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Record W4241139268 · doi:10.1108/oxan-db244084

Japan economic trends point to slowdown or recession

2019· other· en· W4241139268 on OpenAlexaboutno aff

Bibliographic record

VenueEmerald expert briefings · 2019
Typeother
Languageen
FieldEconomics, Econometrics and Finance
TopicRegional resilience and development
Canadian institutionsnot available
Fundersnot available
KeywordsRecessionQuarter (Canadian coin)EconomicsConsumer confidence indexChinaPessimismSlowdownConsumption (sociology)Stimulus (psychology)Economic slowdownEconomic recoveryInternational economicsMacroeconomicsEconomic growthGeography

Abstract

fetched live from OpenAlex

Subject The macroeconomic outlook for Japan. Significance For the first time in six and a half years, businesses are pessimistic about the economic outlook, according to the results of a Nikkei-Markit survey of manufacturing purchasing managers released today. This comes just days after Japan’s first-quarter 2019 real GDP data surprised forecasters with a solid 2.1% growth over the previous quarter (seasonally adjusted, annual rate). Nominal growth was an even more surprising 3.3%. Impacts Even a recession is unlikely to deter a tax rise; the government would increase the immediate stimulus accompanying the rise. New US tariffs on China will mean lower exports from China to the United States, in turn reducing Chinese demand for Japanese components. Growth of jobs and labour income could boost consumer sentiment eventually, reversing an 18-month slide in confidence and consumption.

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 categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.036
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0240.024

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 head0.033
GPT teacher head0.269
Teacher spread0.236 · 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 designNot applicable
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
Published2019
Admission routes1
Has abstractyes

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