MétaCan
Menu
Back to cohort
Record W7015203005

Silné stránky současné vietnamské ekonomiky

2014· dissertation· en· W7015203005 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueDigital Repository (National Repository of Grey Literature) · 2014
Typedissertation
Languageen
FieldEngineering
TopicGeodetic Measurements and Engineering Structures
Canadian institutionsnot available
Fundersnot available
KeywordsVietnameseWorkforceForeign direct investmentWork (physics)Quality (philosophy)Investment (military)Developing countryQuarter (Canadian coin)Economic sector
DOInot available

Abstract

fetched live from OpenAlex

Political and economic reforms (Doi Moi) launched in 1986 have transformed Vietnam from one of the poorest countries in the world to a lower middle income country within a quarter of a century. Country has achieved such success thanks to its geographic, strategic, and demographic advantages. The work will examine the effectiveness of advantageus economic sectors of the country to respond how much effective these streghts are for the country in today's global economy during which the work will focus its attention to the main drive motor of the economy, the Vietnamese human resources. The shortcomings of the Vietnamese labour force and the need for reforms in education and training systems to achieve greater economic efficency will be analyzed afterwards. In conclusion, it should noted that foreign direct investment flows to all major sectors of the economy and play a key role in the development of technological level of the country. Vietnamese workforce lacks technical expertise in the health service, counstruction industry, transport and logistics and the chemical industry. Therefore it is neccessary that the local firms and educational institutions work closely together and define curricula and training programs for employees to achieve a better quality of Vietnamese workforce.

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.

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.477
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0010.001
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 head0.005
GPT teacher head0.194
Teacher spread0.189 · 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