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Record W7096994177

Executive Summary

2013· article· en· W7096994177 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldSocial Sciences
TopicSociopolitical Dynamics in Nepal
Canadian institutionsnot available
Fundersnot available
KeywordsOptimismConsumer confidence indexInvestment (military)Work (physics)Executive summaryEconomic recoveryReal gross domestic productUnemploymentQuarter (Canadian coin)
DOInot available

Abstract

fetched live from OpenAlex

Moderate GDP growth expected in the June quarter, with downside risks from drought Business optimism signals a pick-up in activity in the second half of the year Inflationary pressures set to increase Global markets stabilise Activity indicators are signalling only moderate GDP growth in the June quarter and it may be even weaker depending on the impact of the drought. This will likely be reflected in the negative contribution from net trade to GDP growth, although a partial offset is expected from stronger consumer spending. Surveys showed that business confidence remains elevated and hiring and investment intentions were positive, providing a solid base for growth in the second half of 2013. Optimism is centred on the construction sector where the pipeline of residential building work is rising in response to regional housing pressures. There were also signs that the recovery will become more broad-based as the expected growth in building activity benefits local manufacturers and the agricultural sector bounces back from the drought. Likewise, elevated consumer confidence will support activity in the service and retail sectors.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.826
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.001

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 head0.017
GPT teacher head0.318
Teacher spread0.301 · 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; both teacher heads agree on what is shown here.

Study designTheoretical or conceptual
Domainnot available
GenreOther

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
Published2013
Admission routes1
Has abstractyes

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