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Record W4386439392 · doi:10.1111/1468-0319.12579

World Economic Prospects Monthly

2021· article· en· W4386439392 on OpenAlexaboutno aff

Bibliographic record

VenueEconomic Outlook · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicEconomic and Technological Developments in Russia
Canadian institutionsnot available
Fundersnot available
KeywordsEconomicsInflation (cosmology)DowngradeReal estateChinaEconomic shortageSlowdownEconomic slowdownFinancial crisisGovernment (linguistics)Monetary economicsEconomic policyMacroeconomicsFinanceEconomic growth

Abstract

fetched live from OpenAlex

Overview: Higher inflation tempers the growth outlook ▀ A deterioration in the near‐term outlook for China and the squeeze on real incomes from higher CPI inflation, particularly in advanced economies, have triggered a further downgrade to our GDP forecast. We expect world GDP growth of 5.7% this year, down 0.1pp from a month ago, before a slowdown to 4.5% in 2022 from 4.7% seen last month. ▀ We do not consider the issues facing Evergrande likely to be a catalyst for a major financial crisis in China. But weakness in real estate construction looks set to undermine near‐term economic prospects while electricity shortages and production cuts are hampering manufacturing. In response, we have cut our China GDP growth forecasts for both 2021 and 2022 by 0.4pp to 8.0% and 5.4% respectively. ▀ Meanwhile, the economic impact of the recent surge in energy prices will vary across economies. In many EMs, government price controls will lessen the inflationary impact but at the same time will either place greater pressure on public finances or lead to energy shortages. ▀ Pass‐through to inflation in the advanced economies is expected to be greater. While we have nudged down the outlook for consumer spending, the hit is expected to be tempered by a faster return of household savings rates to more normal levels. ▀ Although we have raised our world inflation forecast again, to 3.6% in 2022 from 3.3% last month in response to recent events, we do not think this marks the start of a higher inflation regime. At the margin, we now see a slightly faster pace of monetary policy tightening in the US — where we have brought forward the first interest rate hike to end‐2022 — the UK, Canada and a few EMs. But in advanced economies we still see little evidence of significant second‐round inflation effects, suggesting that inflation should still drop back as supply chain issues are gradually resolved.

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)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.313
Threshold uncertainty score0.979

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0020.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.003
Science and technology studies0.0010.000
Scholarly communication0.0060.004
Open science0.0010.002
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.3130.381

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 head0.018
GPT teacher head0.272
Teacher spread0.254 · 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.

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

Citations1
Published2021
Admission routes1
Has abstractyes

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