequate government regulation to guard our national interest, including the integrity of our free-market system.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.459
Threshold uncertainty score0.913

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.004
Science and technology studies0.0040.004
Scholarly communication0.0040.006
Open science0.0010.002
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0080.001

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 head0.065
GPT teacher head0.252
Teacher spread0.187 · 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 source (direct Gemma or distilled Codex), 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

Citations13
Published2013
Admission routes2
Has abstractyes

Explore more

Same venueThe School of Public Policy PublicationsSame topicGlobal trade and economicsFrench-language works237,207